CS 378 2020: Homework Set 2 Part I
David Sullivan
Due: Tue, Nov 20, 2020 at 11:00pm
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library(cellranger)
# library(rtracklayer)
# library(xtable)
# library(Matrix)
# library(refGenome)
# library(umap-learn)Part I. Single cell RNA-seq
For this exercise, we will be analyzing a single cell RNA-Seq dataset of human peripheral blood mononuclear cells (PBMC) from 10X Genomics (droplet-based) from a healthy donor (Next GEM). The raw data can be found below which is already processed by CellRanger into the expression matrix format.
https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.2/5k_pbmc_v3_nextgem
Please provide code and text answer for each question.
1. Load data: Read the 10X data and create a Seurat (Butler et al., Nature Biotechnology 2018) Object. Please report number of cells, number of genes, and dropout rate.
Then QC genes: We want to filter genes that are detected in very few cells. Let’s keep all genes expressed in >= 10 cells. How do the above summary statistics change after filtering?## Load 10X data and create Seurat Object
# Report the number of cells, number of genes, and dropout rate
# Then QC Genes: filter genes that are detected in very few cells (keep all genes expressed in >= 10 cells) and how do the above summary statistics change after filtering?
## Code that would've been used to use the raw data, but I used filtered data instead
# Raw data
# # Load the PBMC dataset (raw)
# pbmc.data <- Read10X(data.dir = "/Users/davidsullivan/Desktop/School (UT)/Fifth Year Fall 2020 (9)/BME 377T/Homework Set 2/raw_feature_bc_matrix")
# # Dimensions of the data
# dim(pbmc.data)
# "There are 33,538 genes (rows) and 6794880 cells (columns)"
# # Initialize the Seurat object with the raw (non-normalized data).
# pbmc <- CreateSeuratObject(counts = pbmc.data, project = "pbmc5k")
# #pbmc <- CreateSeuratObject(counts = pbmc.data, project = "pbmc5k", min.cells = 3, min.features = 200)
# pbmc
# pbmc@assays$RNA@counts[1:10, 1:10]
# # The [[ operator can add columns to object metadata. This is a great place to stash QC stats
# pbmc[["percent.mt"]] <- PercentageFeatureSet(pbmc, pattern = "^MT-")
#
# # Show QC metrics for the first 5 cells
# head(pbmc@meta.data, 5)
# # Filter genes to keep all genes expressed in >= 10 cells
# pbmc1 <- CreateSeuratObject(
# pbmc.data,
# project = "pbmc5k",
# min.cells = 10,
# names.delim = "\\-")
# pbmc1
# "After only keeping genes expressed in >=10 cells, there are 16,022 genes (rows) and still 5155 cells (columns) "
#
# # The [[ operator can add columns to object metadata. This is a great place to stash QC stats
# pbmc1[["percent.mt"]] <- PercentageFeatureSet(pbmc1, pattern = "^MT-")
#
# pbmc1
# dim(pbmc1)
#
# # Show QC metrics for the first 5 cells
# head(pbmc1@meta.data, 5)
## Filtered data (better)
# Load the PBMC dataset (filtered)
pbmc.dataf <- Read10X(data.dir = "/Users/davidsullivan/Desktop/School (UT)/Fifth Year Fall 2020 (9)/BME 377T/Homework Set 2/Part 1/filtered_feature_bc_matrix")
# Show dimensions of the data
dim(pbmc.dataf)## [1] 33538 5155"There are 33,538 genes (rows) and 5155 cells (columns) initially"## [1] "There are 33,538 genes (rows) and 5155 cells (columns) initially"# Save the number of rows (genes) and number of clumns (cells) as variables
numgenes <- nrow(pbmc.dataf)
numcells <- ncol(pbmc.dataf)
# Load summary data
sumdata <- read.csv("5k_pbmc_v3_nextgem_metrics_summary.csv")
sumdata## Estimated.Number.of.Cells Mean.Reads.per.Cell Median.Genes.per.Cell
## 1 5,155 71,424 2,196
## Number.of.Reads Valid.Barcodes Sequencing.Saturation Q30.Bases.in.Barcode
## 1 368,191,709 97.7% 73.9% 96.4%
## Q30.Bases.in.RNA.Read Q30.Bases.in.Sample.Index Q30.Bases.in.UMI
## 1 95.4% 91.8% 96.5%
## Reads.Mapped.to.Genome Reads.Mapped.Confidently.to.Genome
## 1 97.0% 93.8%
## Reads.Mapped.Confidently.to.Intergenic.Regions
## 1 6.0%
## Reads.Mapped.Confidently.to.Intronic.Regions
## 1 33.6%
## Reads.Mapped.Confidently.to.Exonic.Regions
## 1 54.2%
## Reads.Mapped.Confidently.to.Transcriptome Reads.Mapped.Antisense.to.Gene
## 1 50.9% 1.4%
## Fraction.Reads.in.Cells Total.Genes.Detected Median.UMI.Counts.per.Cell
## 1 92.5% 22,038 7,715"The number of cells shown here matches almost exactly with the summary data, and some of the features included are probably not meant to be genes which is why the numbers for genes are slightly off and don't match up"## [1] "The number of cells shown here matches almost exactly with the summary data, and some of the features included are probably not meant to be genes which is why the numbers for genes are slightly off and don't match up"# Create Seurat Object
pbmcf <- CreateSeuratObject(counts = pbmc.dataf, project = "pbmc5k")
#pbmc <- CreateSeuratObject(counts = pbmc.data, project = "pbmc5k", min.cells = 3, min.features = 200)
pbmcf## An object of class Seurat
## 33538 features across 5155 samples within 1 assay
## Active assay: RNA (33538 features, 0 variable features)# Show dimensions of the data
dim(pbmcf)## [1] 33538 5155"There are 33,538 genes (rows) and 5155 cells (columns) initially"## [1] "There are 33,538 genes (rows) and 5155 cells (columns) initially"# Show the first 10 rows and columns of the counts sparse matrix in the Seurat object
pbmcf@assays$RNA@counts[1:10, 1:10]## 10 x 10 sparse Matrix of class "dgCMatrix"## [[ suppressing 10 column names 'AAACCCAAGACAGCTG-1', 'AAACCCAAGTTAACGA-1', 'AAACCCACAGTCGCAC-1' ... ]]##
