Nanostring and Affymetrix Gene Expression Analysis
Kidney Transplant Biopsy Samples
Mariel Barbachan
03 February 2022
1 Sample Information
The table below contains the information on the sample equivalents from nanostring and affymetrix data, seven samples present in the nanostring data set are missing from the microarray study: MON146, MON183, MON264, MON346, MON354, MON370, MON498.
2 Read and normalize nanostring data
## Background correcting
## Normalizing
## Calculating Expression
3 Read and normalize Affymetrix data
4 Study Groups
After normalizing the data sets, the samples were divided into Rejection (n = 22) versus Non-Rejection (n = 23) classes for further analysis.
4.1 Exploratory Data Analysis
4.1.1 Nanostring
4.1.2 Affymetrix
5 Differential expression
5.1 Nanostring
5.2 Affymetrix
6 Limma Romer Analysis of PBTs
6.1 Nanostring
6.2 Affymetrix
7 Model selection using Akaike information criterion
7.1 Nanostring
7.1.1 Full model
7.1.2 AIC stepwise model selection
## Start: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA + STK11IP + TBC1D10B + TBP + UBB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA + STK11IP + TBC1D10B + TBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA + STK11IP + TBC1D10B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA + STK11IP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - AGR2 1 2.7005e-10 88
## - AIRE 1 2.7121e-10 88
## - ADAM8 1 2.7144e-10 88
## - ATF3 1 2.7146e-10 88
## - ACKR1 1 2.7149e-10 88
## - ANXA1 1 2.7150e-10 88
## - ABCB1 1 2.7155e-10 88
## - ABCE1 1 2.7158e-10 88
## - AGR3 1 2.7158e-10 88
## - ANKRD22 1 2.7159e-10 88
## - APOL2 1 2.7159e-10 88
## - ALOX15 1 2.7161e-10 88
## - APOE 1 2.7161e-10 88
## - ACVR1 1 2.7167e-10 88
## - AIM2 1 2.7167e-10 88
## - APOLD1 1 2.7166e-10 88
## - AQP1 1 2.7168e-10 88
## - ASB15 1 2.7168e-10 88
## - ACTA2 1 2.7170e-10 88
## - ACVRL1 1 2.7170e-10 88
## - ARHGDIB 1 2.7170e-10 88
## - AOAH 1 2.7172e-10 88
## - ABCA1 1 2.7173e-10 88
## - ADGRL4 1 2.7173e-10 88
## - ATM 1 2.7173e-10 88
## - ATXN3 1 2.7173e-10 88
## - AKR1C3 1 2.7174e-10 88
## - AGER 1 2.7176e-10 88
## - ALOX5 1 2.7176e-10 88
## - AICDA 1 2.7177e-10 88
## - ARG1 1 2.7177e-10 88
## - ADAMTS1 1 2.7179e-10 88
## - AGT 1 2.7179e-10 88
## - ALAS1 1 2.7179e-10 88
## - ARRB2 1 2.7182e-10 88
## - ABCC2 1 2.7184e-10 88
## - APOL1 1 2.7184e-10 88
## - AQP2 1 2.7186e-10 88
## - AHR 1 2.7189e-10 88
## - ARG2 1 2.7191e-10 88
## - ADAMDEC1 1 2.7192e-10 88
## - ALDH3A2 1 2.7194e-10 88
## - ANKRD1 1 2.7201e-10 88
## - AREG 1 2.7214e-10 88
## <none> 2.6107e-10 90
##
## Step: AIC=88
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR3 +
## AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH + APOE +
## APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 +
## ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - AIRE 1 2.7774e-10 86
## - ADAM8 1 2.8116e-10 86
## - ABCB1 1 2.8127e-10 86
## - ATF3 1 2.8192e-10 86
## - AGR3 1 2.8199e-10 86
## - ACKR1 1 2.8226e-10 86
## - APOL2 1 2.8257e-10 86
## - ANXA1 1 2.8273e-10 86
## - APOE 1 2.8308e-10 86
## - ALOX15 1 2.8342e-10 86
## - ATXN3 1 2.8347e-10 86
## - ABCE1 1 2.8356e-10 86
## - ANKRD22 1 2.8389e-10 86
## - ARHGDIB 1 2.8438e-10 86
## - ACVR1 1 2.8454e-10 86
## - AIM2 1 2.8467e-10 86
## - ASB15 1 2.8467e-10 86
## - ABCA1 1 2.8483e-10 86
## - ACVRL1 1 2.8489e-10 86
## - AQP1 1 2.8497e-10 86
## - ACTA2 1 2.8511e-10 86
## - ALOX5 1 2.8512e-10 86
## - ATM 1 2.8514e-10 86
## - APOLD1 1 2.8516e-10 86
## - AKR1C3 1 2.8530e-10 86
## - ADGRL4 1 2.8532e-10 86
## - AGT 1 2.8534e-10 86
## - AOAH 1 2.8539e-10 86
## - ADAMTS1 1 2.8556e-10 86
## - ABCC2 1 2.8590e-10 86
## - ALAS1 1 2.8598e-10 86
## - AGER 1 2.8613e-10 86
## - ARG1 1 2.8617e-10 86
## - ARRB2 1 2.8617e-10 86
## - AHR 1 2.8621e-10 86
## - AICDA 1 2.8624e-10 86
## - ARG2 1 2.8629e-10 86
## - APOL1 1 2.8684e-10 86
## - AQP2 1 2.8695e-10 86
## - ALDH3A2 1 2.8715e-10 86
## - ADAMDEC1 1 2.8751e-10 86
## - ANKRD1 1 2.9051e-10 86
## - AREG 1 2.9451e-10 86
## <none> 2.7005e-10 88
##
## Step: AIC=86
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR3 +
## AGT + AHR + AICDA + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH + APOE + APOL1 +
## APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB +
## ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ABCB1 1 2.9395e-10 84
## - ACKR1 1 2.9432e-10 84
## - ATF3 1 2.9509e-10 84
## - AGR3 1 2.9541e-10 84
## - APOE 1 3.0009e-10 84
## - ACVR1 1 3.0261e-10 84
## - ABCE1 1 3.0352e-10 84
## - ATXN3 1 3.0353e-10 84
## - APOL2 1 3.0605e-10 84
## - APOLD1 1 3.0737e-10 84
## - ALOX15 1 3.0794e-10 84
## - ANKRD22 1 3.0881e-10 84
## - AIM2 1 3.0906e-10 84
## - ANXA1 1 3.0920e-10 84
## - ACTA2 1 3.0969e-10 84
## - ASB15 1 3.1380e-10 84
## - AGT 1 3.1393e-10 84
## - ADAM8 1 3.1397e-10 84
## - ARG2 1 3.1462e-10 84
## - ARHGDIB 1 3.1529e-10 84
## - ABCA1 1 3.1549e-10 84
## - ALOX5 1 3.1571e-10 84
## - ADGRL4 1 3.1761e-10 84
## - ACVRL1 1 3.1792e-10 84
## - AICDA 1 3.1830e-10 84
## - ARG1 1 3.1829e-10 84
## - ALAS1 1 3.1900e-10 84
## - AKR1C3 1 3.2002e-10 84
## - AQP1 1 3.2056e-10 84
## - ATM 1 3.2097e-10 84
## - ABCC2 1 3.2113e-10 84
## - AOAH 1 3.2183e-10 84
## - AQP2 1 3.2281e-10 84
## - APOL1 1 3.2351e-10 84
## - ADAMTS1 1 3.2599e-10 84
## - AGER 1 3.2637e-10 84
## - ADAMDEC1 1 3.2664e-10 84
## - AHR 1 3.2715e-10 84
## - ARRB2 1 3.2777e-10 84
## - ALDH3A2 1 3.2918e-10 84
## - AREG 1 3.3829e-10 84
## - ANKRD1 1 3.4073e-10 84
## <none> 2.7774e-10 86
##
## Step: AIC=84
## Class ~ ABCA1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 +
## ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR3 + AGT +
## AHR + AICDA + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH + APOE + APOL1 +
## APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB +
## ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ATF3 1 2.9685e-10 82
## - ACKR1 1 2.9731e-10 82
## - AGR3 1 2.9735e-10 82
## - APOE 1 3.0317e-10 82
## - ATXN3 1 3.0906e-10 82
## - ACVR1 1 3.0960e-10 82
## - ABCE1 1 3.1203e-10 82
## - ANXA1 1 3.1567e-10 82
## - ADAM8 1 3.1650e-10 82
## - APOL2 1 3.1917e-10 82
## - APOLD1 1 3.1942e-10 82
## - ANKRD22 1 3.1953e-10 82
## - AIM2 1 3.2182e-10 82
## - ALOX15 1 3.2391e-10 82
## - ACTA2 1 3.2401e-10 82
## - ASB15 1 3.3035e-10 82
## - ARHGDIB 1 3.3546e-10 82
## - AICDA 1 3.3735e-10 82
## - ACVRL1 1 3.3975e-10 82
## - ABCA1 1 3.4028e-10 82
## - ARG2 1 3.4044e-10 82
## - AGT 1 3.4228e-10 82
## - ALAS1 1 3.4344e-10 82
## - ADGRL4 1 3.4391e-10 82
## - ATM 1 3.4459e-10 82
## - ALOX5 1 3.4466e-10 82
## - AQP1 1 3.4638e-10 82
## - ARG1 1 3.5135e-10 82
## - AKR1C3 1 3.5174e-10 82
## - AOAH 1 3.5611e-10 82
## - APOL1 1 3.5710e-10 82
## - AQP2 1 3.6214e-10 82
## - ARRB2 1 3.6382e-10 82
## - AGER 1 3.6565e-10 82
## - ADAMTS1 1 3.7104e-10 82
## - ABCC2 1 3.7299e-10 82
## - AREG 1 3.7760e-10 82
## - ANKRD1 1 3.8342e-10 82
## - AHR 1 3.8396e-10 82
## - ADAMDEC1 1 3.9346e-10 82
## - ALDH3A2 1 3.9420e-10 82
## <none> 2.9395e-10 84
##
## Step: AIC=82
## Class ~ ABCA1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 +
## ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR3 + AGT +
## AHR + AICDA + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH + APOE + APOL1 +
## APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB +
## ARRB2 + ASB15 + ATM + ATXN3
##
## Df Deviance AIC
## - AGR3 1 2.9738e-10 80
## - ACKR1 1 2.9808e-10 80
## - APOE 1 3.1320e-10 80
## - ADAM8 1 3.1826e-10 80
## - ANXA1 1 3.2076e-10 80
## - ATXN3 1 3.2931e-10 80
## - APOL2 1 3.3366e-10 80
## - ABCE1 1 3.5084e-10 80
## - ACVR1 1 3.6378e-10 80
## - APOLD1 1 3.6431e-10 80
## - ARG2 1 3.9201e-10 80
## - ACTA2 1 3.9374e-10 80
## - AIM2 1 3.9450e-10 80
## - ASB15 1 3.9886e-10 80
## - ABCA1 1 4.2793e-10 80
## - ABCC2 1 4.3366e-10 80
## - ARG1 1 4.3697e-10 80
## - ALOX15 1 4.3810e-10 80
## - AGT 1 4.5136e-10 80
## - ANKRD22 1 4.5727e-10 80
## - AICDA 1 4.5962e-10 80
## - ALAS1 1 4.6150e-10 80
## - APOL1 1 4.6154e-10 80
## - ARHGDIB 1 4.7243e-10 80
## - AGER 1 4.7731e-10 80
## - AQP1 1 4.8596e-10 80
## - ATM 1 4.8685e-10 80
## - ARRB2 1 4.8808e-10 80
## - AHR 1 4.8953e-10 80
## - AKR1C3 1 4.9028e-10 80
## - ACVRL1 1 4.9045e-10 80
## - ALDH3A2 1 4.9702e-10 80
## - AREG 1 4.9706e-10 80
## - AQP2 1 4.9884e-10 80
## - ALOX5 1 5.0912e-10 80
## - ADGRL4 1 5.0914e-10 80
## - ANKRD1 1 5.0982e-10 80
## - ADAMTS1 1 5.1067e-10 80
## - AOAH 1 5.1104e-10 80
## - ADAMDEC1 1 5.4090e-10 80
## <none> 2.9685e-10 82
##
## Step: AIC=80
## Class ~ ABCA1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 +
## ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGT + AHR +
## AICDA + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 +
## ANKRD1 + ANKRD22 + ANXA1 + AOAH + APOE + APOL1 + APOL2 +
## APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 +
## ASB15 + ATM + ATXN3
##
## Df Deviance AIC
## - ACKR1 1 2.9845e-10 78
## - APOE 1 3.1399e-10 78
## - ANXA1 1 3.2398e-10 78
## - ADAM8 1 3.2424e-10 78
## - ATXN3 1 3.2925e-10 78
## - APOL2 1 3.4041e-10 78
## - ABCE1 1 3.5924e-10 78
## - ACVR1 1 3.6456e-10 78
## - APOLD1 1 3.9184e-10 78
## - ARG2 1 4.0914e-10 78
## - AIM2 1 4.0934e-10 78
## - ASB15 1 4.1702e-10 78
## - ACTA2 1 4.2447e-10 78
## - ABCC2 1 4.3744e-10 78
## - ARG1 1 4.3850e-10 78
## - ALOX15 1 4.5227e-10 78
## - ANKRD22 1 4.5751e-10 78
## - AICDA 1 4.6201e-10 78
## - AGER 1 4.8085e-10 78
## - ABCA1 1 4.9656e-10 78
## - ATM 1 4.9707e-10 78
## - AREG 1 5.0808e-10 78
## - ARHGDIB 1 5.0883e-10 78
## - AQP1 1 5.1000e-10 78
## - AOAH 1 5.1971e-10 78
## - ADAMTS1 1 5.2022e-10 78
## - AKR1C3 1 5.2274e-10 78
## - ALDH3A2 1 5.2436e-10 78
## - APOL1 1 5.2492e-10 78
## - AHR 1 5.5120e-10 78
## - AGT 1 5.5236e-10 78
## - ADGRL4 1 5.6297e-10 78
## - ALOX5 1 5.6457e-10 78
## - ACVRL1 1 5.6472e-10 78
## - ALAS1 1 5.7502e-10 78
## - ADAMDEC1 1 5.7693e-10 78
## - AQP2 1 5.8864e-10 78
## - ANKRD1 1 5.9623e-10 78
## - ARRB2 1 6.5567e-10 78
## <none> 2.9738e-10 80
##
## Step: AIC=78
## Class ~ ABCA1 + ABCC2 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + ADAM8 +
## ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGT + AHR + AICDA +
## AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 +
## ANKRD22 + ANXA1 + AOAH + APOE + APOL1 + APOL2 + APOLD1 +
## AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 + ASB15 +
## ATM + ATXN3
##
## Df Deviance AIC
## - APOE 1 3.1412e-10 76
## - ADAM8 1 3.2621e-10 76
## - ANXA1 1 3.2649e-10 76
## - ATXN3 1 3.2972e-10 76
## - APOL2 1 3.4463e-10 76
## - ABCE1 1 3.6152e-10 76
## - ACVR1 1 3.6546e-10 76
## - APOLD1 1 3.9431e-10 76
## - ASB15 1 4.1929e-10 76
## - ARG2 1 4.2161e-10 76
## - ACTA2 1 4.2893e-10 76
## - AIM2 1 4.4207e-10 76
## - ARG1 1 4.4417e-10 76
## - ABCC2 1 4.4837e-10 76
## - ALOX15 1 4.5491e-10 76
## - ANKRD22 1 4.6033e-10 76
## - AICDA 1 4.6577e-10 76
## - AGER 1 4.9774e-10 76
## - AREG 1 5.1123e-10 76
## - ATM 1 5.1279e-10 76
## - ABCA1 1 5.1962e-10 76
## - AOAH 1 5.2129e-10 76
## - ALDH3A2 1 5.2797e-10 76
## - AQP1 1 5.3595e-10 76
## - AKR1C3 1 5.4637e-10 76
## - ADAMTS1 1 5.5363e-10 76
## - ADGRL4 1 5.6407e-10 76
## - AHR 1 5.7104e-10 76
## - ADAMDEC1 1 5.7906e-10 76
## - APOL1 1 5.9026e-10 76
## - AGT 1 5.9163e-10 76
## - ALOX5 1 5.9166e-10 76
## - ALAS1 1 5.9385e-10 76
## - ACVRL1 1 5.9852e-10 76
## - AQP2 1 6.0081e-10 76
## - ARHGDIB 1 7.1846e-10 76
## - ANKRD1 1 7.5345e-10 76
## - ARRB2 1 7.9145e-10 76
## <none> 2.9845e-10 78
##
## Step: AIC=76
## Class ~ ABCA1 + ABCC2 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + ADAM8 +
## ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGT + AHR + AICDA +
## AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 +
## ANKRD22 + ANXA1 + AOAH + APOL1 + APOL2 + APOLD1 + AQP1 +
## AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 + ASB15 + ATM +
## ATXN3
##
## Df Deviance AIC
## - ATXN3 1 3.3088e-10 74
## - ANXA1 1 3.3172e-10 74
## - ADAM8 1 3.4259e-10 74
## - APOL2 1 3.4829e-10 74
## - ABCE1 1 3.6670e-10 74
## - ACVR1 1 3.7447e-10 74
## - APOLD1 1 4.0733e-10 74
## - ASB15 1 4.2931e-10 74
## - ACTA2 1 4.3371e-10 74
## - AIM2 1 4.5865e-10 74
## - ARG2 1 4.6441e-10 74
## - ALOX15 1 4.6721e-10 74
## - AICDA 1 4.7141e-10 74
## - ABCC2 1 5.0760e-10 74
## - ANKRD22 1 5.0954e-10 74
## - AREG 1 5.1769e-10 74
## - ARG1 1 5.2141e-10 74
## - AQP1 1 5.4961e-10 74
## - AGER 1 5.7596e-10 74
## - AOAH 1 5.7756e-10 74
## - ADAMTS1 1 5.8783e-10 74
## - ABCA1 1 6.0533e-10 74
## - AKR1C3 1 6.1842e-10 74
## - ATM 1 6.3628e-10 74
## - ADGRL4 1 6.6996e-10 74
## - ALDH3A2 1 6.8177e-10 74
## - ACVRL1 1 6.9013e-10 74
## - AGT 1 6.9734e-10 74
## - AHR 1 6.9858e-10 74
## - ALAS1 1 7.0170e-10 74
## - APOL1 1 7.0873e-10 74
## - ADAMDEC1 1 7.0918e-10 74
## - ARHGDIB 1 7.5214e-10 74
## - AQP2 1 7.8490e-10 74
## - ANKRD1 1 8.3479e-10 74
## - ARRB2 1 8.9561e-10 74
## - ALOX5 1 9.9651e-10 74
## <none> 3.1412e-10 76
##
## Step: AIC=74
## Class ~ ABCA1 + ABCC2 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + ADAM8 +
## ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGT + AHR + AICDA +
## AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 +
## ANKRD22 + ANXA1 + AOAH + APOL1 + APOL2 + APOLD1 + AQP1 +
## AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 + ASB15 + ATM
##
## Df Deviance AIC
## - ADAM8 1 3.4988e-10 72
## - APOL2 1 3.5434e-10 72
## - ANXA1 1 3.5582e-10 72
## - ACVR1 1 3.7805e-10 72
## - ABCE1 1 4.0164e-10 72
## - ASB15 1 4.3288e-10 72
## - ARG2 1 4.6837e-10 72
## - AIM2 1 4.6990e-10 72
## - APOLD1 1 4.7367e-10 72
## - ALOX15 1 4.8579e-10 72
## - ARG1 1 5.2364e-10 72
## - ACTA2 1 5.3504e-10 72
## - AICDA 1 5.4129e-10 72
## - ABCC2 1 5.4643e-10 72
## - AREG 1 5.9967e-10 72
## - AOAH 1 6.2010e-10 72
## - ANKRD22 1 6.2773e-10 72
## - ADAMTS1 1 6.3634e-10 72
## - ABCA1 1 6.4411e-10 72
## - AGER 1 6.4882e-10 72
## - ADGRL4 1 6.7544e-10 72
## - ALDH3A2 1 6.8405e-10 72
## - ATM 1 6.8494e-10 72
## - AHR 1 7.0528e-10 72
## - AKR1C3 