GSE190843-[Hi-C] Transcriptional regulation of CD19 antigen abundance in B-cell malignancy. samples: Nalm6 cell line- guide rna: sgNUDT21

Public on Jul 27, 2022

Recent improvements in relapse/refractory B-cell progenitor acute lymphoblastic leukemia (BCP-ALL) outcome can be attributed, in part, to the emergence of CD19-directed immune-based therapies including chimeric antigen receptor (CAR)-T cell therapy and bi-specific T cell engager (BiTE) therapy. Longitudinal BCP-ALL studies have highlighted individual cases of progressive surface CD19 antigen reduction associated with disease persistence following CAR-T infusion. CD19 genomic deletions and mRNA alternative splicing have been previously shown to confer CAR-T and BiTE resistance, however gene regulatory programs that modulate BCP-ALL CD19 surface antigen abundance remains poorly understood. To address this, we performed genome-wide CRISPR/Cas9 screening to identify positive and negative regulators of surface CD19 abundance in human BCP-ALL as compared to mature B cell neoplasms, chronic lymphocytic leukemia and B cell lymphoma. Here, we show DNA binding protein, ZNF143, occupies the CD19 promoter and transcriptionally regulates CD19 mRNA expression in human B-cell malignancies. Conversely, we show that RNA-binding protein, NUDT21, limits surface CD19 abundance on BCP-ALL. NUDT21 acts to regulate CD19 3’ UTR length and CD19 mRNA stability. NUDT21 mRNA displays high concordance with CD19 mRNA expression in primary healthy and transformed human B cell progenitors. Using primary BCP-ALL patient single cell data, we show that reduction of CD19 mRNA expression following CAR-T therapy coincides with increased NUDT21 mRNA expression. Importantly, NUDT21 ablation sensitizes BCP-ALL to BiTE and CD19 CAR-T killing ex vivo. These findings reveal previously unknown modulators of CD19 antigen abundance that can be applied to therapeutically enhance or determine resistance to CD19-based therapies in B-cell leukemias.

Illumina NovaSeq 6000 (Homo sapiens)

New York University

Witkowski M, Lee S, Wang E, Aifantis I

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## `HiCExperiment` object with 144,525 contacts over 622 regions 
## -------
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## focus: "chr16:9,931,971-13,039,342" 
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##   chrom1  start1    end1
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## 2   chr1 2200000 2210000
## 3   chr1 2920000 2930000
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## Going through preflight checklist...
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## Warning in .local(x, ...): NaNs produced

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## Warning in (function (seqlevels, genome, new_style) : cannot switch some
## GRCh38's seqlevels from NCBI to UCSC style
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## 
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## chr21 chr22  chr3  chr4  chr5  chr6  chr7  chr8  chr9 
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## duplicated or NA names found. Rename all the names by numbers.
## duplicated or NA names found. Rename all the names by numbers.

Here is a list of all annotated paired interacting genomic regions:

##                     frag1_genes                frag2_genes
## 1                     LINC01307                  LINC01307
## 3                       MIR7852                   VAV3-AS1
## 4                         PSRC1                      SORT1
## 5                      CYB561D1                      GPR61
## 6                        EPS8L3                     AHCYL1
## 8                        KCNA10                      KCNA2
## 10                     KRT18P57                  RNU6-151P
## 11                    INKA2-AS1                      INKA2
## 12                    CTTNBP2NL                      MOV10
## 14                        LRIG2                     RLIMP2
## 15                     MTCYBP45                   MTCYBP45
## 18                        MASP2                  LINC01647
## 22                       NEFHP1                    FTH1P22
## 23                       DRAXIN                     AGTRAP
## 25                       RPL6P2                       HAO2
## 26                    LINC00622                      PHGDH
## 27                    RPL23AP89                    MIR4632
## 28                         BCL9                       BCL9
## 29                         ACP6                       GJA8
## 31                        VPS45                    PLEKHO1
## 32                        PRPF3                      RPRD2
## 35                       GABPB2      TNFAIP8L2-SCNM1;SCNM1
## 36                      S100A11                      CCDST
## 38                      PGLYRP4                   RN7SL44P
## 42                        EFNA3                    KRTCAP2
## 43                      DNAJC16                  SCARNA21B
## 44                        SYT11                      RAB25
## 46                       SEMA4A                       PMF1
## 47                         LMNA                      BGLAP
## 49                        ETV3L                       ETV3
## 51                      KIRREL1                  LINC01704
## 53                       TAGLN2                   RPL27AP2
## 54                         PIGM                     KCNJ10
## 55                        IGSF8                  LOC729867
## 56                        HSPB7                     CLCNKB
## 57                       VANGL2                       CD84
## 58                         CD48                        LY9
## 59                       NDUFS2                     RRM2P2
## 62                        LMX1A                 LRRC52-AS1
## 72                      QRSL1P1                   RPL7AP21
## 73                     RPL7AP21                       NME7
## 74                           F5                       SELL
## 76                       PRRC2C                     MYOCOS
## 78                         PIGC                       SUCO
## 81                    PRDX6-AS1                      DARS2
## 84                    ARHGEF10L                  ARHGEF10L
## 85                       MIR488                     BRINP2
## 86                       MIR488                  LINC01645
## 88                      CLEC20A                      TEX35
## 90                     C1orf220                     FAM20B
## 91                        TOR3A                     AXDND1
## 93                         LHX4             LHX4-AS1;ACBD6
## 94                         XPR1               LOC124904687
## 96                          MR1                  LINC01732
## 99                      CACNA1E                     ZNF648
## 101                       RGS16                        NPL
## 102                        DHX9                       DHX9
## 103                       LAMC2                      LAMC2
## 104                     APOBEC4                   COLGALT2
## 105                       EDEM3                      EDEM3
## 106                  RNU6-1240P                        TPR
## 110                LOC100130137                   ZNF101P2
## 114                   RNU6-704P                    CACNA1S
## 116                       TNNI1                      CSRP1
## 119                      SHISA4                   SNORA70H
## 120                     MIR6740                    GPR37L1
## 123                      PPFIA4                     CHI3L1
## 124                       CHIT1                  RNU6-487P
## 125                        FMOD                      PRELP
## 126                        OPTC                    SNORA77
## 128                      TMEM52                   PRKCZ-DT
## 130                       ETNK2                  LINC00628
## 131                    PPP1R15B                    PIK3C2B
## 133                    RNA5SP74                      NFASC
## 134                       NFASC                  RPL13AP11
## 135                   RPL13AP11                      CNTN2
## 139                LOC124900423               LOC124900423
## 142                       RAB29                      RAB7B
## 143                     RPS4XP4                      PINK1
## 144                       IKBKE                      IKBKE
## 145                     RPL22P4                      IKBKE
## 146                    MIR6769B                      EIF2D
## 149                        PIGR                      FCAMR
## 150                       C4BPB                        CR1
## 153                        CD34                     PLXNA2
## 156                       RCOR3                      TRAF5
## 157                      RPS5P4                     ANGEL2
## 162                    RAB3GAP2                     MTARC1
## 165                    