## MIR1302-2HG . . . . . . . . . .
## FAM138A . . . . . . . . . .
## OR4F5 . . . . . . . . . .
## AL627309.1 . . . . . . . . . .
## AL627309.3 . . . . . . . . . .
## AL627309.2 . . . . . . . . . .
## AL627309.4 . . . . . . . . . .
## AL732372.1 . . . . . . . . . .
## OR4F29 . . . . . . . . . .
## AC114498.1 . . . . . . . . . .# Calculate dropout rate
# Find number of zeros in each column in the sparse count matrix
pbmcfdrop <- colZeros(pbmcf@assays$RNA@counts)
# Add the sum of number of zeros in each column to get the total number of zeros in the sparse count matrix
dropzeros <- sum(pbmcfdrop)
# Calculate dropout rate by dividing total number of zeros in the sparse count matrix by the product of the number of genes and number of cells
droprate <- dropzeros/(numgenes * numcells)
"The dropout rate is:"## [1] "The dropout rate is:"droprate## [1] 0.9342126# Standard Pre-Processing Workflow - QC and Selecting Cells for Further Analysis
# Use the [[ operator to add columns to object metadata to store QC stats
# Calculate mitochondrial rate
pbmcf[["percent.mt"]] <- PercentageFeatureSet(pbmcf, pattern = "^MT-")
# Show QC metrics for the first 5 cells
head(pbmcf@meta.data, 5)## orig.ident nCount_RNA nFeature_RNA percent.mt
## AAACCCAAGACAGCTG-1 pbmc5k 8385 2551 9.147287
## AAACCCAAGTTAACGA-1 pbmc5k 11768 3017 6.296737
## AAACCCACAGTCGCAC-1 pbmc5k 6948 2034 5.569948
## AAACCCAGTAGCTTGT-1 pbmc5k 9354 2193 7.750695
## AAACCCATCTGCCCTA-1 pbmc5k 8973 2632 7.778892## Filter genes to keep all genes expressed in >= 10 cells
# Create Seurat Object
pbmcf1 <- CreateSeuratObject(
pbmc.dataf,
project = "pbmc5k",
min.cells = 10,
names.delim = "\\-")
pbmcf1## An object of class Seurat
## 16022 features across 5155 samples within 1 assay
## Active assay: RNA (16022 features, 0 variable features)# Show dimensions of the data
dim(pbmcf1)## [1] 16022 5155"There are still 33,538 genes (rows) and 5155 cells (columns) after filtering to keep all genes expressed in >= 10 cells"## [1] "There are still 33,538 genes (rows) and 5155 cells (columns) after filtering to keep all genes expressed in >= 10 cells"# Use the [[ operator to add columns to object metadata to store QC stats
# Calculate mitochondrial rate
pbmcf1[["percent.mt"]] <- PercentageFeatureSet(pbmcf1, pattern = "^MT-")
# Show QC metrics for the first 5 cells
head(pbmcf1@meta.data, 5)## orig.ident nCount_RNA nFeature_RNA percent.mt
## AAACCCAAGACAGCTG-1 pbmc5k 8381 2547 9.151653
## AAACCCAAGTTAACGA-1 pbmc5k 11767 3016 6.297272
## AAACCCACAGTCGCAC-1 pbmc5k 6944 2030 5.573157
## AAACCCAGTAGCTTGT-1 pbmc5k 9350 2189 7.754011
## AAACCCATCTGCCCTA-1 pbmc5k 8965 2625 7.785834# Calculate the new dropout rate
# Find number of zeros in each column in the sparse count matrix of the filtered data
pbmcfdrop1 <- colZeros(pbmcf1@assays$RNA@counts)
# Add the sum of number of zeros in each column to get the total number of zeros in the sparse count matrix of the filtered data
dropzeros1 <- sum(pbmcfdrop1)
# Calculate dropout rate by dividing total number of zeros in the sparse count matrix of the filtered data by the product of the number of genes and number of cells
droprate1 <- dropzeros1/(numgenes * numcells)
"The new dropout rate after filtering to keep all genes expressed in >= 10 cells is:"## [1] "The new dropout rate after filtering to keep all genes expressed in >= 10 cells is:"droprate1## [1] 0.41205442. QC cells: Next we will filter cells with high proportion of mitochondrial reads (potential dead cells) or outlier number of genes (potential poor sample preparations). What proportion of the counts from your filtered dataset map to mitochondrial genes? Remove those cells with high mitochondrial rate (> 5%). Outlier cells with extremely high or low gene coverage should be removed, and the cutoff depends on the scRNA-seq technology and the distribution of each dataset. What is the distribution of the number of genes and UMIs in your dataset? Let’s filter cells with > 1 stdev of covered genes from the average. Keep the remaining cells for downstream analysis.