1 7.0721e-10 72
## - APOL1 1 7.1221e-10 72
## - ADAMDEC1 1 7.1276e-10 72
## - ACVRL1 1 7.3210e-10 72
## - ALAS1 1 7.3728e-10 72
## - AQP1 1 7.5654e-10 72
## - AGT 1 7.5947e-10 72
## - ARHGDIB 1 7.7468e-10 72
## - AQP2 1 7.9456e-10 72
## - ANKRD1 1 9.0489e-10 72
## - ALOX5 1 1.0240e-09 72
## - ARRB2 1 1.1841e-09 72
## <none> 3.3088e-10 74
##
## Step: AIC=72
## Class ~ ABCA1 + ABCC2 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + ADAMDEC1 +
## ADAMTS1 + ADGRL4 + AGER + AGT + AHR + AICDA + AIM2 + AKR1C3 +
## ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 +
## AOAH + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATM
##
## Df Deviance AIC
## - ANXA1 1 3.5941e-10 70
## - APOL2 1 3.6613e-10 70
## - ABCE1 1 4.1975e-10 70
## - ASB15 1 4.3518e-10 70
## - ACVR1 1 4.7623e-10 70
## - APOLD1 1 4.9384e-10 70
## - AIM2 1 5.0629e-10 70
## - ARG2 1 5.1333e-10 70
## - ALOX15 1 5.2059e-10 70
## - ACTA2 1 5.3917e-10 70
## - AICDA 1 5.4448e-10 70
## - ABCC2 1 5.5562e-10 70
## - ARG1 1 5.8513e-10 70
## - AOAH 1 6.2444e-10 70
## - ANKRD22 1 6.4276e-10 70
## - AGER 1 6.5146e-10 70
## - AREG 1 6.5665e-10 70
## - ABCA1 1 6.7008e-10 70
## - ADGRL4 1 6.7935e-10 70
## - ATM 1 6.9117e-10 70
## - ADAMTS1 1 7.0882e-10 70
## - AKR1C3 1 7.2095e-10 70
## - ADAMDEC1 1 7.3154e-10 70
## - ACVRL1 1 7.6243e-10 70
## - ALDH3A2 1 7.7833e-10 70
## - AHR 1 7.7843e-10 70
## - ALAS1 1 7.8175e-10 70
## - AQP1 1 7.9706e-10 70
## - APOL1 1 7.9795e-10 70
## - ARHGDIB 1 8.1341e-10 70
## - ANKRD1 1 9.0901e-10 70
## - AQP2 1 1.0363e-09 70
## - AGT 1 1.0910e-09 70
## - ARRB2 1 1.2146e-09 70
## - ALOX5 1 1.3153e-09 70
## <none> 3.4988e-10 72
##
## Step: AIC=70
## Class ~ ABCA1 + ABCC2 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + ADAMDEC1 +
## ADAMTS1 + ADGRL4 + AGER + AGT + AHR + AICDA + AIM2 + AKR1C3 +
## ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + AOAH +
## APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 +
## ARHGDIB + ARRB2 + ASB15 + ATM
##
## Df Deviance AIC
## - APOL2 1 3.7157e-10 68
## - ABCE1 1 4.2176e-10 68
## - ASB15 1 4.5564e-10 68
## - ACVR1 1 5.0434e-10 68
## - ARG2 1 5.2636e-10 68
## - APOLD1 1 5.4698e-10 68
## - ABCC2 1 5.6977e-10 68
## - ACTA2 1 5.7469e-10 68
## - AICDA 1 5.7775e-10 68
## - ARG1 1 5.9306e-10 68
## - AIM2 1 6.0928e-10 68
## - ALOX15 1 7.1538e-10 68
## - AREG 1 7.4605e-10 68
## - ANKRD22 1 7.4900e-10 68
## - AOAH 1 7.5567e-10 68
## - AGER 1 8.3857e-10 68
## - ADAMTS1 1 8.5176e-10 68
## - ATM 1 9.1789e-10 68
## - ADAMDEC1 1 9.2261e-10 68
## - APOL1 1 9.4276e-10 68
## - ANKRD1 1 9.5633e-10 68
## - ADGRL4 1 9.6203e-10 68
## - ARHGDIB 1 9.7066e-10 68
## - AQP1 1 1.0914e-09 68
## - AKR1C3 1 1.1241e-09 68
## - ABCA1 1 1.1452e-09 68
## - ALDH3A2 1 1.2391e-09 68
## - AHR 1 1.3050e-09 68
## - ALAS1 1 1.3843e-09 68
## - ACVRL1 1 1.6931e-09 68
## - ALOX5 1 1.7813e-09 68
## - ARRB2 1 1.8231e-09 68
## - AGT 1 2.2138e-09 68
## - AQP2 1 2.5288e-09 68
## <none> 3.5941e-10 70
##
## Step: AIC=68
## Class ~ ABCA1 + ABCC2 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + ADAMDEC1 +
## ADAMTS1 + ADGRL4 + AGER + AGT + AHR + AICDA + AIM2 + AKR1C3 +
## ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + AOAH +
## APOL1 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB +
## ARRB2 + ASB15 + ATM
##
## Df Deviance AIC
## - ABCE1 1 4.2677e-10 66
## - ASB15 1 4.6535e-10 66
## - ACVR1 1 5.2282e-10 66
## - ARG2 1 5.3192e-10 66
## - APOLD1 1 5.6167e-10 66
## - AICDA 1 5.8019e-10 66
## - ABCC2 1 5.8706e-10 66
## - ARG1 1 6.0049e-10 66
## - AIM2 1 6.2160e-10 66
## - ACTA2 1 6.9015e-10 66
## - ALOX15 1 7.1910e-10 66
## - AOAH 1 7.6202e-10 66
## - ANKRD22 1 7.6300e-10 66
## - AREG 1 7.7612e-10 66
## - AGER 1 8.4769e-10 66
## - ATM 1 9.2388e-10 66
## - ADAMDEC1 1 9.2902e-10 66
## - ADAMTS1 1 9.6186e-10 66
## - APOL1 1 9.7845e-10 66
## - ARHGDIB 1 9.9306e-10 66
## - ADGRL4 1 1.0153e-09 66
## - ANKRD1 1 1.0895e-09 66
## - AQP1 1 1.1110e-09 66
## - AKR1C3 1 1.1192e-09 66
## - ABCA1 1 1.1583e-09 66
## - ALDH3A2 1 1.2651e-09 66
## - AHR 1 1.3105e-09 66
## - ALAS1 1 1.5129e-09 66
## - ACVRL1 1 1.7714e-09 66
## - ALOX5 1 1.8003e-09 66
## - ARRB2 1 1.9032e-09 66
## - AGT 1 2.2386e-09 66
## - AQP2 1 2.5295e-09 66
## <none> 3.7157e-10 68
##
## Step: AIC=66
## Class ~ ABCA1 + ABCC2 + ACTA2 + ACVR1 + ACVRL1 + ADAMDEC1 + ADAMTS1 +
## ADGRL4 + AGER + AGT + AHR + AICDA + AIM2 + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + AOAH + APOL1 +
## APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 +
## ASB15 + ATM
##
## Df Deviance AIC
## - ASB15 1 4.6920e-10 64
## - ACVR1 1 5.3000e-10 64
## - ARG2 1 5.4210e-10 64
## - APOLD1 1 5.7830e-10 64
## - AICDA 1 5.8520e-10 64
## - ABCC2 1 5.9130e-10 64
## - ARG1 1 6.1330e-10 64
## - AIM2 1 6.7640e-10 64
## - ACTA2 1 7.0940e-10 64
## - AREG 1 7.8080e-10 64
## - ALOX15 1 7.8730e-10 64
## - ANKRD22 1 7.9880e-10 64
## - AOAH 1 8.5910e-10 64
## - AGER 1 8.6560e-10 64
## - ADAMDEC1 1 1.0208e-09 64
## - ADGRL4 1 1.0657e-09 64
## - ATM 1 1.0714e-09 64
## - ADAMTS1 1 1.1021e-09 64
## - ANKRD1 1 1.1114e-09 64
## - AQP1 1 1.1366e-09 64
## - ABCA1 1 1.1831e-09 64
## - ARHGDIB 1 1.2626e-09 64
## - AHR 1 1.3413e-09 64
## - ALDH3A2 1 1.3715e-09 64
## - APOL1 1 1.3945e-09 64
## - ALAS1 1 1.5212e-09 64
## - AKR1C3 1 1.6223e-09 64
## - ARRB2 1 2.0168e-09 64
## - ALOX5 1 2.1025e-09 64
## - AGT 1 2.9015e-09 64
## - ACVRL1 1 2.9228e-09 64
## - AQP2 1 3.2822e-09 64
## <none> 4.2680e-10 66
##
## Step: AIC=64
## Class ~ ABCA1 + ABCC2 + ACTA2 + ACVR1 + ACVRL1 + ADAMDEC1 + ADAMTS1 +
## ADGRL4 + AGER + AGT + AHR + AICDA + AIM2 + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + AOAH + APOL1 +
## APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 +
## ATM
##
## Df Deviance AIC
## - ACVR1 1 5.4900e-10 62
## - ARG2 1 5.6450e-10 62
## - AICDA 1 5.8750e-10 62
## - APOLD1 1 5.9030e-10 62
## - ABCC2 1 6.2680e-10 62
## - ARG1 1 6.2970e-10 62
## - AIM2 1 7.1810e-10 62
## - ACTA2 1 7.3850e-10 62
## - AREG 1 7.9440e-10 62
## - ANKRD22 1 8.2080e-10 62
## - ALOX15 1 8.2350e-10 62
## - AOAH 1 8.8480e-10 62
## - AGER 1 9.4490e-10 62
## - AQP1 1 1.1459e-09 62
## - ADAMTS1 1 1.1514e-09 62
## - ADAMDEC1 1 1.1806e-09 62
## - ATM 1 1.1942e-09 62
## - ADGRL4 1 1.2126e-09 62
## - ABCA1 1 1.2886e-09 62
## - ANKRD1 1 1.3502e-09 62
## - AHR 1 1.4205e-09 62
## - ARHGDIB 1 1.5978e-09 62
## - APOL1 1 1.6296e-09 62
## - ALDH3A2 1 1.6532e-09 62
## - AKR1C3 1 1.8104e-09 62
## - ALAS1 1 1.9639e-09 62
## - ARRB2 1 2.0092e-09 62
## - ACVRL1 1 2.1999e-09 62
## - ALOX5 1 3.1200e-09 62
## - AQP2 1 3.5704e-09 62
## - AGT 1 4.7175e-09 62
## <none> 4.6920e-10 64
##
## Step: AIC=62
## Class ~ ABCA1 + ABCC2 + ACTA2 + ACVRL1 + ADAMDEC1 + ADAMTS1 +
## ADGRL4 + AGER + AGT + AHR + AICDA + AIM2 + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + AOAH + APOL1 +
## APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 +
## ATM
##
## Df Deviance AIC
## - AICDA 1 5.9960e-10 60
## - APOLD1 1 6.2830e-10 60
## - ARG1 1 6.5690e-10 60
## - ABCC2 1 6.5980e-10 60
## - ARG2 1 6.6000e-10 60
## - ACTA2 1 7.6020e-10 60
## - AREG 1 7.9610e-10 60
## - AIM2 1 8.1230e-10 60
## - ALOX15 1 8.5500e-10 60
## - ANKRD22 1 9.7460e-10 60
## - AOAH 1 9.9570e-10 60
## - ADAMDEC1 1 1.1831e-09 60
## - AGER 1 1.2271e-09 60
## - AQP1 1 1.2545e-09 60
## - ADGRL4 1 1.3027e-09 60
## - ATM 1 1.3165e-09 60
## - AHR 1 1.5851e-09 60
## - ABCA1 1 1.6295e-09 60
## - ANKRD1 1 1.6411e-09 60
## - ALDH3A2 1 1.7074e-09 60
## - ALAS1 1 2.0095e-09 60
## - APOL1 1 2.0785e-09 60
## - ADAMTS1 1 2.0869e-09 60
## - ARHGDIB 1 2.4901e-09 60
## - ARRB2 1 2.7259e-09 60
## - ACVRL1 1 2.8350e-09 60
## - AKR1C3 1 3.0542e-09 60
## - ALOX5 1 3.1812e-09 60
## - AQP2 1 3.8229e-09 60
## - AGT 1 5.5398e-09 60
## <none> 5.4900e-10 62
##
## Step: AIC=60
## Class ~ ABCA1 + ABCC2 + ACTA2 + ACVRL1 + ADAMDEC1 + ADAMTS1 +
## ADGRL4 + AGER + AGT + AHR + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + AOAH + APOL1 + APOLD1 +
## AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - APOLD1 1 6.3620e-10 58
## - ARG1 1 7.2870e-10 58
## - ARG2 1 7.6000e-10 58
## - ACTA2 1 7.7030e-10 58
## - ABCC2 1 8.0020e-10 58
## - AREG 1 8.4080e-10 58
## - ALOX15 1 8.8700e-10 58
## - AOAH 1 1.0085e-09 58
## - AIM2 1 1.0128e-09 58
## - ANKRD22 1 1.0264e-09 58
## - ADAMDEC1 1 1.1994e-09 58
## - AQP1 1 1.2673e-09 58
## - AGER 1 1.2950e-09 58
## - ADGRL4 1 1.3175e-09 58
## - ATM 1 1.3348e-09 58
## - ABCA1 1 1.6613e-09 58
## - ANKRD1 1 1.6965e-09 58
## - ALDH3A2 1 1.7874e-09 58
## - ALAS1 1 2.0081e-09 58
## - AHR 1 2.1348e-09 58
## - APOL1 1 2.1968e-09 58
## - ARHGDIB 1 2.7527e-09 58
## - ARRB2 1 2.9975e-09 58
## - ADAMTS1 1 3.1744e-09 58
## - AKR1C3 1 3.1753e-09 58
## - ALOX5 1 3.2585e-09 58
## - AQP2 1 3.8735e-09 58
## - ACVRL1 1 6.1956e-09 58
## - AGT 1 6.3577e-09 58
## <none> 5.9960e-10 60
##
## Step: AIC=58
## Class ~ ABCA1 + ABCC2 + ACTA2 + ACVRL1 + ADAMDEC1 + ADAMTS1 +
## ADGRL4 + AGER + AGT + AHR + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + AOAH + APOL1 + AQP1 +
## AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - ARG1 1 7.8340e-10 56
## - ACTA2 1 7.9900e-10 56
## - ARG2 1 8.1430e-10 56
## - ABCC2 1 8.4090e-10 56
## - AREG 1 8.5080e-10 56
## - ALOX15 1 9.4630e-10 56
## - AOAH 1 1.0184e-09 56
## - ANKRD22 1 1.0365e-09 56
## - AIM2 1 1.2391e-09 56
## - ADAMDEC1 1 1.2411e-09 56
## - ADGRL4 1 1.3404e-09 56
## - AQP1 1 1.3418e-09 56
## - AGER 1 1.3620e-09 56
## - ATM 1 1.6233e-09 56
## - ABCA1 1 1.7175e-09 56
## - ALDH3A2 1 1.7916e-09 56
## - ANKRD1 1 1.8667e-09 56
## - ALAS1 1 2.1130e-09 56
## - APOL1 1 2.2091e-09 56
## - ADAMTS1 1 2.3774e-09 56
## - ACVRL1 1 2.9070e-09 56
## - AHR 1 3.0131e-09 56
## - ARRB2 1 3.1295e-09 56
## - AKR1C3 1 3.1739e-09 56
## - ALOX5 1 3.3975e-09 56
## - ARHGDIB 1 4.3956e-09 56
## - AQP2 1 4.9952e-09 56
## - AGT 1 6.2499e-09 56
## <none> 6.3620e-10 58
##
## Step: AIC=56
## Class ~ ABCA1 + ABCC2 + ACTA2 + ACVRL1 + ADAMDEC1 + ADAMTS1 +
## ADGRL4 + AGER + AGT + AHR + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + AOAH + APOL1 + AQP1 +
## AQP2 + AREG + ARG2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - ACTA2 1 9.1700e-10 54
## - ARG2 1 9.5900e-10 54
## - AOAH 1 1.1043e-09 54
## - ANKRD22 1 1.1787e-09 54
## - AREG 1 1.2195e-09 54
## - AIM2 1 1.2470e-09 54
## - AQP1 1 1.3511e-09 54
## - AGER 1 1.3714e-09 54
## - ADGRL4 1 1.5088e-09 54
## - ADAMDEC1 1 1.5204e-09 54
## - ALOX15 1 1.5957e-09 54
## - ABCC2 1 1.7229e-09 54
## - ATM 1 1.8210e-09 54
## - ABCA1 1 1.8343e-09 54
## - ANKRD1 1 1.9204e-09 54
## - ALDH3A2 1 1.9958e-09 54
## - ALAS1 1 2.1969e-09 54
## - APOL1 1 2.2603e-09 54
## - ADAMTS1 1 2.5392e-09 54
## - ACVRL1 1 3.2857e-09 54
## - AKR1C3 1 3.3872e-09 54
## - AHR 1 3.4261e-09 54
## - ALOX5 1 3.7125e-09 54
## - ARRB2 1 3.8625e-09 54
## - ARHGDIB 1 3.8822e-09 54
## - AQP2 1 4.7870e-09 54
## - AGT 1 6.6781e-09 54
## <none> 7.8340e-10 56
##
## Step: AIC=54
## Class ~ ABCA1 + ABCC2 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 +
## AGER + AGT + AHR + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + AOAH + APOL1 + AQP1 + AQP2 + AREG +
## ARG2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - ARG2 1 0.0 52.0
## - ANKRD22 1 0.0 52.0
## - AOAH 1 0.0 52.0
## - AREG 1 0.0 52.0
## - AIM2 1 0.0 52.0
## - AQP1 1 0.0 52.0
## - AGER 1 0.0 52.0
## - ADAMDEC1 1 0.0 52.0
## - ALOX15 1 0.0 52.0
## - ABCC2 1 0.0 52.0
## - ATM 1 0.0 52.0
## - ALDH3A2 1 0.0 52.0
## - ADGRL4 1 0.0 52.0
## - ALAS1 1 0.0 52.0
## - APOL1 1 0.0 52.0
## - ABCA1 1 0.0 52.0
## - ADAMTS1 1 0.0 52.0
## - ANKRD1 1 0.0 52.0
## - AKR1C3 1 0.0 52.0
## - ARRB2 1 0.0 52.0
## - ARHGDIB 1 0.0 52.0
## - ACVRL1 1 0.0 52.0
## - AQP2 1 0.0 52.0
## - AHR 1 0.0 52.0
## - AGT 1 0.0 52.0
## <none> 0.0 54.0
## - ALOX5 1 576.7 628.7
##
## Step: AIC=52
## Class ~ ABCA1 + ABCC2 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 +
## AGER + AGT + AHR + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + AOAH + APOL1 + AQP1 + AQP2 + AREG +
## ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - AOAH 1 0.00 50.00
## - ANKRD22 1 0.00 50.00
## - AREG 1 0.00 50.00
## - AIM2 1 0.00 50.00
## - AGER 1 0.00 50.00
## - ADAMDEC1 1 0.00 50.00
## - AQP1 1 0.00 50.00
## - ATM 1 0.00 50.00
## - ALOX15 1 0.00 50.00
## - ABCC2 1 0.00 50.00
## - ALDH3A2 1 0.00 50.00
## - ADGRL4 1 0.00 50.00
## - ALAS1 1 0.00 50.00
## - APOL1 1 0.00 50.00
## - ABCA1 1 0.00 50.00
## - ANKRD1 1 0.00 50.00
## - ADAMTS1 1 0.00 50.00
## - ARRB2 1 0.00 50.00
## - ARHGDIB 1 0.00 50.00
## - ACVRL1 1 0.00 50.00
## - AQP2 1 0.00 50.00
## - AHR 1 0.00 50.00
## - AKR1C3 1 0.00 50.00
## - AGT 1 0.00 50.00
## <none> 0.00 52.00
## - ALOX5 1 360.44 410.44
##
## Step: AIC=50
## Class ~ ABCA1 + ABCC2 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 +
## AGER + AGT + AHR + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + APOL1 + AQP1 + AQP2 + AREG + ARHGDIB +
## ARRB2 + ATM
##
## Df Deviance AIC
## - ANKRD22 1 0.00 48.00
## - AREG 1 0.00 48.00
## - AIM2 1 0.00 48.00
## - AGER 1 0.00 48.00
## - ALOX15 1 0.00 48.00
## - ATM 1 0.00 48.00
## - AQP1 1 0.00 48.00
## - ABCC2 1 0.00 48.00
## - ADAMDEC1 1 0.00 48.00
## - ADGRL4 1 0.00 48.00
## - APOL1 1 0.00 48.00
## - ABCA1 1 0.00 48.00
## - ADAMTS1 1 0.00 48.00
## - ALAS1 1 0.00 48.00
## - ANKRD1 1 0.00 48.00
## - ALDH3A2 1 0.00 48.00
## - AKR1C3 1 0.00 48.00
## - ARRB2 1 0.00 48.00
## - ARHGDIB 1 0.00 48.00
## - ALOX5 1 0.00 48.00
## - ACVRL1 1 0.00 48.00
## - AHR 1 0.00 48.00
## - AQP2 1 0.00 48.00
## <none> 0.00 50.00
## - AGT 1 23.46 71.46
##
## Step: AIC=48
## Class ~ ABCA1 + ABCC2 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 +
## AGER + AGT + AHR + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + APOL1 + AQP1 + AQP2 + AREG + ARHGDIB + ARRB2 +
## ATM
##
## Df Deviance AIC
## - AREG 1 0.000 46.000
## - AIM2 1 0.000 46.000
## - AGER 1 0.000 46.000
## - AQP1 1 0.000 46.000
## - ALOX15 1 0.000 46.000
## - ATM 1 0.000 46.000
## - ABCC2 