NDUFB1P2                       TLR5
## 167                     FAM177B                       TLR5
## 174                      ZBTB40                    MIR6127
## 176                      TMEM78                     NUP133
## 178                LOC107985359                 TRIM67-AS1
## 179                       EXOC8                  LINC00582
## 181                     SIPA1L2                      NTPCR
## 182                LOC124904553                    MIR4671
## 183                    COA6-AS1                     TARBP1
## 184                      TARBP1               LOC124900421
## 185                      TARBP1                  LINC01348
## 186                     MIR4753                    MIR4753
## 192                       CHRM3                  CHRM3-AS1
## 194                         KMO                       EXO1
## 195                        EXO1                       EXO1
## 196                   LINC02800                     NIPAL3
## 197                      CYCSP5                      COX20
## 198                       SRRM1                      SRRM1
## 199                       CLIC4                 RNU6-1208P
## 200                       SRRM1                 RNU6-1208P
## 201                      OR2T12                      OR2M7
## 204                      MAN1C1                    SELENON
## 205                     LDLRAP1                    SELENON
## 206                       STMN1                     PAFAH2
## 207                      PDIK1L                    FAM110D
## 208                     MRPS6P1                     ZNF683
## 209                      SLC9A1                     SLC9A1
## 213                        GPR3                      AHDC1
## 215                   RNU6-949P                     FAM76A
## 216                        EYA3                      PTAFR
## 221                   MATN1-AS1                     LAPTM5
## 222                      ACTRT2                     PRDM16
## 223                       MATN1                       SDC3
## 226                     KHDRBS1                    TMEM39B
## 227                     CCDC28B                      HDAC1
## 229                       RBBP4                    S100PBP
## 231                      TFAP2E                   C1orf216
## 232                      COL8A2                     COL8A2
## 233                       ADPRS                     SH3D21
## 234                       EVA1B                   SNORA63C
## 235                     HSPA5P1                      RRAGC
## 239                    RNA5SP46                       SZT2
## 241                      CCDC24               LOC107984948
## 242                       KLF18               LOC100130714
## 243                        ERI3                    MIR5584
## 246                      HECTD3                  LINC01144
## 247                       MUTYH                      TESK2
## 248                     CCDC163                     AKR1A1
## 251                    RPL21P24                  LINC01738
## 252                   FOXD2-AS1                  LINC01738
## 253                    RPL21P25                      BEND5
## 254                        NRDC                  RN7SL290P
## 255                        TUT4                       TUT4
## 257                     RPL37P7                     LRRC42
## 259                      TMEM61                       BSND
## 261                       AK2P1                      MYSM1
## 264                     ITGB3BP                      UBE2U
## 266                      RAVER2                     RAVER2
## 267                    RNU4-88P                      SGIP1
## 268                  RNU6-1031P                   RNU7-80P
## 272                    NEXN-AS1                      FUBP1
## 278                   LINC01140                       LMO4
## 280                      RPL7P7                    RPL27P3
## 281                     RPL7P11                    MIR6728
## 284                LOC124900443                  RNU6-210P
## 286                       ABCA4               ARHGAP29-AS1
## 287                       SPSB1                   RNA5SP40
## 292                     KAZALD1                     TLX1NB
## 293                    RNU2-59P                   RNU2-59P
## 295                   MIR3158-1                       FGF8
## 296                        FGF8                        OGA
## 297                      ELOVL3                      NFKB2
## 298                       NFKB2                    MFSD13A
## 302                      PDCD11                     CALHM3
## 304                       GSTO2                  CFAP58-DT
## 309                LOC124900297                  RNU6-709P
## 310                  USP6NL-AS1                     ECHDC3
## 311                        EMX2                  LINC02944
## 312                      NANOS1                    SNORA19
## 316                      CHST15                     CHST15
## 324                    FAM171A1                   FAM171A1
## 328                   RNU6-413P                  RNA5SP304
## 331                       BAMBI                  LINC00837
## 332                  RNU6-1067P                   RPL21P93
## 333                  RNU4ATAC6P                      LYZL1
## 334                   RN7SL825P                      KIF5B
## 337                    RASGEF1A                  RNU7-193P
## 345                LOC105378318                       MRLN
## 346                       CCDC6                      CCDC6
## 348                LOC124902439               LOC124902439
## 354                LOC101928994                      TACR2
## 356                        PPA1                     LRRC20
## 357                        PRF1                      PCBD1
## 360                     SLC29A3                  C10orf105
## 363                      CAMK2G                   C10orf55
## 364                       ZMIZ1                      ZMIZ1
## 366                       PLAC9                    RPS12P2
## 367                     TSPAN14                TSPAN14-AS1
## 368                      SH2D4B                     SH2D4B
## 370                       GRID1                    RPL7AP8
## 376                     RPL11P4                  RN7SL644P
## 381                    RPL17P34                       MYOF
## 384                      PDLIM1                   RPS3AP36
## 386                        CCNJ                    NPM1P25
## 387                     RPS2P36                     MIR607
## 388                   SLIT1-AS1                      SLIT1
## 389                       FRAT2                   RPL34P20
## 390                     ZDHHC16                   C10orf62
## 391                       SFRP5                    GOLGA7B
## 392                     GOLGA7B                     CRTAC1
## 393                    SLC25A28                       CUTC
## 398                LOC101928053                  ZBED5-AS1
## 400                         RDX                       FDX1
## 401                     POU2AF3               LOC100132078
## 402                   RN7SKP273                    PPP2R1B
## 403                        SIK2                    PPP2R1B
## 409                       UBE4A                      TTC36
## 410                  RNU6-1157P                       TREH
## 414                  RNU6-1123P                 NECTIN1-DT
## 415                  RNU6-1123P               LOC107984399
## 416                      POU2F3                      TLCD5
## 418                       GRIK4                    ELOCP22
## 425                       OR8B4                      OR8A1
## 426                   LOC403312             STT3A-AS1;FEZ1
## 433                   RPL36AP37                   SNORD14A
## 435                        OTOG                       OTOG
## 436                        OTOG                      KCNC1
## 437                       KCNC1                     SERGEF
## 439                     MIR4486                    MIR4694
## 440                     MIR4486                    MIR4694
## 441                     MIR4486                   NAV2-AS3
## 444                     MIR4686                    TSPAN32
## 446                     MIR4686                      TRPM5
## 451                    CSTF3-DT                      HIPK3
## 453                   LINC02721                       LMO2
## 455                     CAPRIN1                      NAT10
## 460                       PRR5L                      TRAF6
## 464                     CHRNA10                   RNU7-50P
## 465                       NUP98                       RHOG
## 466                        RHOG                       RRM1
## 468                        ALX4                       ALX4
## 469                        ALX4                   RPL7AP79
## 470                        CD82                   CD82-AS1
## 471                    