## Filter cells with high proportion of mitochondrials reads (potential dead cells) or outlier number of genes (potential poor sample preparations)
# What proportion of the counts from your filtered dataset map to mitochondrial genes? Remove those cells with high mitochondrial rate (> 5%)
# Outlier cells with extremely high or low gene coverage should be removed, and the cutoff depends on the scRNA-seq technology and the distribution of each dataset
# What is the distribution of the number of genes and UMIs in your dataset?
# Let’s filter cells with > 1 stdev of covered genes from the average
# Keep the remaining cells for downstream analysis.
## Filter cells with high proportion of mitochondrial reads or outlier number of genes
# Calculate percentage of counts from filtered dataset that map to mitochondiral genes
# Already added percent.mt (mitochondrial percentage to data set)
# Calculate Counts per cell, counts per gene, genes per cell, and cells per gene for reference and visualization purposes
counts_per_cell <- Matrix::colSums(pbmc.dataf)
counts_per_gene <- Matrix::rowSums(pbmc.dataf)
genes_per_cell <- Matrix::colSums(pbmc.dataf>0) # count gene only if it has non-zero reads mapped.
cells_per_gene <- Matrix::rowSums(pbmc.dataf>0) # only count cells where the gene is expressed
# Plots of these calculations
hist(log10(counts_per_cell+1),main='counts per cell',col='wheat')
hist(log10(genes_per_cell+1), main='genes per cell', col='wheat')
plot(counts_per_cell, genes_per_cell, log='xy', col='wheat')
title('counts vs genes per cell')
plot(counts_per_gene, cells_per_gene, log='xy', col='wheat')## Warning in xy.coords(x, y, xlabel, ylabel, log): 11500 x values <= 0 omitted
## from logarithmic plot## Warning in xy.coords(x, y, xlabel, ylabel, log): 11500 y values <= 0 omitted
## from logarithmic plottitle('counts vs cells per gene')
# Calculate mean and standard deviation of the number of RNA features in the Seurat object
meanfeat <- mean(pbmcf1@meta.data$nFeature_RNA)
"Mean of nFeature_RNA"## [1] "Mean of nFeature_RNA"meanfeat## [1] 2202.518meanfeat <- as.integer(meanfeat)
meanfeat## [1] 2202sdfeat <- sd(pbmcf1@meta.data$nFeature_RNA)
"Standard Deviation of nFeature_RNA"## [1] "Standard Deviation of nFeature_RNA"sdfeat## [1] 908.3306sdfeat <- as.integer (sdfeat)
sdfeat## [1] 908# Low end of mean minus 1 std
lowfeat <- meanfeat - sdfeat
"Low end of mean minus 1 std of nFeature_RNA"## [1] "Low end of mean minus 1 std of nFeature_RNA"lowfeat## [1] 1294lowfeat <- as.integer(lowfeat)
lowfeat## [1] 1294"Low end of mean - 1 std of nFeature_RNA is 1294"## [1] "Low end of mean - 1 std of nFeature_RNA is 1294"# High end of mean plus 1 std
highfeat <- meanfeat + sdfeat
"High end of mean minus 1 std of nFeature_RNA"## [1] "High end of mean minus 1 std of nFeature_RNA"highfeat## [1] 3110highfeat <- as.integer(highfeat)
highfeat## [1] 3110"High end of mean + 1 std of nFeature_RNA is 3110"## [1] "High end of mean + 1 std of nFeature_RNA is 3110"# Add mean, sd, and high and low ends of nFeature cutoff to pbmcfilt
pbmcf1 <- AddMetaData(
object = pbmcf1,
metadata = meanfeat,
col.name = 'Mean_nFeature_RNA'
)
pbmcf1 <- AddMetaData(
object = pbmcf1,
metadata = sdfeat,
col.name = 'SD_nFeature_RNA'
)
pbmcf1 <- AddMetaData(
object = pbmcf1,
metadata = lowfeat,
col.name = 'Low_nFeature_RNA'
)
pbmcf1 <- AddMetaData(
object = pbmcf1,
metadata = highfeat,
col.name = 'High_nFeature_RNA'
)
head(x = pbmcf1[[]])## orig.ident nCount_RNA nFeature_RNA percent.mt