1 0.000 46.000
## - ADGRL4 1 0.000 46.000
## - ADAMDEC1 1 0.000 46.000
## - ABCA1 1 0.000 46.000
## - ADAMTS1 1 0.000 46.000
## - APOL1 1 0.000 46.000
## - ALAS1 1 0.000 46.000
## - ALDH3A2 1 0.000 46.000
## - ANKRD1 1 0.000 46.000
## - ARRB2 1 0.000 46.000
## - ARHGDIB 1 0.000 46.000
## - AHR 1 0.000 46.000
## - ACVRL1 1 0.000 46.000
## - ALOX5 1 0.000 46.000
## - AKR1C3 1 0.000 46.000
## - AQP2 1 0.000 46.000
## <none> 0.000 48.000
## - AGT 1 23.566 69.566
##
## Step: AIC=46
## Class ~ ABCA1 + ABCC2 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 +
## AGER + AGT + AHR + AIM2 + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + APOL1 + AQP1 + AQP2 + ARHGDIB + ARRB2 +
## ATM
##
## Df Deviance AIC
## - AIM2 1 0.000 44.00
## - AGER 1 0.000 44.00
## - AQP1 1 0.000 44.00
## - ATM 1 0.000 44.00
## - ALOX15 1 0.000 44.00
## - ABCC2 1 0.000 44.00
## - ADAMDEC1 1 0.000 44.00
## - ABCA1 1 0.000 44.00
## - ADGRL4 1 0.000 44.00
## - ADAMTS1 1 0.000 44.00
## - APOL1 1 0.000 44.00
## - ALAS1 1 0.000 44.00
## - ANKRD1 1 0.000 44.00
## - ARRB2 1 0.000 44.00
## - ALDH3A2 1 0.000 44.00
## - ARHGDIB 1 0.000 44.00
## - AKR1C3 1 0.000 44.00
## - ACVRL1 1 0.000 44.00
## - ALOX5 1 0.000 44.00
## - AQP2 1 0.000 44.00
## <none> 0.000 46.00
## - AGT 1 24.841 68.84
## - AHR 1 288.349 332.35
##
## Step: AIC=44
## Class ~ ABCA1 + ABCC2 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 +
## AGER + AGT + AHR + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 +
## ANKRD1 + APOL1 + AQP1 + AQP2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - AGER 1 0.000 42.000
## - AQP1 1 0.000 42.000
## - ALOX15 1 0.000 42.000
## - ATM 1 0.000 42.000
## - ABCC2 1 0.000 42.000
## - ADAMDEC1 1 0.000 42.000
## - ABCA1 1 0.000 42.000
## - ALAS1 1 0.000 42.000
## - APOL1 1 0.000 42.000
## - ADAMTS1 1 0.000 42.000
## - ADGRL4 1 0.000 42.000
## - ANKRD1 1 0.000 42.000
## - ALDH3A2 1 0.000 42.000
## - ARRB2 1 0.000 42.000
## - ACVRL1 1 0.000 42.000
## - AKR1C3 1 0.000 42.000
## - ARHGDIB 1 0.000 42.000
## - AQP2 1 0.000 42.000
## - ALOX5 1 0.000 42.000
## - AHR 1 0.000 42.000
## <none> 0.000 44.000
## - AGT 1 25.314 67.315
##
## Step: AIC=42
## Class ~ ABCA1 + ABCC2 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 +
## AGT + AHR + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 +
## APOL1 + AQP1 + AQP2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - AQP1 1 0.000 40.000
## - ATM 1 0.000 40.000
## - ABCC2 1 0.000 40.000
## - ALOX15 1 0.000 40.000
## - ADAMDEC1 1 0.000 40.000
## - ABCA1 1 0.000 40.000
## - APOL1 1 0.000 40.000
## - ADAMTS1 1 0.000 40.000
## - ANKRD1 1 0.000 40.000
## - ALAS1 1 0.000 40.000
## - ADGRL4 1 0.000 40.000
## - ALDH3A2 1 0.000 40.000
## - ARRB2 1 0.000 40.000
## - AHR 1 0.000 40.000
## - ALOX5 1 0.000 40.000
## - ARHGDIB 1 0.000 40.000
## <none> 0.000 42.000
## - AQP2 1 16.833 56.833
## - ACVRL1 1 17.208 57.208
## - AGT 1 25.581 65.581
## - AKR1C3 1 31.920 71.920
##
## Step: AIC=40
## Class ~ ABCA1 + ABCC2 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 +
## AGT + AHR + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 +
## APOL1 + AQP2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - ALOX15 1 0.00 38.00
## - ABCC2 1 0.00 38.00
## - ADAMDEC1 1 0.00 38.00
## - APOL1 1 0.00 38.00
## - ATM 1 0.00 38.00
## - ABCA1 1 0.00 38.00
## - ADAMTS1 1 0.00 38.00
## - ALAS1 1 0.00 38.00
## - ANKRD1 1 0.00 38.00
## - ADGRL4 1 0.00 38.00
## - ALDH3A2 1 0.00 38.00
## - ALOX5 1 0.00 38.00
## <none> 0.00 40.00
## - AQP2 1 16.92 54.92
## - ACVRL1 1 17.26 55.26
## - ARHGDIB 1 24.78 62.78
## - AGT 1 26.33 64.33
## - AKR1C3 1 32.80 70.80
## - ARRB2 1 360.44 398.44
## - AHR 1 576.70 614.70
##
## Step: AIC=38
## Class ~ ABCA1 + ABCC2 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 +
## AGT + AHR + AKR1C3 + ALAS1 + ALDH3A2 + ALOX5 + ANKRD1 + APOL1 +
## AQP2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - ABCC2 1 0.00 36.00
## - ADAMDEC1 1 0.00 36.00
## - ADAMTS1 1 0.00 36.00
## - ATM 1 0.00 36.00
## - ABCA1 1 0.00 36.00
## - ADGRL4 1 0.00 36.00
## - APOL1 1 0.00 36.00
## - ALAS1 1 0.00 36.00
## - ANKRD1 1 0.00 36.00
## - ALDH3A2 1 0.00 36.00
## <none> 0.00 38.00
## - ACVRL1 1 17.83 53.83
## - AQP2 1 24.03 60.03
## - ARHGDIB 1 24.79 60.79
## - AGT 1 27.74 63.74
## - AKR1C3 1 33.18 69.18
## - ARRB2 1 288.35 324.35
## - AHR 1 360.44 396.44
## - ALOX5 1 576.70 612.70
##
## Step: AIC=36
## Class ~ ABCA1 + ACVRL1 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGT +
## AHR + AKR1C3 + ALAS1 + ALDH3A2 + ALOX5 + ANKRD1 + APOL1 +
## AQP2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - ADAMDEC1 1 0.000 34.000
## - ABCA1 1 0.000 34.000
## - ATM 1 0.000 34.000
## - ADGRL4 1 0.000 34.000
## - ADAMTS1 1 0.000 34.000
## - ANKRD1 1 0.000 34.000
## - ALDH3A2 1 0.000 34.000
## - ALAS1 1 0.000 34.000
## <none> 0.000 36.000
## - AHR 1 15.000 49.000
## - ARRB2 1 16.122 50.122
## - ACVRL1 1 19.682 53.682
## - AQP2 1 24.467 58.467
## - ALOX5 1 25.176 59.176
## - ARHGDIB 1 26.618 60.618
## - AGT 1 27.775 61.775
## - APOL1 1 28.604 62.604
## - AKR1C3 1 35.679 69.679
##
## Step: AIC=34
## Class ~ ABCA1 + ACVRL1 + ADAMTS1 + ADGRL4 + AGT + AHR + AKR1C3 +
## ALAS1 + ALDH3A2 + ALOX5 + ANKRD1 + APOL1 + AQP2 + ARHGDIB +
## ARRB2 + ATM
##
## Df Deviance AIC
## - ABCA1 1 0.00 32.00
## - ATM 1 0.00 32.00
## - ADAMTS1 1 0.00 32.00
## - ADGRL4 1 0.00 32.00
## - ANKRD1 1 0.00 32.00
## - ALDH3A2 1 0.00 32.00
## <none> 0.00 34.00
## - AHR 1 15.03 47.03
## - ARRB2 1 17.03 49.03
## - ACVRL1 1 19.71 51.71
## - AQP2 1 24.47 56.47
## - ALOX5 1 25.49 57.49
## - ARHGDIB 1 26.62 58.62
## - AGT 1 27.80 59.80
## - APOL1 1 28.97 60.97
## - AKR1C3 1 35.88 67.88
## - ALAS1 1 504.61 536.61
##
## Step: AIC=32
## Class ~ ACVRL1 + ADAMTS1 + ADGRL4 + AGT + AHR + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX5 + ANKRD1 + APOL1 + AQP2 + ARHGDIB + ARRB2 +
## ATM
##
## Df Deviance AIC
## - ANKRD1 1 0.00 30.00
## - ADGRL4 1 0.00 30.00
## - ADAMTS1 1 0.00 30.00
## <none> 0.00 32.00
## - ALAS1 1 14.23 44.23
## - AHR 1 15.11 45.11
## - ALDH3A2 1 19.97 49.97
## - ARRB2 1 20.01 50.01
## - ACVRL1 1 20.69 50.69
## - AQP2 1 24.47 54.47
## - ALOX5 1 25.54 55.54
## - ARHGDIB 1 27.01 57.01
## - AGT 1 28.05 58.05
## - APOL1 1 28.98 58.98
## - AKR1C3 1 35.88 65.88
## - ATM 1 360.44 390.44
##
## Step: AIC=30
## Class ~ ACVRL1 + ADAMTS1 + ADGRL4 + AGT + AHR + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX5 + APOL1 + AQP2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## - ADGRL4 1 0.000 28.000
## - ATM 1 0.000 28.000
## <none> 0.000 30.000
## - ALAS1 1 14.527 42.527
## - AHR 1 16.017 44.017
## - ARRB2 1 20.279 48.279
## - ACVRL1 1 20.773 48.773
## - ADAMTS1 1 21.955 49.955
## - ALDH3A2 1 23.732 51.732
## - AQP2 1 26.984 54.984
## - ARHGDIB 1 27.613 55.613
## - APOL1 1 29.000 57.000
## - ALOX5 1 29.526 57.526
## - AGT 1 31.337 59.337
## - AKR1C3 1 35.883 63.883
##
## Step: AIC=28
## Class ~ ACVRL1 + ADAMTS1 + AGT + AHR + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX5 + APOL1 + AQP2 + ARHGDIB + ARRB2 + ATM
##
## Df Deviance AIC
## <none> 0.00 28.00
## - ALAS1 1 15.23 41.23
## - AHR 1 16.90 42.90
## - ARRB2 1 20.28 46.28
## - ADAMTS1 1 22.26 48.26
## - ALDH3A2 1 25.01 51.01
## - AQP2 1 27.13 53.13
## - ACVRL1 1 27.25 53.25
## - ARHGDIB 1 27.73 53.73
## - APOL1 1 29.01 55.01
## - AGT 1 31.38 57.38
## - ALOX5 1 32.59 58.59
## - AKR1C3 1 35.96 61.96
## - ATM 1 504.61 530.61## Class ~ ACVRL1 + ADAMTS1 + AGT + AHR + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX5 + APOL1 + AQP2 + ARHGDIB + ARRB2 + ATM7.2 Affymetrix
7.2.1 Full model
7.2.2 AIC stepwise model selection
## Start: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA + STK11IP + TBC1D10B + TBP + UBB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA + STK11IP + TBC1D10B + TBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA + STK11IP + TBC1D10B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA + STK11IP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA +
## SDHA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A + PPIA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1 + POLR2A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2 + OAZ1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB + NRDE2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD + GUSB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1 + G6PD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1 + ABCF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70 +
## ZEB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1 + ZAP70
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1 + XBP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A + XAF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF + WNT9A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR + VWF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC + VSIR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA + VEGFC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN +
## VEGFA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1 + VCAN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD + VCAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2 + UMOD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22 + TYK2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1 + TRIM22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1 + TRIB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN + TREM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1 +
## TRDN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6 + TRAT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4 + TRAF6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT + TRAF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53 + TPMT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2 + TP53
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9 + TOX2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8 + TNFSF9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4 +
## TNFSF8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18 + TNFSF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14 + TNFSF18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10 + TNFSF14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9 + TNFSF10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4 + TNFRSF9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B +
## TNFRSF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A + TNFRSF1B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18 + TNFRSF1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17 + TNFRSF18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14 + TNFRSF17
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6 + TNFRSF14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3 +
## TNFAIP6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF + TNFAIP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC + TNF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A + TNC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18 + TMEM178A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1 + TM4SF18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9 + TM4SF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8 +
## TLR9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7 + TLR8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5 + TLR7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4 + TLR5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3 + TLR4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2 + TLR3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP + TLR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1 + TIPARP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT +
## TIMP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS + TIGIT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1 + THEMIS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD + THBS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1 + THBD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2 + TGIF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1 + TGFBR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI +
## TGFBR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2 + TGFBI
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1 + TGFB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC + TGFB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3 + TFRC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK + TFF3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A + TEK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7 + TCL1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21 +
## TCF7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1 + TBX21
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP + TBK1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2 + TAPBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK + TAP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK + TANK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6 + SYK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B + STAT6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A +
## STAT5B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4 + STAT5A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3 + STAT4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1 + STAT3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4 + STAT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC + ST8SIA4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4 + SRC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB +
## SPRY4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140 + SPIB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100 + SP140
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7 + SP100
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST + SOX7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2 + SOST