RPL34P22                    TP53I11
## 472                     TP53I11                     PRDM11
## 473                      PRDM11                      SYT13
## 475                         MDK                     AMBRA1
## 476                      HARBI1                     HARBI1
## 477                     MIR5582                    SNORD67
## 479                     MIR3161                    MIR3161
## 481                      LRRC55                      APLNR
## 482                      UBE2L6                    MIR130A
## 483                      ZDHHC5                      MED19
## 485                        DTX4                      MPEG1
## 486                        DTX4                      OR5A2
## 487                     OR10V2P                     MRPL16
## 489                    RN7SL23P                    LRRC10B
## 490                  RNU6-1243P                  LINC02733
## 491                       FADS3                  LINC02733
## 493                LOC124902683                    SLC22A8
## 495                        ZFTA                  RN7SL596P
## 496                       OTUB1                    MACROD1
## 497                     MIR1237                  LINC02724
## 501                    CDC42BPG                       EHD1
## 502                     TMEM262                      POLA2
## 503                       POLA2                   CDC42EP2
## 504                       TIGD3                    MASCRNA
## 505                       SCYL1                      KCNK7
## 506                        CTSW               LOC100420020
## 508                       RBM4B                       RCE1
## 510                    C11orf24                   C11orf24
## 513                LOC100128494                      NUMA1
## 516                    RPS12P20                    STARD10
## 518                        NEU3                      TPBGL
## 520                      KLHL35                      GDPD5
## 525                      B3GNT6                        OMP
## 526                       MYO7A                      MYO7A
## 529                   MIR4300HG                      DDIAS
## 532                         ME3                        ME3
## 533                      SCUBE2                       IPO7
## 535                   RPL23AP65                   SBF2-AS1
## 539                C12orf75-AS1                      NUAK1
## 541                        CRY1               LOC124900324
## 543                        PWP1                  PRDM4-AS1
## 545                        FICD                      SART3
## 546                        ISCU                    TMEM119
## 547                   RNU7-169P                     CORO1C
## 550                      KCTD10                FAM222A-AS1
## 553                   RPS15AP32                    MIR7106
## 555                       RBM19                  RN7SKP216
## 560                       TAOK3                      TAOK3
## 561                        ETV6                    BCL2L14
## 562                       RAB35                       GCN1
## 564                     PLA2G1B                     COX6A1
## 569                   LINC02985                     B3GNT4
## 577                     FAM234B                       EMP1
## 578                     SNORA49                    SNORA49
## 579                  GPRC5D-AS1                       EMP1
## 583                       H4C16                      WBP11
## 589                   RNU6-618P                    ETFBKMT
## 600                     SNORA2A                      CCNT1
## 601                     SPMIP11                   ADCY6-DT
## 602                       DDX23                       WNT1
## 603                      PRKAG1                      KMT2D
## 604                        PRPH                      C1QL4
## 605                      SPATS2                      KCNH3
## 610                        AQP5                      ASIC1
## 611                     SMARCD1                      CERS5
## 613                       SMAGP                      CELA1
## 615                       KRT80                      KRT83
## 617                       ITGB7                      ESPL1
## 619                     ATP5MC2                   CALCOCO1
## 620                       CISTR                  RN7SKP289
## 621                    B4GALNT3               LOC105369595
## 622                       HOXC8                      SMUG1
## 623                       SMUG1                      GPR84
## 625                      TESPA1                    NEUROD4
## 626                       GDF11                      SARNP
## 629                     ATP5F1B                  RN7SL809P
## 630                     HSD17B6                  LOC390332
## 631                      ZBTB39                      MYO1A
## 632                        NACA                      MYO1A
## 633                        LRP1                    MIR1228
## 634                        AVIL                  LOC283387
## 635                        ANO2                   RN7SL69P
## 642                  RXYLT1-AS1                     OOEPP2
## 643                        XPOT                     RASSF3
## 646                        NOP2                   SCARNA11
## 647                     LLPH-DT                       LLPH
## 654                     APOBEC1                      NANOG
## 655                     MIR1252                    MIR1252
## 656                      SLC2A3                   RPS20P28
## 657                       OTOGL                      OTOGL
## 659                   LINC02458                    CENPCP1
## 660                     CENPCP1                    CENPCP1
## 662                       SOCS2                  CRADD-AS1
## 665                LOC100287148                      USP44
## 668                        TPP2                   METTL21C
## 670                    SNORD31B                   SNORD31B
## 672                    MIR548AR                    MIR4502
## 673                      TUBA3C                  ANKRD26P3
## 675                       NUP58                     ELOBP1
## 677                     RASL11A                   RNU6-70P
## 679                    RNU6-73P                       URAD
## 680                   KATNBL1P1                   RNU6-82P
## 681                    RNU6-82P                       FLT1
## 683                    RNU6-82P                       POMP
## 686                        UBL3                  LINC00365
## 687                   LINC00385                    KATNAL1
## 690                       ZAR1L                      ZAR1L
## 693                     RN7SKP2                    RN7SKP2
## 695                       NRAD1                  SMIM2-AS1
## 696                   SMIM2-AS1                      SERP2
## 703                     RPL5P31                   SERPINE3
## 704                       THSD1                      VPS36
## 705                   RN7SL618P                  LINC00558
## 706                     MIR3169                    MIR3169
## 707                    SQSTM1P1                   SQSTM1P1
## 709                       RBM26                  LINC01068
## 710                         DCT                     GPR180
## 711                       ABCC4                    MEMO1P5
## 712                       FTLP8                  FARP1-AS1
## 713                    RNU6-83P                      DOCK9
## 715                      MIR342                      DEGS2
## 718                       WARS1                  LINC00523
## 724                   RNU6-244P                     ANKRD9
## 725                      ANKRD9                      RCOR1
## 726                       RCOR1                  RPL23AP11
## 727                     EXOC3L4                    RPL17P4
## 729                      NUDT14                      PACS2
## 731                        MTA1                    TMEM121
## 734                     SLC39A2                    TMEM253
## 735                   LINC00641                     HNRNPC
## 736                   LINC00641                    SUPT16H
## 739                   LINC02332                      MMP14
## 741                      PABPN1                       IL25
## 742                        NGDN                      THTPA
## 743                      NYNRIN                      KHNYN
## 745                     RPL21P5                     HECTD1
## 746                      RNU6-8               LOC100533787
## 750                      L2HGDH                       ATL1
## 753                      SAMD4A                 RNU6ATAC9P
## 756                     RPL17P2                  LINC02322
## 758                    MIR548H1                       ESR2
## 761                     PLEKHG3                    PLEKHG3
## 762                    RNU2-14P                       FUT8