## AAACCCAAGACAGCTG-1 pbmc5k 8381 2547 9.151653
## AAACCCAAGTTAACGA-1 pbmc5k 11767 3016 6.297272
## AAACCCACAGTCGCAC-1 pbmc5k 6944 2030 5.573157
## AAACCCAGTAGCTTGT-1 pbmc5k 9350 2189 7.754011
## AAACCCATCTGCCCTA-1 pbmc5k 8965 2625 7.785834
## AAACGAAAGCAATTAG-1 pbmc5k 9289 2284 11.637421
## Mean_nFeature_RNA SD_nFeature_RNA Low_nFeature_RNA
## AAACCCAAGACAGCTG-1 2202 908 1294
## AAACCCAAGTTAACGA-1 2202 908 1294
## AAACCCACAGTCGCAC-1 2202 908 1294
## AAACCCAGTAGCTTGT-1 2202 908 1294
## AAACCCATCTGCCCTA-1 2202 908 1294
## AAACGAAAGCAATTAG-1 2202 908 1294
## High_nFeature_RNA
## AAACCCAAGACAGCTG-1 3110
## AAACCCAAGTTAACGA-1 3110
## AAACCCACAGTCGCAC-1 3110
## AAACCCAGTAGCTTGT-1 3110
## AAACCCATCTGCCCTA-1 3110
## AAACGAAAGCAATTAG-1 3110# Filter genes with mitochondrial rate > 5% and cells with extremely high or low gene coverage
# Use low end of mean - 1 std (1294) and high end of mean + 1 std (3110) as cutoffs
pbmcfilt <- subset(
x = pbmcf1,
subset = nFeature_RNA > 1294 &
nFeature_RNA < 3110 &
percent.mt < 5)
# These remaining cells are kept here for later use
pbmcfilt## An object of class Seurat
## 16022 features across 530 samples within 1 assay
## Active assay: RNA (16022 features, 0 variable features)dim(pbmcfilt)## [1] 16022 530# Distribution of the number of genes and UMIs in dataset
VlnPlot(object = pbmcfilt, features = c("nFeature_RNA", "nCount_RNA", "percent.mt"))
3. Dimension reduction: Use global-scaling normalization method in Seurat with the scaling factor 10000, so all the cells will be normalized to have the same sequencing depth to 10K. Use the Seurat function “FindVariableGenes” to select 2000 genes (by default) showing expression variability, then perform PCA on these genes. Provide summary plots, statistics, and tables to show
- How many PCs are statistically significant?
- The top 5 genes with the most positive and negative coefficients in each of the significant PCs,
- How much variability is explained in each of the significant PCs.
## Dimension reduction: Use global-scaling normalization method in Seurat with the scaling factor 10000, so all the cells will be normalized to have the same sequencing depth to 10K. Use the Seurat function "FindVariableGenes" to select 2000 genes (by default) showing expression variability, then perform PCA on these genes. Provide summary plots, statistics, and tables to show
# - How many PCs are statistically significant?
# - The top 5 genes with the most positive and negative coefficients in each of the significant PCs,
# - How much variability is explained in each of the significant PCs.
## Dimension reduction via global-scaling normalization to select 2000 genes showing expression variability
# Normalize the data
?NormalizeData
pbmcnorm <- NormalizeData(
object = pbmcfilt,
normalization.method = "LogNormalize",
scale.factor = 10000)
# Identification of Highly Variable Features (Feature Selection)
pbmcvar <- FindVariableFeatures(pbmcnorm, selection.method = "vst", nfeatures = 2000)
# Identify the 5 most highly variable genes
top5 <- head(VariableFeatures(pbmcvar), 5)
# plot variable features with and without labels
plot1 <- VariableFeaturePlot(pbmcvar)
plot2 <- LabelPoints(plot = plot1, points = top5, repel = TRUE)## When using repel, set xnudge and ynudge to 0 for optimal resultsplot1 + plot2## Warning: Transformation introduced infinite values in continuous x-axis
## Warning: Transformation introduced infinite values in continuous x-axis
#Scaling the data
all.genes <- rownames(pbmcvar)
pbmcscaled <- ScaleData(pbmcvar, features = all.genes)## Centering and scaling data matrix# Perform Linear Dimensional Reduction
pbmcpca <- RunPCA(pbmcscaled, features = VariableFeatures(object = pbmcscaled))## PC_ 1