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3 + SOD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1 + SOCS3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4 +
## SOCS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5 + SMARCA4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4 + SMAD5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3 + SMAD4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2 + SMAD3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI + SMAD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1 + SLPI
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15 +
## SLC4A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2 + SLC25A15
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3 + SLC22A2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3 + SLC19A3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1 + SLC12A3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8 + SLC11A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7 +
## SLAMF8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6 + SLAMF7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA + SLAMF6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI + SLA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG + SKI
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5 + SIRPG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR + SIGLEC5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3 +
## SIGIRR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B + SHROOM3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A + SH2D1B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD + SH2D1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC + SFTPD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB + SFTPC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1 + SFTPB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1 +
## SERTAD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1 + SERPING1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3 + SERPINE1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5 + SERPINA3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A + SERINC5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG + SEMA7A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP +
## SELPLG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL + SELP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE + SELL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1 + SELE
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1 + SDC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1 + SCGB1A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1 + SAMHD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B + S1PR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9 +
## S100B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8 + S100A9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12 + S100A8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA + S100A12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1 + RXRA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4 + RUNX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1 + RTN4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6 +
## RPS6KB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19 + RPS6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC + RPL19
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA + RORC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4 + RORA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149 + ROBO4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU + RNF149
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ + RHOU
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5 +
## RHOJ
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN + RGS5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB + RGN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA + RELB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL + RELA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9 + REL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1 + RASSF9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1 + RASIP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5 +
## RARRES1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3 + RAPGEF5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2 + RAMP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1 + RAG2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C + RAF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR + RAB40C
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3 + PVR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO + PTX3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC +
## PTPRO
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7 + PTPRC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6 + PTPN7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22 + PTPN6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2 + PTPN22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2 + PTPN2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4 + PTGS2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1 +
## PTGER4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2 + PSTPIP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1 + PSME2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9 + PSME1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8 + PSMB9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10 + PSMB8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1 + PSMB10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1 +
## PSEN1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1 + PROX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1 + PRF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA + PRDM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F + PPP3CA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP + PPM1F
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1 + PPBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC +
## POU2AF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2 + PNOC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR + PLK2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU + PLAUR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT + PLAU
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4 + PLAT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A + PLAAT4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1 + PLA1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG +
## PIN1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD + PIK3CG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX + PIK3CD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4 + PHEX
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1 + PF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN + PECAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB + PDPN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA + PDGFRB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2 +
## PDGFA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1 + PDCD1LG2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5 + PDCD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD + PAX5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4 + PALMD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4 + PADI4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR + P2RX4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL + OSMR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1 +
## OASL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB + NR4A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA + NPPB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2 + NPPA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1 + NPHS2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1 + NPHS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4 + NPDC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2 + NOX4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1 +
## NOTCH2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3 + NOTCH1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2 + NOS3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2 + NOS2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1 + NOD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT + NOD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3 + NNMT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5 + NLRP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7 +
## NLRC5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ + NKG7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA + NFKBIZ
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2 + NFKBIA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1 + NFKB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3 + NFKB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2 + NFIL3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1 +
## NFATC2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1 + NFATC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1 + NFAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1 + NCR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2 + NCAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9 + MYOM2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88 + MYL9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC + MYD88
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1 +
## MYC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB + MYBL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2 + MYB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1 + MX2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1 + MX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR + MUC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A + MTOR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A + MT2A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A + MT1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A +
## MS4A6A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2 + MS4A4A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1 + MS4A2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1 + MS4A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B + MRC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2 + MPIG6B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9 + MMRN2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14 + MMP9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12 +
## MMP14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME + MMP12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF + MME
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA + MIF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET + MICA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK + MET
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1 + MERTK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11 + MEOX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C +
## MEGF11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6 + MEF2C
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM + MCM6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP + MCAM
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2 + MBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1 + MASP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8 + MASP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3 + MAPK8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14 +
## MAPK3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13 + MAPK14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12 + MAPK13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11 + MAPK12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1 + MAPK11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL + MAP3K1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF + MALL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1 +
## MAF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96 + LYVE1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF + LY96
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR + LTF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB + LTBR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA + LTB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1 + LTA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32 + LST1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2 + LRRC32
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX +
## LRP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4 + LOX
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2 + LILRB4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1 + LILRB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF + LILRB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6 + LIF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3 + LHX6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1 + LGALS3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR +
## LEF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2 + LDLR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2 + LCP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK + LCN2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN + LCK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3 + LAYN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1 + LAP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1 + LAMP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3 +
## LAIR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8 + LAG3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19 + KRT8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1 + KRT19
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1 + KLRG1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1 + KLRF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1 + KLRD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1 + KLRC1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13 +