## 764                        PIGH                  RNA5SP386
## 769                LOC124900353                    RPL7AP6
## 770                     MIR7843                       DPF3
## 772                       LIN52                       VSX2
## 776                        NEK9                       BATF
## 778                     RPL22P2                  LINC02289
## 780                       TMED8                    NOXRED1
## 781                        TDP1                      PSMC1
## 782                   LINC02321                   SNORA11B
## 785                        LGMN                     GOLGA5
## 786                       SYNE3                  SYNE3-AS1
## 796                   LINC02345                     FAM98B
## 798                       FSIP1                     GPR176
## 801                       VPS18                  RN7SL497P
## 810                     MIR1266                      ATOSA
## 812                  HNRNPA3P11                  LINC00926
## 819                        OAZ2                       PIF1
## 820                        CLPX                   SNORA24B
## 821                     RNU5B-1                     IGDCC3
## 822                        RPL4                       LCTL
## 824                       SMASR                  SMAD3-AS1
## 830                    NPTN-IT1                      CD276
## 832                       PPCDC                   C15orf39
## 835                        NRG4               LOC101929439
## 836                  LINGO1-AS1                   CSPG4P13
## 838                       IDH3A                     ACSBG1
## 841                LOC100129540                     MIR184
## 844                       NTRK3                     MRPL46
## 851                   RN7SL736P                      CRTC3
## 858                        SYNM                      TTC23
## 859                    HSP90B2P                     LYSMD4
## 861                   RN7SL493P                  RNU6-633P
## 863                   RNU6-633P                  MTATP6P24
## 866                   LOC400499                      LITAF
## 870                      VPS35L                     GPRC5B
## 872                       TRAF7                    CASKIN1
## 875                  ZKSCAN2-DT                  LINC02191
## 879                        TBX6                     CORO1A
## 880                        FBRS                  RNU6-416P
## 883                   RNU6-845P                  RNU6-845P
## 884                    NUDT16L1                    SEC14L5
## 885                    CYLD-AS1                   CYLD-AS2
## 889                        PLLP                      CCL17
## 891                      ADGRG5                     ADGRG5
## 893                       KIFC3                       USB1
## 895                   RNU6-269P                  RNU6-103P
## 897                    RN7SKP76                   RN7SKP76
## 898                   RNA5SP428                  RNA5SP428
## 899                        PDP2                      CDH16
## 900                        CES3                     B3GNT9
## 910                      PCHILR               LOC107984827
## 917                       NUDT7                      NUDT7
## 919                      ANTKMT                      MSLNL
## 920                     KRT8P22                       WWOX
## 924                      OSGIN1                    SLC38A8
## 925                   RNA5SP433                 ATP2C2-AS1
## 927                      ZDHHC7                     ZDHHC7
## 929                     TMEM114                    METTL22
## 932                      ZNF469                  ZFPM1-AS1
## 933                      ZC3H18                      IL17C
## 942                     SNORD65                    LRRC75A
## 944                   LINC02090                  RNU6-767P
## 945                    RPL13P12                  RNU6-468P
## 951                       USP22                  LINC01563
## 953                     SYPL1P2                    ITM2BP1
## 954                     ITM2BP1                     LGALS9
## 957                       LYRM9                      LYRM9
## 959                      DHRS13               LOC101927018
## 962                       CORO6               LOC124900394
## 963                    RN7SL79P                   RN7SL45P
## 965                    RN7SL79P                      COPRS
## 966                       SUZ12                  RNA5SP437
## 973                       RPL19                      STAC2
## 974                     PPP1R1B                     STARD3
## 975                     PPP1R1B                       GRB7
## 977                        RARA                   RARA-AS1
## 979                         CNP                      KAT2A
## 980                      STAT5A                     CAVIN1
## 986                        ETV4                      MEOX1
## 987                   LINC02594                       SOST
## 988                   LINC01976                        PYY
## 993                     FAM187A                       NMT1
## 994                        GGT6                  RNU6-955P
## 995                        MYL4                    EFCAB13
## 999                     MIR1203                      HOXB8
## 1000                      MED11                  RN7SL784P
## 1001                      TTLL6               LOC124900395
## 1003                    MIR6129                  RPL21P124
## 1005                   NGFR-AS1                       SPOP
## 1007                       TAC4                       DLX3
## 1009                     COL1A1                     TMEM92
## 1010                      RSAD1                    MYCBPAP
## 1013                    MIR8059                    WFIKKN2
## 1015                    GARS1P1               LOC100418888
## 1016                     SMIM36                    TMEM100
## 1021                     MRPS23                      VEZF1
## 1027                   TBX2-AS1                      NACA2
## 1029                     CCDC47                      PSMC5
## 1031                      ICAM2                       ERN1
## 1032                      NLRP1                      AIPL1
## 1033                   RPL31P57                     PECAM1
## 1040                    PITPNC1                  MIR548AA2
## 1042                     SPICP3                     ALOX12
## 1043                   SLC16A11                   RPL7AP64
## 1045                   SLC16A11                      ASGR1
## 1049                      RAB37                       NAT9
## 1050                    TMEM104                     GRIN2C
## 1053                      ARMC7                      SUMO2
## 1055                      LLGL2                     MYO15B
## 1056                     RECQL5                      ITGB4
## 1057                      SMIM5                      GALK1
## 1059                      EXOC7                     UBALD2
## 1060                     QRICH2                    PRPSAP1
## 1062                     MGAT5B                    SEC14L1
## 1064                      CYTH1                      USP36
## 1066                   SCARNA21                     GUCY2D
## 1067                    MIR4730                    RPL31P7
## 1068               LOC101928855                  LOC400627
## 1072                    MIR4525                       TBCD
## 1076                       NTN1                       NTN1
## 1078                  RNA5SP450                       NAPG
## 1080                  RNU7-129P                     SPIRE1
## 1081                      CEP76                      PTPN2
## 1082                      ROCK1                      ROCK1
## 1083                    CABLES1                    TMEM241
## 1084                       NPC1                  RPL23AP77
## 1086                     MYL12B                    GAPLINC
## 1095                       WDR7                       WDR7
## 1102                  RN7SL705P                     PHLPP1
## 1105                    MIR3976                  LINC01387
## 1106                       RTTN                       RTTN
## 1110                 PARD6G-AS1                     PARD6G
## 1112                      TWSG1                      TWSG1
## 1113                  RNA5SP450                  RNA5SP450
## 1117                      AP1M2                    ILF3-DT
## 1118                       ILF3                      QTRT1
## 1119                    MIR4748                   MIR199A1
## 1120                       DNM2                  HIKESHIP2
## 1121                      CARM1                      YIPF2
## 1122                       LDLR                      KANK2
## 1123                      SBNO2                      STK11
## 1124                      BEST2                      RTBDN
## 1127                    FAM174C                     