## Positive: MALAT1, RPS12, RPS18, TRAC, LTB, EEF1A1, TRBC2, IL7R, CD7, ETS1
## IL32, CD69, LEF1, KLF2, LAT, MAL, CD247, HIST1H4C, TRBC1, ITM2A
## ILF3-DT, FHIT, INTS6, JUNB, DUSP2, BCL2, JUN, SATB1, BTG2, PIM1
## Negative: FCN1, CST3, S100A9, LYZ, MNDA, S100A8, VCAN, CYBB, FCER1G, CSTA
## SERPINA1, TYROBP, FGL2, CLEC12A, CD14, CD68, CTSS, S100A12, MPEG1, MS4A6A
## NCF2, SPI1, CD36, PSAP, GRN, LST1, CEBPD, FPR1, CSF3R, CPVL
## PC_ 2
## Positive: CCL5, NKG7, GZMH, PRF1, CST7, FGFBP2, GZMA, ADGRG1, GNLY, KLRD1
## GZMB, HOPX, KLRF1, FCGR3A, TBX21, SPON2, KLRC2, C1orf21, IFNG, CTSW
## FCRL6, PRSS23, TTC38, CCL4, CLIC3, S1PR5, ASCL2, TRDC, C12orf75, SYNGR1
## Negative: RPLP1, EEF1A1, RPS12, RPS18, JUNB, LTB, FOS, LEF1, IL7R, MAL
## FHIT, AIF1, SATB1, LRRN3, EGR1, FCGRT, FOSB, NCF1, SOCS3, JAML
## ACTN1, IRS2, NOG, ARMH1, CXCR4, IFNGR2, H1FX, CFP, ITGA6, VCAN
## PC_ 3
## Positive: BANK1, SPIB, FAM129C, TCF4, IGHM, JCHAIN, PPP1R14A, CD79A, TSPAN33, TSPAN13
## IGKC, PDLIM1, INKA1, MS4A1, DERL3, SAV1, IGHD, BLNK, MSRB3, BCL11A
## VPREB3, PTCRA, SMIM5, PKIG, HLA-DQA1, FCRL1, TNFRSF13C, PAX5, TCL1A, ANKRD33B
## Negative: GZMH, PRF1, NKG7, CST7, GNLY, FGFBP2, GZMA, KLRD1, FCGR3A, ADGRG1
## CTSW, TBX21, HOPX, IFNG, KLRC2, SPON2, KLRF1, FCRL6, PRSS23, TTC38
## S100A4, ASCL2, HCST, CCL4, CD247, S1PR5, EFHD2, ANXA1, APOBEC3G, MATK
## PC_ 4
## Positive: SPIB, FAM129C, IGHM, JCHAIN, CD79A, TCF4, IGKC, TSPAN13, MS4A1, DERL3
## IGHD, BLNK, HLA-DQA1, BCL11A, VPREB3, BANK1, TNFRSF13C, HLA-DQB1, CCDC50, FCRL1
## MZB1, PAX5, IRF8, TCL1A, LINC00926, CD24, CXXC5, CD22, ADAM28, RUBCNL
## Negative: RGS10, NRGN, NFE2, TMEM140, MPP1, DMTN, CTDSPL, HEMGN, FAH, ITM2B
## RGS18, LMNA, EVA1B, MAP3K7CL, RUFY1, GAS2L1, PROSER2, HIST1H2AE, CTNNAL1, ACTN1
## IGF2BP3, TRIM58, ACVR1, SENCR, ARG2, LGALS12, CD9, SLC40A1, LGALSL, FAXDC2
## PC_ 5
## Positive: MS4A1, HLA-DQA1, BANK1, TNFRSF13C, VPREB3, CD79A, FCRL1, PAX5, IGHD, LINC00926
## CD24, ADAM28, CD22, BLK, FCRLA, CD79B, CD19, RALGPS2, P2RX5, FCRL2
## CD72, SWAP70, FCER2, HLA-DOB, PKIG, POU2AF1, CNR2, PAWR, IGLC3, IGLC2
## Negative: TNFRSF21, LILRA4, PACSIN1, SERPINF1, CLEC4C, IL3RA, LINC00996, PLXNA4, DNASE1L3, SMPD3
## CUEDC1, SCAMP5, TPM2, LRRC26, RUNX2, AP001453.2, LILRB4, P3H2, EPHB1, ASIP
## SCT, CYP46A1, HS3ST1, GAS6, DERL3, PLD4, SLC9A7, RHEX, MSRB3, MZB1pbmcpca## An object of class Seurat
## 16022 features across 530 samples within 1 assay
## Active assay: RNA (16022 features, 2000 variable features)
## 1 dimensional reduction calculated: pca"5 PCs are statistically significant"## [1] "5 PCs are statistically significant"# Examine and visualize PCA results a few different ways
"Top 5 genes with the most positive and negative coefficients in each of the 5 significant PCs:"## [1] "Top 5 genes with the most positive and negative coefficients in each of the 5 significant PCs:"print(pbmcpca[["pca"]], dims = 1:5, nfeatures = 5)## PC_ 1
## Positive: MALAT1, RPS12, RPS18, TRAC, LTB
## Negative: FCN1, CST3, S100A9, LYZ, MNDA
## PC_ 2
## Positive: CCL5, NKG7, GZMH, PRF1, CST7
## Negative: RPLP1, EEF1A1, RPS12, RPS18, JUNB
## PC_ 3
## Positive: BANK1, SPIB, FAM129C, TCF4, IGHM
## Negative: GZMH, PRF1, NKG7, CST7, GNLY
## PC_ 4
## Positive: SPIB, FAM129C, IGHM, JCHAIN, CD79A
## Negative: RGS10, NRGN, NFE2, TMEM140, MPP1
## PC_ 5
## Positive: MS4A1, HLA-DQA1, BANK1, TNFRSF13C, VPREB3
## Negative: TNFRSF21, LILRA4, PACSIN1, SERPINF1, CLEC4C"More visualization of PCA results"## [1] "More visualization of PCA results"VizDimLoadings(pbmcpca, dims = 1:2, reduction = "pca")
DimPlot(pbmcpca, reduction = "pca")
DimHeatmap(pbmcpca, dims = 1:5, cells = 500, balanced = TRUE)
# Determine the dimensionality/variability of the data set
"Show how the dimensionalit/variability in each of the 5 significant PCs is explained"## [1] "Show how the dimensionalit/variability in each of the 5 significant PCs is explained"pbmcpca <- JackStraw(pbmcpca, num.replicate = 100)
pbmcpca <- ScoreJackStraw(pbmcpca, dims = 1:5)
JackStrawPlot(pbmcpca, dims = 1:5)## Warning: Removed 7125 rows containing missing values (geom_point).