## KLRB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4 + KLHL13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2 + KLF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG + KLF2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT + KITLG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR + KIT
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1 + KDR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN + KAAG1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3 + JUN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2 +
## JAK3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1 + JAK2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6 + JAK1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2 + ITGB6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX + ITGB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM + ITGAX
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4 + ITGAM
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20 + ITGA4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15 +
## ISG20
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1 + ISG15
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8 + IRS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7 + IRF8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6 + IRF7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4 + IRF6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1 + IRF4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D + IRF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC +
## INPP5D
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2 + INHBC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1 + IMPDH2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R + IMPDH1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7 + IL7R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST + IL7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R + IL6ST
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6 + IL6R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5 +
## IL6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R + IL5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4 + IL4R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33 + IL4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG + IL33
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB + IL2RG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA + IL2RB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27 + IL2RA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R +
## IL27
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A + IL23R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22 + IL23A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R + IL22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21 + IL21R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2 + IL21
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN + IL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1 + IL1RN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP +
## IL1RL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2 + IL1RAP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1 + IL1R2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B + IL1R1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A + IL1B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP + IL1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP + IL18RAP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18 + IL18BP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC +
## IL18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB + IL17RC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA + IL17RB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F + IL17RA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A + IL17F
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16 + IL17A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15 + IL16
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13 + IL15
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2 +
## IL13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1 + IL12RB2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B + IL12RB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A + IL12B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB + IL12A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA + IL10RB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10 + IL10RA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2 +
## IL10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1 + IKZF2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG + IKZF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB + IKBKG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC + IKBKB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1 + IGKC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1 + IGHA1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1 + IGFL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R +
## IGFBP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R + IGF2R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1 + IGF1R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2 + IGF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1 + IFNGR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG + IFNGR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2 + IFNG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1 +
## IFNAR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3 + IFNAR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2 + IFITM3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1 + IFITM2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1 + IFITM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6 + IFIT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44 + IFI6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30 +
## IFI44
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27 + IFI30
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5 + IFI27
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1 + IER5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS + IDO1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2 + ICOS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1 + ICAM2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2 + ICAM1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1 +
## HYAL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B + HYAL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1 + HSPA12B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1 + HSP90AA1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1 + HSD11B1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A + HPRT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1 + HNF1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2 +
## HMGB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A + HK2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE + HIF1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1 + HFE
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC + HEG1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6 + HDC
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3 + HDAC6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2 + HDAC3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1 +
## HAVCR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK + HAVCR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH + GZMK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB + GZMH
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA + GZMB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY + GZMA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11 + GNLY
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7 + GNG11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15 +
## GEMIN7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5 + GDF15
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4 + GBP5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2 + GBP4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3 + GBP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH + GATA3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN + GAPDH
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1 + FYN
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3 +
## FPR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1 + FOXP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1 + FOXO1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS + FOSL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1 + FOS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3 + FN1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A + FLT3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1 + FKBP1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2 +
## FJX1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2 + FGFBP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2 + FGD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B + FCRL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A + FCGR2B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G + FCGR2A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A + FCER1G
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR +
## FCER1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG + FCAR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS + FASLG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A + FAS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD + FAM30A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3 + FADD
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2 + F3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C + EZH2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1 +
## EVA1C
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG + ERRFI1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO + ERG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1 + EPO
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES + EPAS1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG + EOMES
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3 + ENG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3 + EMP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1 +
## EHD3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR + EGR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1 + EGFR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA + EEF1A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3 + EDA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2 + EBI3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A + DUSP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1 + DNMT3A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1 +
## DNMT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50 + DEFB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12 + DDX50
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6 + DCAF12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5 + CXCR6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4 + CXCR5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3 + CXCR4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9 +
## CXCR3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8 + CXCL9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5 + CXCL8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2 + CXCL5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16 + CXCL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14 + CXCL16
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13 + CXCL14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12 +
## CXCL13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11 + CXCL12
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10 + CXCL11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1 + CXCL10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1 + CX3CR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW + CX3CL1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS + CTSW
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL +
## CTSS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1 + CTSL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4 + CTNNB1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R + CTLA4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3 + CSF3R
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB + CSF3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2 + CSF2RB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1 + CSF2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP +
## CSF1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2 + CRP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP + CRIP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1 + CRHBP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3 + CR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5 + CPA3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4 + COL4A5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3 + COL4A4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1 +
## COL4A3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1 + COL4A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1 + COL3A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1 + COL1A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1 + COL13A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C + CMKLR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4 + CLEC4C
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA +
## CITED4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK + CIITA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10 + CHUK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H + CHCHD10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS + CH25H
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR + CGAS