PWWP3A
## 1128                    CACNA1A                      YJU2B
## 1130                     NDUFB7                     ZNF333
## 1132                    MIR6795                      EPHX3
## 1136                     UNC13A                      FCHO1
## 1138                    CCDC124                     ARRDC2
## 1141               LOC102725254                      PDE4C
## 1142                       IQCN                       LSM4
## 1143                     PGPEP1                     LRRC25
## 1144                       IQCN                      SSBP4
## 1145                   TMEM161A         MEF2B;BORCS8-MEF2B
## 1146                      SUGP1                      SUGP1
## 1147                    GATAD2A                      TSSK6
## 1148                     YJEFN3                       GMIP
## 1149                      ADAT3                     IZUMO4
## 1150                      MOB3A                      DOT1L
## 1151                     TIMM13                      LMNB2
## 1155                       POP4                   C19orf12
## 1156                       TLE6                       TLE2
## 1159                     NUDT19                     TDRD12
## 1160                      CEP89                      WDR88
## 1161                    SLC7A10                      CEBPG
## 1162                      CEBPG                     KCTD15
## 1163                     KCTD15                   RPS4XP21
## 1164               LOC105372244                     SMIM24
## 1165                        HPN                      FXYD1
## 1166                  LINC00665                     ZNF566
## 1169                      WDR87                       DPF1
## 1170                       DPF1                   CATSPERG
## 1171                       DPF1                      PSMD8
## 1172                       PAK4                     NCCRP1
## 1173                     FBXO27                       SYCN
## 1176                     CYP2S1                   HNRNPUL1
## 1178                      GRIK5                     POU2F2
## 1179                     CXCL17                  LOC732229
## 1181                      LYPD3                     PHLDB3
## 1182                      ETHE1                      CADM4
## 1183                     CHAF1A                    MIR4746
## 1186                       CBLC                    NECTIN2
## 1187                       APOE                      APOC2
## 1189                    MIR6088                      ERCC1
## 1191                      IGFL4                    IGFL1P2
## 1195                      HIF3A                     PNMA8B
## 1198                      NPAS1                      ZC3H4
## 1199                    MIR3190                       BBC3
## 1200                      C5AR1                      MEIS3
## 1201                      MEIS3                       EHD2
## 1202                       DPP9               LOC124904620
## 1204                      LMTK3                     SPACA4
## 1205                  RNU6-317P                   HSD17B14
## 1206                        HRC                      TRPM4
## 1207               LOC101928295                    SLC17A7
## 1208                    MIR4747                    MIR4747
## 1211                     AKT1S1                       ATF5
## 1212                      NUP62                   SIGLEC16
## 1213                   C19orf81                      GPR32
## 1215                       SYT5                    MIR6802
## 1216                      UBE2S                     SHISA7
## 1218                      TINCR                      TINCR
## 1220                     ZNF606                     ZNF329
## 1222                  RANBP3-DT                  RANBP3-DT
## 1225                     TRIP10                     ADGRE1
## 1226                     RNF126                       PALM
## 1230                      EVI5L                      EVI5L
## 1234                     ZNF561        LOC100505555;ZNF846
## 1235                     KISS1R                      WDR18
## 1239                       RRM2                   SNORA80B
## 1240                  MRPS9-AS1                      GPR45
## 1242                   RPL37P12                   RPL37P12
## 1243                      PDIA6                   FLJ33534
## 1246                      FBLN7                      ZC3H6
## 1251               LOC100506405                    MIR548S
## 1252                     TMEM37                   SCTR-AS1
## 1253                   RPL17P15                      PTPN4
## 1257                    MAP3K19                      UBXN4
## 1261                   MANEALP1                  RN7SKP141
## 1266                       DDX1                       DDX1
## 1268                   RPL7AP22                   PKP4-AS1
## 1273                      STK39                  RNU6-766P
## 1274                RAPGEF4-AS1                  ALDH7A1P2
## 1275                     GPR155                    RNU6-5P
## 1277                      HOXD9                  LINC01116
## 1278                      ITGA4                      ITGA4
## 1279                     ORMDL1                       MSTN
## 1280                      INPP1                      INPP1
## 1282                ANKRD44-AS1                ANKRD44-IT1
## 1285                       TYW5                       SGO2
## 1288                      CDK15                    PSMA2P3
## 1289                  RNU7-113P                       PUM2
## 1290                       RHOB                     HS1BP3
## 1291                       FZD5                  RNU6-360P
## 1298                   RPL7L1P9                    MIR6809
## 1299                   RPL7L1P9                   TNS1-AS1
## 1300                     TMBIM1                    SLC11A1
## 1301                      TTLL4                  RPL23AP31
## 1302                    SLC23A3                      ABCB6
## 1306                    CCDC195                    CCDC195
## 1307                    MIR4439                    MIR4439
## 1308                     COL4A4                     COL4A3
## 1309                       PID1               LOC124906135
## 1310                  RNU6-613P                  RNU6-613P
## 1311                       DNER                  RNU6-613P
## 1316                       NPPC                     MIR562
## 1318                       ALPI                     PRSS56
## 1324                    MIR6811                       PRLH
## 1325                       ERFE                       HES6
## 1328                    DNAJC27                       POMC
## 1329                    DNAJC27                  LINC01381
## 1331                    CIMIP2C                    SLC35F6
## 1332                        KHK                    DNAJC5G
## 1335                    SNORD92                   SNORD53B
## 1336                   TOGARAM2                      CLIP4
## 1339                  RNU6-939P                       QPCT
## 1342                       QPCT                     PIRAT1
## 1346               LOC124907760                  RN7SL414P
## 1352                     BCYRN1                     MIR559
## 1353                   RPL18AP6                   RPL18AP6
## 1354                     KCNK12                   RPL18AP6
## 1358                    C2orf73                     SPTBN1
## 1359                     PAPOLG                   RNA5SP95
## 1360                   USP34-DT                       XPO1
## 1363                  RNU6-100P                  LINC01800
## 1364                  RN7SL211P                  LINC02576
## 1365                      ACTR2                  VTRNA2-2P
## 1368                   RNA5SP96               LOC100421347
## 1371                      CD207               ATP6V1B1-AS1
## 1372               LOC124900538                        SPR
## 1374                      SFXN5                  RAB11FIP5
## 1375                    RPS28P5                     HK2-DT
## 1379                       CAPG                      MAT2A
## 1380                       GGCX                      VAMP5
## 1382                   RN7SKP83                     POLR1A
## 1383                  KIDINS220                  KIDINS220
## 1384                 EIF2AK3-DT                       RPIA
## 1386                    ANKRD39                  RNA5SP101
## 1387                      UNC50                   RNU7-46P
## 1389                       REV1                       REV1
## 1394                  RNA5SP479                       NAPB
## 1395                       NAPB                       CST9
## 1399                      APMAP                      ACSS1
## 1400                       REM1                  LINC00028
## 1402                     COX4I2                     ABALON
## 1405                      LZTS3                     DDRGK1
## 1407               