ElbowPlot(pbmcpca)
4. Visualization: Use Seurat to run UMAP on the top 20 PCs (regardless of how many PCs are statistically significant) from Q3. Visualize the cells and their UMAP coordinates and comment on the number of cell clusters that appear on this data. Describe the difference between PCA and UMAP on 2D plots?
## Visualization: Use Seurat to run UMAP on the top 20 PCs (regardless of how many PCs are statistically significant) from Q3
# Visualize the cells and their UMAP coordinates and comment on the number of cell clusters that appear on this data
# Describe the difference between PCA and UMAP on 2D plots
## Visualization via UMAP on the top 20 PCs showing coordinates and clusters
# Install umap-learn via reticulate::py_install(packages = 'umap-learn')
# Run non-linear dimensional reduction (UMAP) on top 20 PCs from previous question
pbmcumap <- RunUMAP(pbmcpca, dims = 1:20)## Warning: The default method for RunUMAP has changed from calling Python UMAP via reticulate to the R-native UWOT using the cosine metric
## To use Python UMAP via reticulate, set umap.method to 'umap-learn' and metric to 'correlation'
## This message will be shown once per session## 22:20:13 UMAP embedding parameters a = 0.9922 b = 1.112## 22:20:13 Read 530 rows and found 20 numeric columns## 22:20:13 Using Annoy for neighbor search, n_neighbors = 30## 22:20:13 Building Annoy index with metric = cosine, n_trees = 50## 0% 10 20 30 40 50 60 70 80 90 100%## [----|----|----|----|----|----|----|----|----|----|## **************************************************|
## 22:20:13 Writing NN index file to temp file /var/folders/sd/v76jy_nd1g50f85brpn0qyjh0000gn/T//RtmpcPlALV/filea86696afbb5
## 22:20:13 Searching Annoy index using 1 thread, search_k = 3000
## 22:20:13 Annoy recall = 100%
## 22:20:16 Commencing smooth kNN distance calibration using 1 thread
## 22:20:19 Initializing from normalized Laplacian + noise
## 22:20:19 Commencing optimization for 500 epochs, with 20556 positive edges
## 22:20:22 Optimization finished# Visualize cells and UMAP coordinates
# Can set `label = TRUE` or use the LabelClusters function to help label
# Individual clusters
DimPlot(pbmcumap, reduction = "umap")
# Individual clusters with labeling
DimPlot(pbmcumap, reduction = "umap", label = TRUE)
# Describe difference between PCA and UMAP on 2D plots
"In both PCA and UMAP plots, there appears to be 2 clear clusters - 1 large and one smaller, along with a very small cluster that could either be another cluster or just outliers"## [1] "In both PCA and UMAP plots, there appears to be 2 clear clusters - 1 large and one smaller, along with a very small cluster that could either be another cluster or just outliers"5. Clustering: Use resolution = 0.6 to cluster the cells. How many clusters do you get and how many cells are assigned to each cluster? Use Seurat to calculate differential expression between clusters (one vs the rest), identify putative biomarkers for each cell subpopulation. Visualize the gene expression values of these potential markers on your UMAP plots.
## Clustering: Use resolution = 0.6 to cluster the cells. How many clusters do you get and how many cells are assigned to each cluster? Use Seurat to calculate differential expression between clusters (one vs the rest), identify putative biomarkers for each cell subpopulation. Visualize the gene expression values of these potential markers on your UMAP plots.
## Clustering the cells
# Cluster the cells using resolution = 0.6 on top 20 PCs
pbmcclust <- FindNeighbors(pbmcumap, dims = 1:20)## Computing nearest neighbor graph## Computing SNNpbmcclust <- FindClusters(pbmcclust, resolution = 0.6)## Modularity Optimizer version 1.3.0 by Ludo Waltman and Nees Jan van Eck