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI + CFLAR
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH + CFI
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB +
## CFH
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP + CFB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3 + CETP
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A + CEACAM3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5 + CDKN1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13 + CDH5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96 + CDH13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B + CD96
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A +
## CD8B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86 + CD8A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84 + CD86
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83 + CD84
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82 + CD83
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81 + CD82
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80 + CD81
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A + CD80
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74 +
## CD79A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72 + CD74
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70 + CD72
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7 + CD70
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69 + CD7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68 + CD69
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6 + CD68
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59 + CD6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58 + CD59
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55 +
## CD58
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5 + CD55
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48 + CD5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47 + CD48
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46 + CD47
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44 + CD46
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG + CD44
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40 + CD40LG
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4 + CD40
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G +
## CD4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E + CD3G
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D + CD3E
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38 + CD3D
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34 + CD38
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28 + CD34
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276 + CD28
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274 + CD276
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27 +
## CD274
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247 + CD27
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244 + CD247
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24 + CD244
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22 + CD24
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207 + CD22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2 + CD207
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D + CD2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19 +
## CD1D
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163 + CD19
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160 + CD163
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14 + CD160
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7 + CD14
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6 + CCR7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5 + CCR6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4 + CCR5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3 +
## CCR4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2 + CCR3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10 + CCR2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1 + CCR10
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5 + CCR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4 + CCL5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22 + CCL4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21 + CCL22
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20 +
## CCL21
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2 + CCL20
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19 + CCL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18 + CCL19
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13 + CCL18
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1 + CCL13
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8 + CAV1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4 + CASP8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3 +
## CASP4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1 + CASP3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8 + CASP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16 + CARD8
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6 + CARD16
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9 + CALHM6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1 + C9
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5 + C5AR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1 +
## C5
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3 + C3AR1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S + C3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB + C1S
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA + C1QB
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA + C1QA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK + BTLA
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2 + BTK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2 + BTG2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1 +
## BST2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B + BRWD1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A + BMPR1B
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER + BMPR1A
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7 + BMPER
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6 + BMP7
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4 + BMP6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2 + BMP4
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK +
## BMP2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK + BLNK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3 + BLK
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF + BIRC3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6 + BDNF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3 + BCL6
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11 + BCL3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1 + BCL2L11
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1 +
## BCL2L1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2 + BCL2A1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX + BCL2
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3 + BAX
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF + BATF3
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1 + BATF
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1 + BASP1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M + B3GAT1
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL +
## B2M
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3 + AXL
##
##
## Step: AIC=90
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AICDA + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH +
## APOE + APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - AICDA 1 2.6107e-10 88
## - APOL1 1 2.6150e-10 88
## - AOAH 1 2.6205e-10 88
## - ABCC2 1 2.6245e-10 88
## - ARG1 1 2.6263e-10 88
## - ADAMDEC1 1 2.6279e-10 88
## - ADGRL4 1 2.6504e-10 88
## - AKR1C3 1 2.6596e-10 88
## - ADAMTS1 1 2.6641e-10 88
## - APOLD1 1 2.6680e-10 88
## - AQP1 1 2.6711e-10 88
## - ANXA1 1 2.6767e-10 88
## - ACKR1 1 2.6807e-10 88
## - ANKRD22 1 2.6827e-10 88
## - AQP2 1 2.6889e-10 88
## - AHR 1 2.7012e-10 88
## - ALAS1 1 2.7106e-10 88
## - ABCB1 1 2.7152e-10 88
## - ADAM8 1 2.7231e-10 88
## - AIRE 1 2.7340e-10 88
## - ATF3 1 2.7480e-10 88
## - ACVRL1 1 2.7697e-10 88
## - APOE 1 2.7804e-10 88
## - ANKRD1 1 2.7961e-10 88
## - ALOX5 1 2.8150e-10 88
## - ACTA2 1 2.8232e-10 88
## - ABCE1 1 2.8263e-10 88
## - ASB15 1 2.8441e-10 88
## - ARG2 1 2.8447e-10 88
## - ACVR1 1 2.8494e-10 88
## - AIM2 1 2.8863e-10 88
## - ATM 1 2.8874e-10 88
## - AREG 1 2.9008e-10 88
## - ARRB2 1 2.9101e-10 88
## - AGT 1 2.9458e-10 88
## - ALDH3A2 1 2.9681e-10 88
## - ABCA1 1 2.9874e-10 88
## - APOL2 1 3.1757e-10 88
## - AGER 1 3.1875e-10 88
## - AGR2 1 3.2152e-10 88
## - ARHGDIB 1 3.2916e-10 88
## - ALOX15 1 3.6096e-10 88
## - ATXN3 1 3.8891e-10 88
## - AGR3 1 4.3442e-10 88
## <none> 2.6107e-10 90
##
## Step: AIC=88
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AIM2 + AIRE + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH + APOE +
## APOL1 + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 +
## ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - APOL1 1 2.6159e-10 86
## - AOAH 1 2.6221e-10 86
## - ABCC2 1 2.6283e-10 86
## - ADAMDEC1 1 2.6297e-10 86
## - ADGRL4 1 2.6507e-10 86
## - ARG1 1 2.6602e-10 86
## - AKR1C3 1 2.6682e-10 86
## - APOLD1 1 2.6742e-10 86
## - ADAMTS1 1 2.6804e-10 86
## - ANXA1 1 2.6870e-10 86
## - ANKRD22 1 2.6881e-10 86
## - ACKR1 1 2.6982e-10 86
## - AQP1 1 2.7172e-10 86
## - ABCB1 1 2.7181e-10 86
## - ADAM8 1 2.7262e-10 86
## - AHR 1 2.7349e-10 86
## - ATF3 1 2.7873e-10 86
## - ALAS1 1 2.7946e-10 86
## - APOE 1 2.8016e-10 86
## - AQP2 1 2.8022e-10 86
## - ACVRL1 1 2.8136e-10 86
## - ANKRD1 1 2.8232e-10 86
## - AIRE 1 2.8523e-10 86
## - ACVR1 1 2.8594e-10 86
## - ARG2 1 2.8613e-10 86
## - AIM2 1 2.8867e-10 86
## - ALOX5 1 2.8941e-10 86
## - ABCE1 1 2.9008e-10 86
## - AREG 1 2.9297e-10 86
## - ASB15 1 2.9416e-10 86
## - AGT 1 2.9852e-10 86
## - ARRB2 1 3.0016e-10 86
## - ALDH3A2 1 3.0139e-10 86
## - ATM 1 3.0927e-10 86
## - APOL2 1 3.2084e-10 86
## - AGER 1 3.2246e-10 86
## - AGR2 1 3.2496e-10 86
## - ACTA2 1 3.2564e-10 86
## - ABCA1 1 3.3119e-10 86
## - ARHGDIB 1 3.5108e-10 86
## - ALOX15 1 3.7409e-10 86
## - ATXN3 1 3.8935e-10 86
## - AGR3 1 4.8979e-10 86
## <none> 2.6107e-10 88
##
## Step: AIC=86
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AIM2 + AIRE + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + AOAH + APOE +
## APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB +
## ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - AOAH 1 2.6282e-10 84
## - ABCC2 1 2.6309e-10 84
## - ADAMDEC1 1 2.6393e-10 84
## - ADGRL4 1 2.6548e-10 84
## - ARG1 1 2.6716e-10 84
## - ADAMTS1 1 2.6805e-10 84
## - APOLD1 1 2.6852e-10 84
## - ANKRD22 1 2.6877e-10 84
## - AKR1C3 1 2.6935e-10 84
## - ACKR1 1 2.6980e-10 84
## - AQP1 1 2.7177e-10 84
## - ABCB1 1 2.7257e-10 84
## - ANXA1 1 2.7294e-10 84
## - ADAM8 1 2.7432e-10 84
## - AHR 1 2.7584e-10 84
## - ATF3 1 2.7962e-10 84
## - APOE 1 2.8135e-10 84
## - ACVRL1 1 2.8138e-10 84
## - ACVR1 1 2.8668e-10 84
## - AIRE 1 2.8692e-10 84
## - AQP2 1 2.8741e-10 84
## - ARG2 1 2.8765e-10 84
## - ANKRD1 1 2.8838e-10 84
## - ABCE1 1 2.9172e-10 84
## - ALAS1 1 2.9178e-10 84
## - ALOX5 1 2.9357e-10 84
## - ASB15 1 3.0096e-10 84
## - AREG 1 3.0190e-10 84
## - AIM2 1 3.0220e-10 84
## - ALDH3A2 1 3.0251e-10 84
## - ATM 1 3.1089e-10 84
## - ACTA2 1 3.2597e-10 84
## - AGR2 1 3.2603e-10 84
## - AGT 1 3.3046e-10 84
## - APOL2 1 3.3295e-10 84
## - ABCA1 1 3.3414e-10 84
## - AGER 1 3.3652e-10 84
## - ARRB2 1 3.4069e-10 84
## - ALOX15 1 3.7772e-10 84
## - ARHGDIB 1 3.8381e-10 84
## - ATXN3 1 4.2905e-10 84
## - AGR3 1 5.1147e-10 84
## <none> 2.6159e-10 86
##
## Step: AIC=84
## Class ~ ABCA1 + ABCB1 + ABCC2 + ABCE1 + ACKR1 + ACTA2 + ACVR1 +
## ACVRL1 + ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 +
## AGR3 + AGT + AHR + AIM2 + AIRE + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + APOE + APOL2 +
## APOLD1 + AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 +
## ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ABCC2 1 2.6364e-10 82
## - ADAMDEC1 1 2.6429e-10 82
## - ADGRL4 1 2.6633e-10 82
## - ARG1 1 2.6716e-10 82
## - ADAMTS1 1 2.6805e-10 82
## - APOLD1 1 2.6927e-10 82
## - AKR1C3 1 2.6989e-10 82
## - ANKRD22 1 2.7053e-10 82
## - ACKR1 1 2.7193e-10 82
## - ABCB1 1 2.7284e-10 82
## - ANXA1 1 2.7302e-10 82
## - AQP1 1 2.7345e-10 82
## - ADAM8 1 2.7536e-10 82
## - AHR 1 2.8130e-10 82
## - APOE 1 2.8147e-10 82
## - ACVRL1 1 2.8160e-10 82
## - ATF3 1 2.8402e-10 82
## - AQP2 1 2.8797e-10 82
## - ARG2 1 2.8852e-10 82
## - ANKRD1 1 2.9016e-10 82
## - ACVR1 1 2.9117e-10 82
## - ALAS1 1 2.9207e-10 82
## - ABCE1 1 2.9240e-10 82
## - AIRE 1 2.9331e-10 82
## - AREG 1 3.0192e-10 82
## - AIM2 1 3.0362e-10 82
## - ALDH3A2 1 3.0394e-10 82
## - ALOX5 1 3.0445e-10 82
## - ATM 1 3.1293e-10 82
## - ASB15 1 3.1807e-10 82
## - ACTA2 1 3.2688e-10 82
## - APOL2 1 3.3320e-10 82
## - AGR2 1 3.3782e-10 82
## - AGER 1 3.3786e-10 82
## - AGT 1 3.3800e-10 82
## - ARRB2 1 3.4128e-10 82
## - ABCA1 1 3.4598e-10 82
## - ARHGDIB 1 3.8405e-10 82
## - ALOX15 1 4.2208e-10 82
## - ATXN3 1 4.3394e-10 82
## - AGR3 1 5.2245e-10 82
## <none> 2.6282e-10 84
##
## Step: AIC=82
## Class ~ ABCA1 + ABCB1 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 +
## ADAM8 + ADAMDEC1 + ADAMTS1 + ADGRL4 + AGER + AGR2 + AGR3 +
## AGT + AHR + AIM2 + AIRE + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + APOE + APOL2 + APOLD1 +
## AQP1 + AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 + ASB15 +
## ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ADAMDEC1 1 2.6470e-10 80
## - ADGRL4 1 2.6734e-10 80
## - ARG1 1 2.6802e-10 80