LOC101929698                  C20orf203
## 1408                     EFCAB8                     BPIFB4
## 1409                    BPIFB9P                   CDK5RAP1
## 1411                       E2F1                      PXMP4
## 1412                       AHCY                    DYNLRB1
## 1415                       AAR2                       MYL9
## 1417                    RPS3AP3                   RPS27AP3
## 1424                  RNA5SP484                   RNU2-52P
## 1425                   RNU2-52P                       TOP1
## 1426                    MIR6871                      LPIN3
## 1427                       SMOX                  LINC01433
## 1428                     GTSF1L                  RN7SL443P
## 1429               LOC107985380                  RN7SL443P
## 1430                       JPH2                       JPH2
## 1433                     WFDC12                      RBPJL
## 1434                      WFDC8                RNU6ATAC38P
## 1435                    DNTTIP1                      PCIF1
## 1437                  NRSN2-AS1                    TBC1D20
## 1438                   RPL7AP12                       PRND
## 1439                    SLC2A10                    RPS2P54
## 1440                      PREX1                    ARFGEF2
## 1441                  RNU7-144P                    ARFGEF2
## 1442                       PRNT                    SLC23A2
## 1444                      PTGIS                      PTGIS
## 1445                      PTGIS                    GLYR1P1
## 1447                     UBE2V1                  LINC01275
## 1448                      CEBPB                  RN7SL636P
## 1450                    MIR3194                     NFATC2
## 1451               LOC124900464                       CDS2
## 1453                      BCAS1                      PFDN4
## 1456                      CTCFL                       PCK1
## 1460                    PHACTR3                PHACTR3-AS1
## 1461                   RPL17P48                      PSMA7
## 1462                      ADRM1                   RPS21-DT
## 1465                    SLC17A9                    BHLHE23
## 1467                     DNAJC5                   MIR941-5
## 1468                    FAM110A                     ANGPT4
## 1470                IGHV1OR21-1                IGHV1OR21-1
## 1477                   URB1-AS1             CFAP298-TCP10L
## 1478                     CRYZL1                     CRYZL1
## 1479                  RN7SL740P                      KCNE2
## 1482                       CBR3                      MORC3
## 1487                 ZNF295-AS1                 UMODL1-AS1
## 1488                 UMODL1-AS1                  RNA5SP492
## 1489                 UMODL1-AS1                 RNU6-1149P
## 1496                   RPL34P35                   KRT18P62
## 1498                     TXNRD2                     TRMT2A
## 1499                    CCDC188                      RTN4R
## 1501                  IGLV10-54               LOC100533679
## 1507                        BCR                    FBXW4P1
## 1508               LOC124900476                      IGLL1
## 1509                      SUSD2                    GGTLC4P
## 1513                    MIR6817                  RNA5SP494
## 1514                      SEZ6L                  RNA5SP495
## 1515                       SRRD                       MIAT
## 1520                   RPL36P17                        LIF
## 1521                        OSM                    SEC14L2
## 1525                       PISD                  YWHAH-AS1
## 1526                  RN7SL305P                     SLC5A1
## 1528                    MIR6819                       TXN2
## 1530                      IFT27                     CIMIP4
## 1531                      CYTH4                      ELFN2
## 1537                   RPS19BP1                  TNRC6B-DT
## 1538                      EP300                  RNU6-375P
## 1540                  RNU6-495P                     POLR3H
## 1542                     SREBF2                      CENPM
## 1547               PRR5-ARHGAP8                    ARHGAP8
## 1549                   RPS10P31                      RIBC2
## 1552                  LOC730668                    MIR3619
## 1553                    MIR3619                      GTSE1
## 1554                       TRMU                  LINC02925
## 1555                     GRAMD4                       CERK
## 1556                  LINC01310                  LINC01310
## 1562                     MAPK12                     PPP6R2
## 1563                      CMSS1                    TBC1D23
## 1564                    RPS18P5                    RNY1P12
## 1565                      NXPE3                      ZPLD1
## 1566                    MIR378B                     ATP2B2
## 1567                      MYH15                    RPL13P8
## 1568                  LINC00606                    SLC6A11
## 1569                  LINC00606                     SLC6A1
## 1570                     SLC6A1                 SLC6A1-AS1
## 1573                     CCDC80                    CD200R1
## 1574                   DNAJB1P2                        BOC
## 1577                 IGSF11-AS1                     IGSF11
## 1578                     GOLGB1                     GOLGB1
## 1579                      DTX3L                     PARP14
## 1582                      ROPN1                      KALRN
## 1583                      ROPN1                  RNU6-143P
## 1585                      TIMP4                      TSEN2
## 1586                   RPS26P22                      ITGB5
## 1588                    MIR7976                     PODXL2
## 1589                      ABTB1                      ABTB1
## 1590                   RNU2-37P                  LINC01565
## 1593                  CARMIL2P1                   TMCC1-DT
## 1594                    RPL7P16                       ACP3
## 1596                  LINC02004                      CEP63
## 1597                 HDAC11-AS1                  LINC00620
## 1599                  LINC00620                      WNT7A
## 1603                   COPB2-DT                       RBP1
## 1605                   KRT18P35                  RASA2-IT1
## 1607               LOC100289361               LOC100289361
## 1609                       GYG1                   HLTF-AS1
## 1610                    MED28P2                TM4SF18-AS1
## 1611                      RNF13                      RNF13
## 1614                  RNA5SP145                     P2RY14
## 1618                    MIR16-2               TRIM59-IFT80
## 1619                    SRP14P5                    SRP14P5
## 1620                    SRP14P5                  LINC02067
## 1622                   RNU2-20P                   RNU2-20P
## 1624                    MIR7977                    MIR7977
## 1625                TBL1XR1-AS1                    TBL1XR1
## 1627                      MCCC1                     MCF2L2
## 1628                   TVP23CP3                   TVP23CP3
## 1629                    MIR4448                     RPS3P3
## 1630                     EIF4G1                      CLCN2
## 1631                       CHRD                  LINC01840
## 1632                      EPHB3                  LINC02069
## 1633                       VPS8                 EHHADH-AS1
## 1634                IGF2BP2-AS1                   MIR548AQ
## 1635                   ETV5-AS1                       ETV5
## 1638                       DGKG                      CRYGS
## 1641                  LINC00887                        GP5
## 1644                       LSG1                 XXYLT1-AS1
## 1645                   RPL31P22                RNU6ATAC24P
## 1649                   RNU4-89P                   RNU6-42P
## 1650                    NKIRAS1                  LINC00691
## 1652                    RPSAP11                      CMTM7
## 1653                       CHL1                     RPS8P6
## 1655                      DCLK3                    CBX3P10
## 1656                  LINC01986                   CHL1-AS1
## 1658                      DDTP1                      SCN5A
## 1659                      XIRP1                     CX3CR1
## 1662                   RNU4-78P                      LYZL4
## 1663                     SEC22C                     ZBTB47
## 1666                      CXCR6                       XCR1
## 1667                       XCR1                       CCR5
## 1669                        LTF                  LRRC2-AS1
## 1670                       TMIE                       MYL3
## 1672                    BLVRBP1                     CCDC12
## 1673                       ELP6                    SMARCC1
## 1674                     IMPDH2                     QRICH1
## 1675                     BSN-DT                       APEH
## 