##
## Number of nodes: 530
## Number of edges: 20849
##
## Running Louvain algorithm...
## Maximum modularity in 10 random starts: 0.7503
## Number of communities: 5
## Elapsed time: 0 seconds"5 clusters (communities) are present"## [1] "5 clusters (communities) are present"pbmcclust## An object of class Seurat
## 16022 features across 530 samples within 1 assay
## Active assay: RNA (16022 features, 2000 variable features)
## 2 dimensional reductions calculated: pca, umap# See how many cells are in each cluster
# Get number of cells per cluster and per sample of origin
pbmcclusttable <- table(pbmcclust@meta.data$seurat_clusters, pbmcclust@meta.data$orig.ident)
"Number of cells in each cluster:"## [1] "Number of cells in each cluster:"pbmcclusttable##
## pbmc5k
## 0 290
## 1 100
## 2 79
## 3 42
## 4 19# Look at cluster IDs of the first 5 cells
head(Idents(pbmcclust), 5)## AAACGAACAGAAGTTA-1 AAAGAACTCCCTCAAC-1 AAAGGGCTCTTTCAGT-1 AAAGTCCAGACGGAAA-1
## 2 0 0 1
## AACAAGAAGTGTTCAC-1
## 1
## Levels: 0 1 2 3 4# Use Seurat to calculate differential expression between clusters (one vs the rest)
# Find markers for every cluster compared to all remaining cells, report only the positive ones
pbmc.markers <- FindAllMarkers(pbmcclust, only.pos = TRUE, min.pct = 0.25, logfc.threshold = 0.25)## Calculating cluster 0## Calculating cluster 1## Calculating cluster 2## Calculating cluster 3## Calculating cluster 4"Differential expression between clusters:"## [1] "Differential expression between clusters:"pbmc.markers## p_val avg_logFC pct.1 pct.2 p_val_adj cluster
## RPL30 6.310100e-65 0.5583264 1.000 1.000 1.011004e-60 0
## RPS13 1.572497e-64 0.5429216 1.000 1.000 2.519455e-60 0
## RPS3A 2.808906e-62 0.5747505 1.000 0.996 4.500429e-58 0
## RPL32 1.155869e-59 0.5570842 1.000 1.000 1.851933e-55 0
## RPS23 1.556523e-56 0.5256483 1.000 1.000 2.493861e-52 0
## RPL35A 5.597548e-54 0.4675750 1.000 1.000 8.968392e-50 0
## RPL11 1.034134e-52 0.4927001 1.000 1.000 1.656890e-48 0
## RPL9 5.029399e-52 0.5086423 1.000 1.000 8.058103e-48 0
## RPS27 8.537818e-52 0.5366938 1.000 1.000 1.367929e-47 0
## RPL21 3.258312e-51 0.4827334 1.000 1.000 5.220468e-47 0
## RPS25 4.637471e-51 0.5436607 1.000 0.992 7.430156e-47 0
## RPL22 5.141551e-51 0.5051650 1.000 0.992 8.237793e-47 0
## RPS27A 7.535921e-51 0.5288348 1.000 1.000 1.207405e-46 0
## RPS12 3.746856e-50 0.5570598 1.000 1.000 6.003212e-46 0
## RPL34 1.155847e-49 0.4743073 1.000 1.000 1.851898e-45 0
## RPS14 1.471683e-49 0.4307927 1.000 0.996 2.357930e-45 0
## RPL19 6.782968e-49 0.4739262 1.000 1.000 1.086767e-44 0
## TRABD2A 8.487169e-49 0.8708457 0.845 0.238 1.359814e-44 0
## SARAF 9.786310e-47 0.6916201 1.000 0.887 1.567963e-42 0
## RPS16 5.556859e-46 0.4819068 1.000 0.996 8.903199e-42 0
## RPL5 1.370560e-45 0.4988120 1.000 1.000 2.195911e-41 0
## CCR7 1.782843e-45 0.9143938 0.886 0.288 2.856472e-41 0
## RPS15A 2.149231e-45 0.4450846 1.000 1.000 3.443498e-41 0
## RPS5 2.358928e-45 0.5658968 1.000 0.996 3.779474e-41 0
## RPLP2 7.945615e-45 0.3963106 1.000 0.996 1.273046e-40 0
## RPS15 2.975753e-43 0.3937701 1.000 0.996 4.767751e-39 0
## RPS6 3.323553e-43 0.5001683 1.000 1.000 5.324997e-39 0
## RPL13 3.337422e-42 0.4342204 1.000 1.000 5.347218e-38 0
## RPL39 4.946140e-42 0.3567970 1.000 1.000 7.924706e-38 0
## LEF1 9.644131e-42 0.8670950 0.852 0.279 1.545183e-37 0
## TCF7 2.365905e-41 0.8456422 0.955 0.488 3.790653e-37 0
## RPS21 2.760980e-40 0.4781013 1.000 0.996 4.423642e-36 0
## RPS28 6.153442e-40 0.3722911 1.000 1.000 9.859045e-36 0
## EEF1B2 1.206355e-39 0.5789655 1.000 0.975 1.932822e-35 0
## RPL37 2.505830e-39 0.3779128 1.000 0.996 4.014841e-35 0
## RPL18 3.947015e-39 0.4000847 1.000 0.996 6.323908e-35 