## - ADAMTS1 1 2.6876e-10 80
## - APOLD1 1 2.6935e-10 80
## - ANKRD22 1 2.7043e-10 80
## - AKR1C3 1 2.7058e-10 80
## - ACKR1 1 2.7177e-10 80
## - ABCB1 1 2.7308e-10 80
## - ANXA1 1 2.7334e-10 80
## - AQP1 1 2.7363e-10 80
## - ADAM8 1 2.7577e-10 80
## - AHR 1 2.8202e-10 80
## - APOE 1 2.8389e-10 80
## - ATF3 1 2.8399e-10 80
## - ACVRL1 1 2.8659e-10 80
## - ARG2 1 2.9020e-10 80
## - AQP2 1 2.9052e-10 80
## - ACVR1 1 2.9188e-10 80
## - ALAS1 1 2.9275e-10 80
## - AIRE 1 2.9379e-10 80
## - ABCE1 1 2.9858e-10 80
## - AREG 1 3.0204e-10 80
## - AIM2 1 3.0376e-10 80
## - ANKRD1 1 3.0552e-10 80
## - ALOX5 1 3.0861e-10 80
## - ALDH3A2 1 3.1136e-10 80
## - ATM 1 3.1370e-10 80
## - ACTA2 1 3.2707e-10 80
## - APOL2 1 3.3642e-10 80
## - AGER 1 3.3999e-10 80
## - ARRB2 1 3.4143e-10 80
## - AGT 1 3.4562e-10 80
## - ABCA1 1 3.4933e-10 80
## - ASB15 1 3.5293e-10 80
## - AGR2 1 3.6133e-10 80
## - ARHGDIB 1 3.9680e-10 80
## - ALOX15 1 4.4111e-10 80
## - ATXN3 1 4.5861e-10 80
## - AGR3 1 5.5250e-10 80
## <none> 2.6364e-10 82
##
## Step: AIC=80
## Class ~ ABCA1 + ABCB1 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 +
## ADAM8 + ADAMTS1 + ADGRL4 + AGER + AGR2 + AGR3 + AGT + AHR +
## AIM2 + AIRE + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 +
## ANKRD1 + ANKRD22 + ANXA1 + APOE + APOL2 + APOLD1 + AQP1 +
## AQP2 + AREG + ARG1 + ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 +
## ATM + ATXN3
##
## Df Deviance AIC
## - ADGRL4 1 2.6737e-10 78
## - ARG1 1 2.6882e-10 78
## - ADAMTS1 1 2.6914e-10 78
## - AKR1C3 1 2.7269e-10 78
## - ABCB1 1 2.7326e-10 78
## - ACKR1 1 2.7360e-10 78
## - ANXA1 1 2.7374e-10 78
## - APOLD1 1 2.7424e-10 78
## - ADAM8 1 2.7611e-10 78
## - AQP1 1 2.7780e-10 78
## - AHR 1 2.8240e-10 78
## - APOE 1 2.8414e-10 78
## - ANKRD22 1 2.8507e-10 78
## - AQP2 1 2.9208e-10 78
## - ACVR1 1 2.9292e-10 78
## - ALAS1 1 2.9362e-10 78
## - ARG2 1 2.9366e-10 78
## - ATF3 1 2.9901e-10 78
## - ABCE1 1 3.0018e-10 78
## - AIRE 1 3.0214e-10 78
## - AREG 1 3.0402e-10 78
## - ACVRL1 1 3.0448e-10 78
## - ALOX5 1 3.0880e-10 78
## - AIM2 1 3.1378e-10 78
## - ANKRD1 1 3.1683e-10 78
## - ATM 1 3.1817e-10 78
## - ACTA2 1 3.3143e-10 78
## - ALDH3A2 1 3.4019e-10 78
## - AGT 1 3.5104e-10 78
## - ARRB2 1 3.6070e-10 78
## - ASB15 1 3.6103e-10 78
## - APOL2 1 3.7715e-10 78
## - ABCA1 1 3.7744e-10 78
## - AGER 1 3.8944e-10 78
## - ARHGDIB 1 3.9768e-10 78
## - AGR2 1 4.0623e-10 78
## - ALOX15 1 4.6943e-10 78
## - ATXN3 1 4.8539e-10 78
## - AGR3 1 5.6058e-10 78
## <none> 2.6470e-10 80
##
## Step: AIC=78
## Class ~ ABCA1 + ABCB1 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 +
## ADAM8 + ADAMTS1 + AGER + AGR2 + AGR3 + AGT + AHR + AIM2 +
## AIRE + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 +
## ANKRD22 + ANXA1 + APOE + APOL2 + APOLD1 + AQP1 + AQP2 + AREG +
## ARG1 + ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ARG1 1 2.6928e-10 76
## - ADAMTS1 1 2.6959e-10 76
## - ABCB1 1 2.7342e-10 76
## - ANXA1 1 2.7354e-10 76
## - AKR1C3 1 2.7614e-10 76
## - ACKR1 1 2.7680e-10 76
## - AQP1 1 2.7773e-10 76
## - ADAM8 1 2.7940e-10 76
## - APOE 1 2.8580e-10 76
## - APOLD1 1 2.8659e-10 76
## - AHR 1 2.8740e-10 76
## - ALAS1 1 2.9386e-10 76
## - ACVR1 1 2.9428e-10 76
## - ANKRD22 1 2.9614e-10 76
## - ABCE1 1 3.0450e-10 76
## - ACVRL1 1 3.0481e-10 76
## - AREG 1 3.0543e-10 76
## - AIRE 1 3.1108e-10 76
## - AQP2 1 3.1484e-10 76
## - ATF3 1 3.1695e-10 76
## - ATM 1 3.2055e-10 76
## - ARG2 1 3.3028e-10 76
## - ACTA2 1 3.3630e-10 76
## - ANKRD1 1 3.4147e-10 76
## - ALOX5 1 3.4843e-10 76
## - ALDH3A2 1 3.5350e-10 76
## - ASB15 1 3.6584e-10 76
## - AIM2 1 3.7083e-10 76
## - AGT 1 3.8192e-10 76
## - APOL2 1 3.8335e-10 76
## - ABCA1 1 4.0141e-10 76
## - AGR2 1 4.0840e-10 76
## - ARHGDIB 1 4.3207e-10 76
## - ARRB2 1 4.5186e-10 76
## - AGER 1 4.7952e-10 76
## - ALOX15 1 5.3398e-10 76
## - ATXN3 1 5.7640e-10 76
## - AGR3 1 8.6263e-10 76
## <none> 2.6737e-10 78
##
## Step: AIC=76
## Class ~ ABCA1 + ABCB1 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 +
## ADAM8 + ADAMTS1 + AGER + AGR2 + AGR3 + AGT + AHR + AIM2 +
## AIRE + AKR1C3 + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 +
## ANKRD22 + ANXA1 + APOE + APOL2 + APOLD1 + AQP1 + AQP2 + AREG +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ADAMTS1 1 2.6966e-10 74
## - ABCB1 1 2.7430e-10 74
## - ANXA1 1 2.7656e-10 74
## - ADAM8 1 2.7985e-10 74
## - ACKR1 1 2.8491e-10 74
## - AQP1 1 2.8550e-10 74
## - AKR1C3 1 2.8953e-10 74
## - AHR 1 2.9260e-10 74
## - APOLD1 1 2.9293e-10 74
## - APOE 1 2.9455e-10 74
## - ACVR1 1 3.0183e-10 74
## - ANKRD22 1 3.0536e-10 74
## - ACVRL1 1 3.0554e-10 74
## - AREG 1 3.0694e-10 74
## - ABCE1 1 3.1578e-10 74
## - AQP2 1 3.1745e-10 74
## - AIRE 1 3.1950e-10 74
## - ALAS1 1 3.2442e-10 74
## - ATF3 1 3.2601e-10 74
## - ATM 1 3.2928e-10 74
## - ARG2 1 3.4365e-10 74
## - ANKRD1 1 3.4587e-10 74
## - ALDH3A2 1 3.5793e-10 74
## - ALOX5 1 3.6288e-10 74
## - ACTA2 1 3.7077e-10 74
## - ASB15 1 3.8050e-10 74
## - AIM2 1 3.9326e-10 74
## - AGT 1 4.0146e-10 74
## - ABCA1 1 4.0154e-10 74
## - APOL2 1 4.0274e-10 74
## - AGR2 1 4.1122e-10 74
## - ARHGDIB 1 4.4578e-10 74
## - ARRB2 1 4.5482e-10 74
## - AGER 1 4.8181e-10 74
## - ATXN3 1 5.8183e-10 74
## - ALOX15 1 5.9007e-10 74
## - AGR3 1 1.0029e-09 74
## <none> 2.6928e-10 76
##
## Step: AIC=74
## Class ~ ABCA1 + ABCB1 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 +
## ADAM8 + AGER + AGR2 + AGR3 + AGT + AHR + AIM2 + AIRE + AKR1C3 +
## ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 +
## APOE + APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG2 + ARHGDIB +
## ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ABCB1 1 2.7462e-10 72
## - ANXA1 1 2.7672e-10 72
## - ADAM8 1 2.8259e-10 72
## - ACKR1 1 2.8535e-10 72
## - AQP1 1 2.8552e-10 72
## - AKR1C3 1 2.9019e-10 72
## - AHR 1 2.9274e-10 72
## - APOLD1 1 3.0349e-10 72
## - APOE 1 3.0441e-10 72
## - ACVRL1 1 3.0545e-10 72
## - AREG 1 3.0925e-10 72
## - ANKRD22 1 3.0931e-10 72
## - ACVR1 1 3.1412e-10 72
## - AIRE 1 3.1944e-10 72
## - ABCE1 1 3.1980e-10 72
## - AQP2 1 3.2071e-10 72
## - ATF3 1 3.2692e-10 72
## - ATM 1 3.2992e-10 72
## - ALAS1 1 3.3877e-10 72
## - ANKRD1 1 3.4666e-10 72
## - ARG2 1 3.4785e-10 72
## - ALDH3A2 1 3.6238e-10 72
## - ALOX5 1 3.6831e-10 72
## - ACTA2 1 3.7821e-10 72
## - AIM2 1 3.9410e-10 72
## - AGT 1 4.0460e-10 72
## - ABCA1 1 4.3535e-10 72
## - ASB15 1 4.4307e-10 72
## - AGR2 1 4.4466e-10 72
## - APOL2 1 4.7270e-10 72
## - AGER 1 4.9127e-10 72
## - ARRB2 1 4.9497e-10 72
## - ARHGDIB 1 5.2424e-10 72
## - ATXN3 1 5.8102e-10 72
## - ALOX15 1 6.5419e-10 72
## - AGR3 1 1.6128e-09 72
## <none> 2.6966e-10 74
##
## Step: AIC=72
## Class ~ ABCA1 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 + ADAM8 +
## AGER + AGR2 + AGR3 + AGT + AHR + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + ANXA1 + APOE +
## APOL2 + APOLD1 + AQP1 + AQP2 + AREG + ARG2 + ARHGDIB + ARRB2 +
## ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ANXA1 1 2.7887e-10 70
## - ACKR1 1 2.8768e-10 70
## - ADAM8 1 2.8831e-10 70
## - AQP1 1 2.9061e-10 70
## - AHR 1 2.9477e-10 70
## - AKR1C3 1 2.9546e-10 70
## - APOE 1 3.0461e-10 70
## - ANKRD22 1 3.0936e-10 70
## - AREG 1 3.0936e-10 70
## - APOLD1 1 3.1082e-10 70
## - ACVRL1 1 3.1837e-10 70
## - ACVR1 1 3.2091e-10 70
## - AQP2 1 3.2161e-10 70
## - ATF3 1 3.2949e-10 70
## - ABCE1 1 3.3658e-10 70
## - AIRE 1 3.3754e-10 70
## - ATM 1 3.4641e-10 70
## - ANKRD1 1 3.5132e-10 70
## - ALAS1 1 3.5419e-10 70
## - ALDH3A2 1 3.6950e-10 70
## - ARG2 1 3.7020e-10 70
## - ALOX5 1 3.7287e-10 70
## - AIM2 1 3.9536e-10 70
## - ACTA2 1 3.9907e-10 70
## - AGT 1 4.0473e-10 70
## - ABCA1 1 4.4098e-10 70
## - ASB15 1 4.4455e-10 70
## - AGR2 1 4.6071e-10 70
## - APOL2 1 4.8052e-10 70
## - ARRB2 1 5.0010e-10 70
## - AGER 1 5.1047e-10 70
## - ARHGDIB 1 5.2741e-10 70
## - ATXN3 1 6.0878e-10 70
## - ALOX15 1 6.9254e-10 70
## - AGR3 1 1.6210e-09 70
## <none> 2.7462e-10 72
##
## Step: AIC=70
## Class ~ ABCA1 + ABCE1 + ACKR1 + ACTA2 + ACVR1 + ACVRL1 + ADAM8 +
## AGER + AGR2 + AGR3 + AGT + AHR + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + APOE + APOL2 +
## APOLD1 + AQP1 + AQP2 + AREG + ARG2 + ARHGDIB + ARRB2 + ASB15 +
## ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ACKR1 1 2.8800e-10 68
## - ADAM8 1 2.9014e-10 68
## - AQP1 1 2.9100e-10 68
## - AKR1C3 1 2.9904e-10 68
## - APOE 1 3.0492e-10 68
## - AHR 1 3.0989e-10 68
## - APOLD1 1 3.1295e-10 68
## - AREG 1 3.1634e-10 68
## - ACVR1 1 3.2234e-10 68
## - AQP2 1 3.2364e-10 68
## - ACVRL1 1 3.2408e-10 68
## - ANKRD22 1 3.2842e-10 68
## - ATF3 1 3.3975e-10 68
## - AIRE 1 3.4225e-10 68
## - ABCE1 1 3.4342e-10 68
## - ATM 1 3.5376e-10 68
## - ARG2 1 3.7287e-10 68
## - ALAS1 1 3.8098e-10 68
## - ANKRD1 1 3.9934e-10 68
## - ALOX5 1 4.0008e-10 68
## - ALDH3A2 1 4.0390e-10 68
## - AGT 1 4.0943e-10 68
## - ACTA2 1 4.3348e-10 68
## - AIM2 1 4.4900e-10 68
## - ASB15 1 4.7350e-10 68
## - ABCA1 1 4.7531e-10 68
## - APOL2 1 4.9457e-10 68
## - ARRB2 1 5.2812e-10 68
## - AGER 1 5.6105e-10 68
## - AGR2 1 5.6884e-10 68
## - ATXN3 1 6.5202e-10 68
## - ALOX15 1 6.9347e-10 68
## - ARHGDIB 1 7.6629e-10 68
## - AGR3 1 2.3148e-09 68
## <none> 2.7887e-10 70
##
## Step: AIC=68
## Class ~ ABCA1 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + ADAM8 + AGER +
## AGR2 + AGR3 + AGT + AHR + AIM2 + AIRE + AKR1C3 + ALAS1 +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + APOE + APOL2 +
## APOLD1 + AQP1 + AQP2 + AREG + ARG2 + ARHGDIB + ARRB2 + ASB15 +
## ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ADAM8 1 2.9499e-10 66
## - AKR1C3 1 2.9953e-10 66
## - AQP1 1 3.0309e-10 66
## - AHR 1 3.1028e-10 66
## - APOLD1 1 3.1288e-10 66
## - APOE 1 3.1910e-10 66
## - ANKRD22 1 3.2843e-10 66
## - ACVR1 1 3.2847e-10 66
## - AQP2 1 3.3874e-10 66
## - ACVRL1 1 3.4244e-10 66
## - ABCE1 1 3.5136e-10 66
## - ATF3 1 3.5290e-10 66
## - ATM 1 3.5404e-10 66
## - AIRE 1 3.6659e-10 66
## - AREG 1 3.7744e-10 66
## - ALAS1 1 3.8313e-10 66
## - ARG2 1 3.8826e-10 66
## - ALDH3A2 1 4.0908e-10 66
## - ALOX5 1 4.4334e-10 66
## - ACTA2 1 4.4781e-10 66
## - AIM2 1 4.5287e-10 66
## - AGT 1 4.5565e-10 66
## - ANKRD1 1 4.5638e-10 66
## - ASB15 1 4.7586e-10 66
## - APOL2 1 5.1782e-10 66
## - ABCA1 1 5.5075e-10 66
## - AGER 1 5.6855e-10 66
## - ARRB2 1 5.8592e-10 66
## - ATXN3 1 6.5388e-10 66
## - AGR2 1 7.0699e-10 66
## - ALOX15 1 7.4124e-10 66
## - ARHGDIB 1 8.7361e-10 66
## - AGR3 1 2.3210e-09 66
## <none> 2.8800e-10 68
##
## Step: AIC=66
## Class ~ ABCA1 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + AGER + AGR2 +
## AGR3 + AGT + AHR + AIM2 + AIRE + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + APOE + APOL2 + APOLD1 +
## AQP1 + AQP2 + AREG + ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 +
## ATM + ATXN3
##
## Df Deviance AIC
## - AQP1 1 3.064e-10 64
## - AKR1C3 1 3.132e-10 64
## - APOE 1 3.387e-10 64
## - AQP2 1 3.388e-10 64
## - AHR 1 3.474e-10 64
## - ACVR1 1 3.480e-10 64
## - ATM 1 3.541e-10 64
## - ABCE1 1 3.552e-10 64
## - ACVRL1 1 3.559e-10 64
## - AIRE 1 3.692e-10 64
## - ANKRD22 1 3.755e-10 64
## - AREG 1 3.812e-10 64
## - ALAS1 1 3.844e-10 64
## - APOLD1 1 3.862e-10 64
## - ATF3 1 3.972e-10 64
## - ARG2 1 4.058e-10 64
## - ALDH3A2 1 4.149e-10 64
## - ACTA2 1 4.551e-10 64
## - ALOX5 1 4.584e-10 64
## - ANKRD1 1 4.604e-10 64
## - ASB15 1 5.046e-10 64
## - APOL2 1 5.593e-10 64
## - ABCA1 1 6.199e-10 64
## - AGT 1 6.277e-10 64
## - ARRB2 1 6.316e-10 64
## - AIM2 1 6.719e-10 64
## - AGER 1 7.116e-10 64
## - ATXN3 1 7.378e-10 64
## - ALOX15 1 7.453e-10 64
## - AGR2 1 8.793e-10 64
## - ARHGDIB 1 8.873e-10 64
## - AGR3 1 4.515e-09 64
## <none> 2.950e-10 66
##
## Step: AIC=64
## Class ~ ABCA1 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + AGER + AGR2 +
## AGR3 + AGT + AHR + AIM2 + AIRE + AKR1C3 + ALAS1 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + APOE + APOL2 + APOLD1 +
## AQP2 + AREG + ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM +
## ATXN3
##
## Df Deviance AIC
## - AKR1C3 1 3.2370e-10 62
## - AQP2 1 3.3950e-10 62
## - APOE 1 3.4760e-10 62
## - ACVR1 1 3.5130e-10 62
## - ACVRL1 1 3.5690e-10 62
## - ATM 1 3.6270e-10 62
## - AHR 1 3.6280e-10 62
## - ABCE1 1 3.7160e-10 62
## - AREG 1 3.8290e-10 62
## - AIRE 1 3.8470e-10 62
## - APOLD1 1 3.9130e-10 62
## - ALAS1 1 4.0200e-10 62
## - ARG2 1 4.0670e-10 62
## - ANKRD22 1 4.1040e-10 62
## - ALDH3A2 1 4.4350e-10 62
## - ATF3 1 4.4810e-10 62
## - ANKRD1 1 4.6250e-10 62
## - ALOX5 1 4.7260e-10 62
## - ACTA2 1 4.7820e-10 62
## - ASB15 1 5.2070e-10 62
## - APOL2 1 5.6810e-10 62
## - AGT 1 6.7900e-10 62
## - ABCA1 1 7.0270e-10 62
## - ARRB2 1 7.2490e-10 62
## - AIM2 1 7.4050e-10 62
## - ATXN3 1 7.4120e-10 62
## - ALOX15 1 7.5300e-10 62
## - AGER 1 7.7040e-10 62
## - ARHGDIB 1 8.9520e-10 62
## - AGR2 1 9.7910e-10 62
## - AGR3 1 4.7465e-09 62
## <none> 3.0640e-10 64
##
## Step: AIC=62
## Class ~ ABCA1 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + AGER + AGR2 +
## AGR3 + AGT + AHR + AIM2 + AIRE + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + APOE + APOL2 + APOLD1 + AQP2 +
## AREG + ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - AQP2 1 3.5780e-10 60
## - ACVRL1 1 3.6110e-10 60
## - ATM 1 3.6280e-10 60
## - AHR 1 3.6830e-10 60
## - ABCE1 1 3.7360e-10 60
## - APOE 1 3.7780e-10 60
## - ACVR1 1 3.8270e-10 60
## - AIRE 1 3.8630e-10 60
## - APOLD1 1 3.9160e-10 60
## - ALAS1 1 4.0280e-10 60
## - ANKRD22 1 4.1700e-10 60
## - ARG2 1 4.2320e-10 60
## - AREG 1 4.3430e-10 60
## - ATF3 1 4.4920e-10 60
## - ALDH3A2 1 4.5350e-10 60
## - ALOX5 1 4.7610e-10 60
## - ANKRD1 1 5.0290e-10 60
## - ACTA2 1 5.0950e-10 60
## - ASB15 1 5.6560e-10 60
## - APOL2 1 5.7260e-10 60
## - AGT 1 7.0280e-10 60
## - ABCA1 1 7.5760e-10 60
## - AGER 1 7.7480e-10 60
## - ARRB2 1 8.1800e-10 60
## - ATXN3 1 8.4940e-10 60
## - ARHGDIB 1 9.4100e-10 60
## - AIM2 1 9.7420e-10 60
## - AGR2 1 1.0152e-09 