1677                      GNAT1                     SEMA3B
## 1679                  RNA5SP131                      HEMK1
## 1680                     RASSF1                      HEMK1
## 1683                     RBM15B                      DCAF1
## 1684                      DCAF1                     TEX264
## 1687                      RPL29                      POC1A
## 1689                       RFT1                      PRKCD
## 1692                      TASOR                ARHGEF3-AS1
## 1695                      RPP14                      ACOX2
## 1699                      SYNPR                    C3orf49
## 1700                  PSMD6-AS2                  PSMD6-AS2
## 1701                      PSMD6                  RNU6-739P
## 1702                  RN7SL482P                      LRIG1
## 1704                      GPR27                  RN7SL271P
## 1705                   U2SURPP1                   U2SURPP1
## 1706                 RNU6-1270P                 RNU6-1270P
## 1707                  RNU6-557P                  RNU7-119P
## 1708                  RN7SKP284                  RN7SKP284
## 1709               LOC124900561               LOC124900561
## 1710                      RAD18                 SRGAP3-AS4
## 1711                       ARL6                     GABRR3
## 1712                  RNU6-462P                  RNU6-462P
## 1714                       BDH2                      CENPE
## 1717                    TUBB8P3                      AP1AR
## 1720                      SPRY1                  LINC01091
## 1727                       MND1                   TMEM131L
## 1730                      PLRG1                       LRAT
## 1733                     FGFBP2                     FGFBP2
## 1735                     TRIM75                      MSMO1
## 1736                     TRIM75                    HADHAP1
## 1737                      SCRG1                      SCRG1
## 1741                      NELFA                      NELFA
## 1744                    IGBP1P5                    IGBP1P5
## 1745                  LINC02501                  LINC02501
## 1748                  RNA5SP158                       TLR1
## 1749                   UGDH-AS1                   RNU7-11P
## 1751                   RNU7-74P                   RNU7-74P
## 1752                  RNA5SP160                      APBB2
## 1753                  RNA5SP160                      APBB2
## 1759                    DCUN1D4                     LRRC66
## 1763                       WFS1                       WFS1
## 1766                       NAAA                  SDAD1-AS1
## 1768                    CFAP299                       BMP3
## 1769                       BMP3                   RNU5A-2P
## 1770                     HNRNPD                    HNRNPDL
## 1774                       PKD2                  RNU6-818P
## 1784                   RNU2-49P                       CDO1
## 1785                      TMED7                      AP3S1
## 1788                    GRAMD2B               LOC124901189
## 1789                      LMNB1                      LMNB1
## 1791                    HSPA8P4                    HSPA8P4
## 1794                  MIR3936HG                       IRF1
## 1795                    SLC22A4                       IRF1
## 1796                       IRF1                  RNA5SP192
## 1799                       SKP1                    RPS13P6
## 1802                        IL9                   VTRNA2-1
## 1804                     MIR874                      KLHL3
## 1810                       NRG2               LOC101929719
## 1813                    PCDHGB6                 DIAPH1-AS1
## 1820                JAKMIP2-AS1                     SPINK1
## 1821                     OTULIN                       ANKH
## 1822                  RNU6-588P                    MIR378A
## 1824                      CSF1R                     SLC6A7
## 1825                     CAMK2A                      TCOF1
## 1826                      RPS14                  NDST1-AS1
## 1827                      SYNPO                      MYOZ3
## 1828                       GPX3                      TNIP1
## 1831                      ATOX1                      ATOX1
## 1832                   FAM114A2                    GALNT10
## 1833                    GALNT10                 SAP30L-AS1
## 1834                     SAP30L                    MIR3141
## 1835                     HAVCR1                     HAVCR1
## 1839                      PTTG1                  MIR3142HG
## 1842                      RARS1                   MIR103B1
## 1844                    C5orf58                     KCNMB1
## 1847                     FBXW11                     FBXW11
## 1848                      STK10                      UBTD2
## 1851               LOC101928093               LOC101928093
## 1852                      DUSP1                     ERGIC1
## 1854                  RNA5SP200                       STC2
## 1855                       BOD1                    C5orf47
## 1860                      CDH12                      CDH12
## 1861               LOC100132524                      BRIX1
## 1863                    RANBP3L                    RANBP3L
## 1864                      NADK2                  RNA5SP181
## 1866                     AIG1P1                     RICTOR
## 1870                      MTREX                       DDX4
## 1871                    ANKRD55                    ANKRD55
## 1872                      GPBP1                      GPBP1
## 1873                      GPBP1               LOC100288510
## 1874                  LINC02101                  LINC02101
## 1875                  LINC02101                  LINC02101
## 1876                    DEPDC1B                     ELOVL7
## 1877                      KIF2A                      KIF2A
## 1878                   MRPL49P1                      CWC27
## 1880                      CD180                      CD180
## 1881                      NSUN2                     TENT4A
## 1882                    SLC30A5                      CENPH
## 1886               LOC101929109                      F2RL1
## 1887                      AP3B1                 SCAMP1-AS1
## 1890                     ACOT12                      SSBP2
## 1894                      PCSK1                       CAST
## 1895                  RNU6-402P                     RPS9P3
## 1903 TBC1D7-LOC100130357;TBC1D7                  RN7SKP204
## 1904                  RNA5SP219                     MAP3K5
## 1912                        IYD                     SSR1P1
## 1913                      ZBTB2                   HSPA8P15
## 1916                       SNX9                       SNX9
## 1917                      SYNJ2                  SYNJ2-IT1
## 1918                      TULP4                    MIR7161
## 1920                     AMZ2P2                  TAGAP-AS1
## 1925                       H1-2                       H4C3
## 1927                       NQO2                 SERPINB8P1
## 1928                  RNA5SP201                  RNA5SP201
## 1929                       BAK1                    MIR3934
## 1930                    MIR1275                       GRM4
## 1934                       DEF6                      FANCE
## 1935                  RPS15AP19                     ARMC12
## 1936                      STK38                      SRSF3
## 1937                    MIR3925                     CDKN1A
## 1938                    MIR3925                    GPR166P
## 1939                      PPIL1                       FGD2
## 1941                       FGD2                       PIM1
## 1943                    CCDC167                      MDGA1
## 1944                      TFGP1                      BTBD9
## 1945                  LINC03066                       IRF4
## 1947                     SAYSD1                     KCNK17
## 1954                  RNU6-890P                     RPL7L1
## 1955                     ZNF318                     POLR1C
## 1958                     ADGRF1                   TNFRSF21
## 1960                       MCM3                      EFHC1
## 1968               LOC100422587               LOC100422587
## 1971                     COX7A2                   RPL26P20
## 1972                 RNU6-1016P                       MYO6
## 1977                      EPHA7                      EPHA7
## 1980                       POP7                SLC12A9-AS1
## 1981                       ACHE                   RN7SKP54
## 1986                    RPL7P32                     DNAJB9
## 1990                  RNU6-517P                      WNT16
## 1991                  RNA5SP241                      WNT16
## 1992                   RNU7-27P                     IMPDH1
## 1996                  LINC03060                    AKR1B10
## 1998                      STRA8                     