60
## - ALOX15 1 1.5903e-09 60
## - AGR3 1 1.1168e-08 60
## <none> 3.2370e-10 62
##
## Step: AIC=60
## Class ~ ABCA1 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + AGER + AGR2 +
## AGR3 + AGT + AHR + AIM2 + AIRE + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + APOE + APOL2 + APOLD1 + AREG +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATM + ATXN3
##
## Df Deviance AIC
## - ATM 1 3.8900e-10 58
## - ABCE1 1 3.9100e-10 58
## - APOE 1 3.9400e-10 58
## - ACVRL1 1 3.9900e-10 58
## - ACVR1 1 4.1000e-10 58
## - ALAS1 1 4.3400e-10 58
## - AHR 1 4.5400e-10 58
## - AIRE 1 4.7000e-10 58
## - ACTA2 1 5.1600e-10 58
## - ANKRD1 1 5.3700e-10 58
## - AREG 1 5.5900e-10 58
## - ALDH3A2 1 5.6700e-10 58
## - ARG2 1 5.7200e-10 58
## - ASB15 1 5.9300e-10 58
## - ALOX5 1 5.9300e-10 58
## - APOL2 1 5.9700e-10 58
## - ANKRD22 1 7.6700e-10 58
## - APOLD1 1 7.7100e-10 58
## - ARRB2 1 8.4900e-10 58
## - AGT 1 8.5000e-10 58
## - ABCA1 1 9.0700e-10 58
## - AGR2 1 1.0260e-09 58
## - AGER 1 1.1200e-09 58
## - ARHGDIB 1 1.1950e-09 58
## - AIM2 1 1.5710e-09 58
## - ALOX15 1 1.6080e-09 58
## - ATF3 1 1.9220e-09 58
## - ATXN3 1 1.9710e-09 58
## - AGR3 1 1.5065e-07 58
## <none> 3.5800e-10 60
##
## Step: AIC=58
## Class ~ ABCA1 + ABCE1 + ACTA2 + ACVR1 + ACVRL1 + AGER + AGR2 +
## AGR3 + AGT + AHR + AIM2 + AIRE + ALAS1 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + APOE + APOL2 + APOLD1 + AREG +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATXN3
##
## Df Deviance AIC
## - ABCE1 1 0.000 56.000
## - APOE 1 0.000 56.000
## - ACVRL1 1 0.000 56.000
## - ACVR1 1 0.000 56.000
## - AIRE 1 0.000 56.000
## - AHR 1 0.000 56.000
## - ALAS1 1 0.000 56.000
## - ACTA2 1 0.000 56.000
## - ANKRD1 1 0.000 56.000
## - ALOX5 1 0.000 56.000
## - AREG 1 0.000 56.000
## - ASB15 1 0.000 56.000
## - APOL2 1 0.000 56.000
## - ALDH3A2 1 0.000 56.000
## - ARG2 1 0.000 56.000
## - ARRB2 1 0.000 56.000
## - APOLD1 1 0.000 56.000
## - ANKRD22 1 0.000 56.000
## - AGT 1 0.000 56.000
## - ABCA1 1 0.000 56.000
## - AGR2 1 0.000 56.000
## - ARHGDIB 1 0.000 56.000
## - AIM2 1 0.000 56.000
## - ALOX15 1 0.000 56.000
## - ATXN3 1 0.000 56.000
## - AGER 1 0.000 56.000
## - ATF3 1 0.000 56.000
## <none> 0.000 58.000
## - AGR3 1 36.831 92.831
##
## Step: AIC=56
## Class ~ ABCA1 + ACTA2 + ACVR1 + ACVRL1 + AGER + AGR2 + AGR3 +
## AGT + AHR + AIM2 + AIRE + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 +
## ANKRD1 + ANKRD22 + APOE + APOL2 + APOLD1 + AREG + ARG2 +
## ARHGDIB + ARRB2 + ASB15 + ATF3 + ATXN3
##
## Df Deviance AIC
## - ACVRL1 1 0.000 54.000
## - APOE 1 0.000 54.000
## - ALAS1 1 0.000 54.000
## - AHR 1 0.000 54.000
## - ACTA2 1 0.000 54.000
## - ACVR1 1 0.000 54.000
## - AIRE 1 0.000 54.000
## - ANKRD1 1 0.000 54.000
## - AREG 1 0.000 54.000
## - ALDH3A2 1 0.000 54.000
## - APOL2 1 0.000 54.000
## - ASB15 1 0.000 54.000
## - ARG2 1 0.000 54.000
## - ALOX5 1 0.000 54.000
## - APOLD1 1 0.000 54.000
## - AGT 1 0.000 54.000
## - AGR2 1 0.000 54.000
## - ANKRD22 1 0.000 54.000
## - ARRB2 1 0.000 54.000
## - AIM2 1 0.000 54.000
## - ABCA1 1 0.000 54.000
## - ARHGDIB 1 0.000 54.000
## - ALOX15 1 0.000 54.000
## - ATXN3 1 0.000 54.000
## - ATF3 1 0.000 54.000
## - AGER 1 0.000 54.000
## <none> 0.000 56.000
## - AGR3 1 41.488 95.488
##
## Step: AIC=54
## Class ~ ABCA1 + ACTA2 + ACVR1 + AGER + AGR2 + AGR3 + AGT + AHR +
## AIM2 + AIRE + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 +
## ANKRD22 + APOE + APOL2 + APOLD1 + AREG + ARG2 + ARHGDIB +
## ARRB2 + ASB15 + ATF3 + ATXN3
##
## Df Deviance AIC
## - APOE 1 0.000 52.000
## - ALAS1 1 0.000 52.000
## - ACVR1 1 0.000 52.000
## - AHR 1 0.000 52.000
## - AIRE 1 0.000 52.000
## - ACTA2 1 0.000 52.000
## - ANKRD1 1 0.000 52.000
## - ARG2 1 0.000 52.000
## - ASB15 1 0.000 52.000
## - APOL2 1 0.000 52.000
## - AREG 1 0.000 52.000
## - ALDH3A2 1 0.000 52.000
## - ALOX5 1 0.000 52.000
## - AGR2 1 0.000 52.000
## - ANKRD22 1 0.000 52.000
## - AGT 1 0.000 52.000
## - ARRB2 1 0.000 52.000
## - APOLD1 1 0.000 52.000
## - ABCA1 1 0.000 52.000
## - AIM2 1 0.000 52.000
## - ALOX15 1 0.000 52.000
## - ARHGDIB 1 0.000 52.000
## - ATXN3 1 0.000 52.000
## - ATF3 1 0.000 52.000
## - AGER 1 0.000 52.000
## <none> 0.000 54.000
## - AGR3 1 41.916 93.916
##
## Step: AIC=52
## Class ~ ABCA1 + ACTA2 + ACVR1 + AGER + AGR2 + AGR3 + AGT + AHR +
## AIM2 + AIRE + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 +
## ANKRD22 + APOL2 + APOLD1 + AREG + ARG2 + ARHGDIB + ARRB2 +
## ASB15 + ATF3 + ATXN3
##
## Df Deviance AIC
## - ACVR1 1 0.000 50.000
## - ALAS1 1 0.000 50.000
## - ACTA2 1 0.000 50.000
## - AHR 1 0.000 50.000
## - AIRE 1 0.000 50.000
## - ANKRD1 1 0.000 50.000
## - ASB15 1 0.000 50.000
## - ARG2 1 0.000 50.000
## - APOL2 1 0.000 50.000
## - ALOX5 1 0.000 50.000
## - ALDH3A2 1 0.000 50.000
## - AREG 1 0.000 50.000
## - AGR2 1 0.000 50.000
## - ANKRD22 1 0.000 50.000
## - ARRB2 1 0.000 50.000
## - AGT 1 0.000 50.000
## - APOLD1 1 0.000 50.000
## - ABCA1 1 0.000 50.000
## - AIM2 1 0.000 50.000
## - ARHGDIB 1 0.000 50.000
## - ALOX15 1 0.000 50.000
## - ATXN3 1 0.000 50.000
## - ATF3 1 0.000 50.000
## - AGER 1 0.000 50.000
## <none> 0.000 52.000
## - AGR3 1 42.132 92.132
##
## Step: AIC=50
## Class ~ ABCA1 + ACTA2 + AGER + AGR2 + AGR3 + AGT + AHR + AIM2 +
## AIRE + ALAS1 + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 +
## APOL2 + APOLD1 + AREG + ARG2 + ARHGDIB + ARRB2 + ASB15 +
## ATF3 + ATXN3
##
## Df Deviance AIC
## - ALAS1 1 0.000 48.000
## - ACTA2 1 0.000 48.000
## - ANKRD1 1 0.000 48.000
## - AIRE 1 0.000 48.000
## - APOL2 1 0.000 48.000
## - ALOX5 1 0.000 48.000
## - ASB15 1 0.000 48.000
## - AREG 1 0.000 48.000
## - AHR 1 0.000 48.000
## - ARG2 1 0.000 48.000
## - ALDH3A2 1 0.000 48.000
## - AGR2 1 0.000 48.000
## - AGT 1 0.000 48.000
## - ARRB2 1 0.000 48.000
## - ANKRD22 1 0.000 48.000
## - APOLD1 1 0.000 48.000
## - ABCA1 1 0.000 48.000
## - ALOX15 1 0.000 48.000
## - ARHGDIB 1 0.000 48.000
## - AIM2 1 0.000 48.000
## - ATXN3 1 0.000 48.000
## - ATF3 1 0.000 48.000
## <none> 0.000 50.000
## - AGER 1 33.334 81.334
## - AGR3 1 43.888 91.888
##
## Step: AIC=48
## Class ~ ABCA1 + ACTA2 + AGER + AGR2 + AGR3 + AGT + AHR + AIM2 +
## AIRE + ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + APOL2 +
## APOLD1 + AREG + ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATXN3
##
## Df Deviance AIC
## - ACTA2 1 0.000 46.000
## - ANKRD1 1 0.000 46.000
## - AIRE 1 0.000 46.000
## - AHR 1 0.000 46.000
## - AREG 1 0.000 46.000
## - APOL2 1 0.000 46.000
## - ALOX5 1 0.000 46.000
## - ASB15 1 0.000 46.000
## - ALDH3A2 1 0.000 46.000
## - AGR2 1 0.000 46.000
## - ARG2 1 0.000 46.000
## - AGT 1 0.000 46.000
## - ARRB2 1 0.000 46.000
## - ANKRD22 1 0.000 46.000
## - ABCA1 1 0.000 46.000
## - APOLD1 1 0.000 46.000
## - ALOX15 1 0.000 46.000
## - AIM2 1 0.000 46.000
## - ATF3 1 0.000 46.000
## - ATXN3 1 0.000 46.000
## - ARHGDIB 1 0.000 46.000
## <none> 0.000 48.000
## - AGER 1 37.220 83.220
## - AGR3 1 43.911 89.911
##
## Step: AIC=46
## Class ~ ABCA1 + AGER + AGR2 + AGR3 + AGT + AHR + AIM2 + AIRE +
## ALDH3A2 + ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + APOL2 + APOLD1 +
## AREG + ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATXN3
##
## Df Deviance AIC
## - AIRE 1 0.00 44.00
## - AHR 1 0.00 44.00
## - APOL2 1 0.00 44.00
## - ANKRD1 1 0.00 44.00
## - ALOX5 1 0.00 44.00
## - ASB15 1 0.00 44.00
## - ALDH3A2 1 0.00 44.00
## - AREG 1 0.00 44.00
## - AGT 1 0.00 44.00
## - ARG2 1 0.00 44.00
## - ARRB2 1 0.00 44.00
## - AGR2 1 0.00 44.00
## - ABCA1 1 0.00 44.00
## - APOLD1 1 0.00 44.00
## - ANKRD22 1 0.00 44.00
## - ALOX15 1 0.00 44.00
## - AIM2 1 0.00 44.00
## - ATF3 1 0.00 44.00
## - ATXN3 1 0.00 44.00
## <none> 0.00 46.00
## - AGER 1 38.64 82.64
## - AGR3 1 46.26 90.26
## - ARHGDIB 1 576.70 620.70
##
## Step: AIC=44
## Class ~ ABCA1 + AGER + AGR2 + AGR3 + AGT + AHR + AIM2 + ALDH3A2 +
## ALOX15 + ALOX5 + ANKRD1 + ANKRD22 + APOL2 + APOLD1 + AREG +
## ARG2 + ARHGDIB + ARRB2 + ASB15 + ATF3 + ATXN3
##
## Df Deviance AIC
## - AHR 1 0.00 42.00
## - ASB15 1 0.00 42.00
## - ANKRD1 1 0.00 42.00
## - APOL2 1 0.00 42.00
## - ALOX5 1 0.00 42.00
## - ALDH3A2 1 0.00 42.00
## - AGT 1 0.00 42.00
## - ARRB2 1 0.00 42.00
## - AGR2 1 0.00 42.00
## - APOLD1 1 0.00 42.00
## - ANKRD22 1 0.00 42.00
## - AREG 1 0.00 42.00
## - ARG2 1 0.00 42.00
## - ALOX15 1 0.00 42.00
## - ABCA1 1 0.00 42.00
## - AIM2 1 0.00 42.00
## - ATF3 1 0.00 42.00
## - ATXN3 1 0.00 42.00
## <none> 0.00 44.00
## - AGER 1 39.86 81.86
## - AGR3 1 47.07 89.07
## - ARHGDIB 1 432.52 474.52
##
## Step: AIC=42
## Class ~ ABCA1 + AGER + AGR2 + AGR3 + AGT + AIM2 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + APOL2 + APOLD1 + AREG + ARG2 +
## ARHGDIB + ARRB2 + ASB15 + ATF3 + ATXN3
##
## Df Deviance AIC
## - ASB15 1 0.000 40.000
## - ANKRD1 1 0.000 40.000
## - AGT 1 0.000 40.000
## - ALOX5 1 0.000 40.000
## - ALDH3A2 1 0.000 40.000
## - AGR2 1 0.000 40.000
## - APOLD1 1 0.000 40.000
## - ARRB2 1 0.000 40.000
## - ANKRD22 1 0.000 40.000
## - APOL2 1 0.000 40.000
## - AREG 1 0.000 40.000
## - ARG2 1 0.000 40.000
## - ALOX15 1 0.000 40.000
## - ABCA1 1 0.000 40.000
## - AIM2 1 0.000 40.000
## - ATXN3 1 0.000 40.000
## - ARHGDIB 1 0.000 40.000
## - ATF3 1 0.000 40.000
## <none> 0.000 42.000
## - AGER 1 40.104 80.104
## - AGR3 1 47.104 87.104
##
## Step: AIC=40
## Class ~ ABCA1 + AGER + AGR2 + AGR3 + AGT + AIM2 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD1 + ANKRD22 + APOL2 + APOLD1 + AREG + ARG2 +
## ARHGDIB + ARRB2 + ATF3 + ATXN3
##
## Df Deviance AIC
## - ANKRD1 1 0.00 38.00
## - ALDH3A2 1 0.00 38.00
## - AGT 1 0.00 38.00
## - AGR2 1 0.00 38.00
## - ARRB2 1 0.00 38.00
## - ALOX5 1 0.00 38.00
## - ANKRD22 1 0.00 38.00
## - AREG 1 0.00 38.00
## - APOL2 1 0.00 38.00
## - APOLD1 1 0.00 38.00
## - ALOX15 1 0.00 38.00
## - ARG2 1 0.00 38.00
## - ATXN3 1 0.00 38.00
## - ATF3 1 0.00 38.00
## <none> 0.00 40.00
## - AIM2 1 19.26 57.26
## - AGER 1 40.91 78.91
## - AGR3 1 47.11 85.11
## - ABCA1 1 360.44 398.44
## - ARHGDIB 1 432.52 470.52
##
## Step: AIC=38
## Class ~ ABCA1 + AGER + AGR2 + AGR3 + AGT + AIM2 + ALDH3A2 + ALOX15 +
## ALOX5 + ANKRD22 + APOL2 + APOLD1 + AREG + ARG2 + ARHGDIB +
## ARRB2 + ATF3 + ATXN3
##
## Df Deviance AIC
## - ALDH3A2 1 0.000 36.000
## - AGR2 1 0.000 36.000
## - ARRB2 1 0.000 36.000
## - ANKRD22 1 0.000 36.000
## - APOL2 1 0.000 36.000
## - AGT 1 0.000 36.000
## - ALOX5 1 0.000 36.000
## - APOLD1 1 0.000 36.000
## - AREG 1 0.000 36.000
## - ARG2 1 0.000 36.000
## - ALOX15 1 0.000 36.000
## - ABCA1 1 0.000 36.000
## <none> 0.000 38.000
## - ARHGDIB 1 19.901 55.901
## - AIM2 1 22.935 58.935
## - ATXN3 1 33.581 69.581
## - ATF3 1 36.557 72.557
## - AGER 1 43.369 79.369
## - AGR3 1 47.723 83.723
##
## Step: AIC=36
## Class ~ ABCA1 + AGER + AGR2 + AGR3 + AGT + AIM2 + ALOX15 + ALOX5 +
## ANKRD22 + APOL2 + APOLD1 + AREG + ARG2 + ARHGDIB + ARRB2 +
## ATF3 + ATXN3
##
## Df Deviance AIC
## - AGR2 1 0.000 34.000
## - ARRB2 1 0.000 34.000
## - ANKRD22 1 0.000 34.000
## - ALOX5 1 0.000 34.000
## - AREG 1 0.000 34.000
## - APOLD1 1 0.000 34.000
## - ALOX15 1 0.000 34.000
## <none> 0.000 36.000
## - ABCA1 1 16.679 50.679
## - AGT 1 18.119 52.119
## - ARHGDIB 1 20.508 54.508
## - ARG2 1 21.344 55.344
## - APOL2 1 21.729 55.729
## - AIM2 1 23.279 57.279
## - ATXN3 1 36.572 70.572
## - ATF3 1 36.580 70.580
## - AGER 1 43.988 77.988
## - AGR3 1 47.775 81.775
##
## Step: AIC=34
## Class ~ ABCA1 + AGER + AGR3 + AGT + AIM2 + ALOX15 + ALOX5 + ANKRD22 +
## APOL2 + APOLD1 + AREG + ARG2 + ARHGDIB + ARRB2 + ATF3 + ATXN3
##
## Df Deviance AIC
## - ARRB2 1 0.000 32.000
## - ANKRD22 1 0.000 32.000
## - ALOX5 1 0.000 32.000
## - AREG 1 0.000 32.000
## <none> 0.000 34.000
## - APOLD1 1 18.347 50.347
## - ABCA1 1 19.084 51.084
## - ARHGDIB 1 20.790 52.790
## - AGT 1 21.359 53.359
## - APOL2 1 21.859 53.859
## - ALOX15 1 23.436 55.436
## - AIM2 1 24.043 56.043
## - ARG2 1 25.126 57.126
## - ATF3 1 37.331 69.331
## - ATXN3 1 38.463 70.463
## - AGER 1 44.250 76.250
## - AGR3 1 49.338 81.338
##
## Step: AIC=32
## Class ~ ABCA1 + AGER + AGR3 + AGT + AIM2 + ALOX15 + ALOX5 + ANKRD22 +
## APOL2 + APOLD1 + AREG + ARG2 + ARHGDIB + ATF3 + ATXN3
##
## Df Deviance AIC
## - ANKRD22 1 0.000 30.000
## - AREG 1 0.000 30.000
## - ALOX5 1 0.000 30.000
## <none> 0.000 32.000
## - APOLD1 1 22.354 52.354
## - ARHGDIB 1 22.570 52.570
## - AGT 1 23.074 53.074
## - AIM2 1 24.201 54.201
## - ABCA1 1 24.996 54.996
## - ALOX15 1 25.500 55.500
## - APOL2 1 25.927 55.927
## - ARG2 1 27.308 57.308
## - ATF3 1 38.082 68.082
## - ATXN3 1 41.537 71.537
## - AGER 1 44.332 74.332
## - AGR3 1 50.240 80.240
##
## Step: AIC=30
## Class ~ ABCA1 + AGER + AGR3 + AGT + AIM2 + ALOX15 + ALOX5 + APOL2 +
## APOLD1 + AREG + ARG2 + ARHGDIB + ATF3 + ATXN3
##
## Df Deviance AIC
## - AREG 1 0.000 28.000
## <none> 0.000 30.000
## - ABCA1 1 25.431 53.431
## - AIM2 1 26.435 54.435
## - ALOX5 1 27.920 55.920
## - ARHGDIB 1 28.813 56.813
## - ARG2 1 29.175 57.175
## - APOLD1 1 29.393 57.393
## - ALOX15 1 31.504 59.504
## - APOL2 1 31.677 59.677
## - AGT 1 33.467 61.467
## - ATF3 1 38.508 66.508
## - ATXN3 1 42.394 70.394
## - AGER 1 44.502 72.502
## - AGR3 1 51.516 79.516
##
## Step: AIC=28
## Class ~ ABCA1 + AGER + AGR3 + AGT + AIM2 + ALOX15 + ALOX5 + APOL2 +
## APOLD1 + ARG2 + ARHGDIB + ATF3 + ATXN3
##
## Df Deviance AIC
## <none> 0.000 28.000
## - ABCA1 1 27.091 53.091
## - ALOX5 1 28.276 54.276
## - ARG2 1 29.389 55.389
## - APOLD1 1 30.348 56.348
## - ARHGDIB 1 31.245 57.245
## - AIM2 1 31.687 57.687
## - ALOX15 1 31.738 57.738
## - APOL2 1 32.506 58.506
## - AGT 1 34.307 60.307
## - ATF3 1 38.614 64.614
## - ATXN3 1 42.394 68.394
## - AGER 1 48.267 74.267
## - AGR3 1 51.668 77.668## Class ~ ABCA1 + AGER + AGR3 + AGT + AIM2 + ALOX15 + ALOX5 + APOL2 +
## APOLD1 + ARG2 + ARHGDIB + ATF3 + ATXN38 Feature Importance with Boruta
8.1 Nanostring
8.2 Affymetrix