NUP205
## 2000                    FAM180A                       MTPN
## 2001                    RPL6P19                       DGKI
## 2002                       DGKI                    CREB3L2
## 2004                       UNCX                    MICALL2
## 2005                        PIP                    TAS2R39
## 2006                    CNTNAP2                    CNTNAP2
## 2007                   RNU7-20P                       RNY4
## 2008                 MICALL2-DT                      INTS1
## 2009                      GHET1                      PDIA4
## 2011                       AOC1                       NOS3
## 2012                       NUB1                       NUB1
## 2013                       RHEB                 PRKAG2-AS2
## 2015                      PSMG3                  ELFN1-AS1
## 2017                    MIR4655                    MIR4655
## 2018                   RPL12P10                      HYCC1
## 2019                     MALSU1                  RNU7-143P
## 2020                  LOC442517                      STK31
## 2021                      GSDME                      GSDME
## 2023               LOC124901858               LOC124901604
## 2027                  SNX10-AS1                  LINC02860
## 2029                       INMT                      CRHR2
## 2036                   STARD3NL                   STARD3NL
## 2038                      FOXK1                      AP5Z1
## 2039                       TNS3                  LINC01447
## 2040                       TNS3                 PKD1L1-AS1
## 2041                     PKD1L1                       HUS1
## 2042                     PKD1L1                     ABCA13
## 2044                 RNU6-1091P                        DDC
## 2045                     LANCL2                      VOPP1
## 2047                     MIR589                 RNF216-IT1
## 2048                      USP42                      USP42
## 2050                   RPL31P34                     ZDHHC4
## 2051                     INTS15                     ZNF316
## 2053                       FZD9                 RNU6-1198P
## 2055                    ELN-AS1                      EIF4H
## 2056                       RFC2                   GTF2IRD1
## 2058                       APTR                     TMEM60
## 2059                    EIF4EP4               CACNA2D1-AS1
## 2062                    SRI-AS1                    SRI-AS1
## 2063                    FAM133B                   CDK6-AS1
## 2066                  RN7SL478P                    BHLHA15
## 2069                      MYH16                     ARPC1A
## 2071                     FBXO43                   GAPDHP62
## 2072                 RNU6-1092P                   RNU4-83P
## 2078                    MTND1P5                      RIMS2
## 2080                     ANGPT1                     ANGPT1
## 2083                     DEPTOR                    COL14A1
## 2087               LOC124902081                   HMGB1P19
## 2089               LOC124902105                     ANXA13
## 2093                     WASHC5               LOC105375747
## 2094 LINC00976;CCDC26;LINC00977 LINC00976;CCDC26;LINC00977
## 2097                      HHLA1                      KCNQ3
## 2098                       CCN4                       CCN4
## 2099                         TG                       CCN4
## 2102               LOC101927845                  LINC01591
## 2105                    COL22A1                    COL22A1
## 2108                      KCNK9                      PEG13
## 2110                     CHRAC1                       AGO2
## 2111                    TRAPPC9                       AGO2
## 2113                  RNA5SP278                       PTK2
## 2116                  MIR1302-7                     ADGRB1
## 2119                      RHPN1                       MAFA
## 2123                    SHARPIN                        SCX
## 2127                       PCM1                  ASAH1-AS1
## 2129                        LPL                    RPL30P9
## 2136                      PTK2B                    MIR6842
## 2137                     CHRNA2                        CLU
## 2138                      NUGGC                       PNOC
## 2140                      EXTL3                  EXTL3-AS1
## 2145               LOC124902062               LOC124902062
## 2148                   SNORD38D                   SNORD38D
## 2153                      AP3M2                       DKK4
## 2154                      VDAC3                     CHRNB3
## 2155                     CHRNB3                     CHRNA6
## 2156                     ASNSP4                   MTND6P20
## 2158               LOC124900263                      PLAG1
## 2159                   RPL26P26                     UBXN2B
## 2162                    DNAJC5B                    RRS1-DT
## 2163                     ADHFE1                      MYBL1
## 2164                   NDUFS5P6               LOC105375888
## 2167                      TERF1                     SBSPON
## 2169                 RNU6-1197P                       JPH1
## 2172                      STMN2                     MRPS28
## 2176                 RNU6-1040P               LOC100422614
## 2177                      PSKH2                   WWP1-AS1
## 2180                 RNU6-1209P                  LINC01298
## 2183                  RNU6-914P                  RNU6-748P
## 2184                      DMRT1                 RNU6-1073P
## 2185                     ZNF189                      ALDOB
## 2189                     RAD23B                     RAD23B
## 2191                  RNU6-855P                   RPL32P22
## 2192                     ZNF883                     ZNF883
## 2195                      KIF12                    COL27A1
## 2196                      KIF12                       ORM1
## 2197                       ORM2                       AKNA
## 2200                        GSN                       STOM
## 2204                    MIR4478                      PTGS1
## 2206                       CRB2                     MIR601
## 2208                  RN7SL302P                   MIR181A2
## 2218               LOC105376291               LOC105376291
## 2219                       CRAT                      NTMT1
## 2220                  PRRX2-AS1                   UBE2V1P4
## 2223                       ASS1                     EXOSC2
## 2224                       ABL1                       QRFP
## 2225                       QRFP                      LAMC3
## 2226                  RN7SL328P                  RN7SL328P
## 2227                     PRRT1B                    RAPGEF1
## 2230                     GTF3C5                     RALGDS
## 2231                      SARDH                       VAV2
## 2235                      UBAC1                    TMEM250
## 2237                     SEC16A                  LINC01451
## 2240                      TOR4A                     PNPLA7
## 2242                    SCARNA8                      HAUS6
## 2243                       EQTN                      MOB3B
## 2244                    C9orf72                   CTAGE12P
## 2245                       ACO1                     DFFBP1
## 2246                     NDUFB6                    ASS1P12
## 2247                     DNAJA1                       SMU1
## 2248                       SMU1                     SPINK4
## 2250                  LOC730098                  SPATA31F3
## 2253                      OR2S2                     OR2S1P
## 2255                      RNF38                       MELK
## 2256                       PAX5                     ZCCHC7
## 2258                   SLC25A51                        SHB
## 2260                    CDC37L1                        AK3
## 2263                      KDM4C                   ACTG1P14
## 2264                    PIP5K1B                     PABIR1
## 2269                      H3P32                       PCA3
## 2270                   RNU2-36P               LOC124900285
## 2271               LOC124900285                       CTSL
## 2275                   MIR548AU                   BARX1-DT
## 2276                  LOC643342                  LOC643342
## 2277                      HABP4                     PRXL2C
## 2278                      TMOD1                      TSTD2
## 2280                       NANS                     TBC1D2
## 2281                     TBC1D2                      ANKS6

R version 4.4.1 (2024-06-14) – “Race for Your Life” Copyright (C) 2024 The R Foundation for Statistical Computing Platform: x86_64-pc-linux-gnu

RStudio 2024.04.2+764 “Chocolate Cosmos” Release (e4392fc9ddc21961fd1d0efd47484b43f07a4177, 2024-06-05) for Ubuntu Jammy Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) rstudio/2024.04.2+764 Chrome/120.0.6099.291 Electron/28.3.1 Safari/537.36, Quarto 1.4.555