0
## RPS3 1.619449e-38 0.4416503 1.000 0.996 2.594682e-34 0
## RPS8 3.135718e-38 0.4144121 1.000 0.996 5.024047e-34 0
## CD7 5.240391e-38 0.8427866 0.914 0.408 8.396154e-34 0
## RPL14 8.820813e-38 0.4473179 1.000 0.996 1.413271e-33 0
## RPL10 2.833392e-37 0.3886420 1.000 1.000 4.539661e-33 0
## RPL3 5.007567e-37 0.4556627 1.000 1.000 8.023124e-33 0
## RPL10A 6.115530e-36 0.4423495 1.000 0.996 9.798302e-32 0
## RPS26 6.641554e-36 0.3890931 1.000 0.992 1.064110e-31 0
## RPL29 2.402891e-35 0.3539645 1.000 1.000 3.849913e-31 0
## RPS29 5.081022e-35 0.4471419 1.000 1.000 8.140813e-31 0
## NACA 6.601487e-35 0.3528393 1.000 0.996 1.057690e-30 0
## RPL24 1.350593e-34 0.3517077 1.000 0.996 2.163921e-30 0
## RPS4X 6.367224e-34 0.4313088 1.000 1.000 1.020157e-29 0
## EEF1A1 1.694532e-33 0.3635411 1.000 1.000 2.714979e-29 0
## TPT1 3.132872e-33 0.3350019 1.000 1.000 5.019487e-29 0
## FHIT 5.141770e-33 0.7180857 0.659 0.146 8.238144e-29 0
## RPS10 2.647283e-32 0.3842393 1.000 0.996 4.241476e-28 0
## NPM1 3.242237e-32 0.5020585 0.993 0.958 5.194712e-28 0
## LRRN3 1.134650e-31 0.7853658 0.538 0.062 1.817936e-27 0
## RPS20 2.054824e-31 0.4198104 1.000 0.992 3.292240e-27 0
## RPL12 2.879814e-31 0.3449980 1.000 0.996 4.614038e-27 0
## NOSIP 1.872777e-30 0.6969043 0.907 0.608 3.000564e-26 0
## RPL38 9.165408e-30 0.3959783 1.000 0.988 1.468482e-25 0
## SATB1 1.485142e-29 0.7187160 0.755 0.317 2.379494e-25 0
## RPS2 7.371590e-29 0.3510150 1.000 0.996 1.181076e-24 0
## FAU 7.826997e-28 0.2558862 1.000 1.000 1.254041e-23 0
## RPS18 1.544544e-27 0.3804388 1.000 0.996 2.474669e-23 0
## FOXP1 3.580501e-27 0.5839025 0.979 0.708 5.736679e-23 0
## RPSA 3.612862e-27 0.4292774 1.000 0.996 5.788528e-23 0
## BTG1 3.952760e-27 0.4489974 1.000 1.000 6.333112e-23 0
## PIK3IP1 5.618313e-27 0.6456776 0.872 0.496 9.001662e-23 0
## RPL36 6.832856e-27 0.3758420 1.000 0.996 1.094760e-22 0
## NOP53 2.997298e-26 0.4833431 0.983 0.892 4.802271e-22 0
## JUNB 4.022576e-26 0.5687110 0.993 0.988 6.444972e-22 0
## RPL18A 4.300760e-26 0.3256666 1.000 1.000 6.890678e-22 0
## RPS9 7.578111e-26 0.2812098 1.000 1.000 1.214165e-21 0
## TOMM7 2.190658e-25 0.3946392 1.000 0.971 3.509873e-21 0
## RPL37A 3.460347e-25 0.2804680 1.000 0.996 5.544167e-21 0
## OXNAD1 6.275404e-25 0.5823389 0.621 0.217 1.005445e-20 0
## RPS7 6.693676e-25 0.2791863 1.000 1.000 1.072461e-20 0
## RPL26 7.208180e-25 0.2531127 1.000 1.000 1.154895e-20 0
## RPL7A 8.557675e-25 0.2853590 1.000 1.000 1.371111e-20 0
## LDHB 1.296999e-24 0.5312887 1.000 0.771 2.078052e-20 0
## RPS4Y1 1.441838e-24 0.4191099 1.000 0.958 2.310113e-20 0
## RPL4 3.474029e-24 0.3471994 1.000 0.992 5.566089e-20 0
## RGS10 1.613782e-23 0.4434639 0.890 0.596 2.585601e-19 0
## GYPC 1.737221e-23 0.5392678 0.838 0.512 2.783375e-19 0
## LBH 3.204438e-23 0.5678937 0.876 0.471 5.134151e-19 0
## RPS19 1.336065e-22 0.2998579 1.000 1.000 2.140643e-18 0
## RCAN3 1.817806e-22 0.5256757 0.800 0.396 2.912488e-18 0
## CAMK4 2.647375e-22 0.5654692 0.634 0.233 4.241625e-18 0
## MAL 3.267103e-22 0.5862817 0.721 0.300 5.234553e-18 0
## RPL6 5.891765e-22 0.2604331 1.000 1.000 9.439786e-18 0
## RPL31 8.100311e-22 0.3463429 1.000 0.983 1.297832e-17 0
## RPL41 4.710880e-21 0.2864139 1.000 1.000 7.547771e-17 0
## MT-CYB 6.554579e-21 0.2785670 1.000 1.000 1.050175e-16 0
## LEPROTL1 1.327332e-20 0.5273797 0.852 0.550 2.126652e-16 0
## RPL23A 2.289114e-20 0.2824558 1.000 0.996 3.667619e-16 0
## BCL11B 3.628730e-20 0.5234538 0.834 0.450 5.813951e-16 0
## RPL13A 8.236657e-20 0.2585919 1.000 1.000 1.319677e-15 0
## RACK1 3.688937e-19 0.2517452 1.000 1.000 5.910415e-15 0
## APBA2 4.818611e-19 0.4525786 0.390 0.058 7.720379e-15 0
## EPHX2 5.207710e-19 0.4180491 0.438 0.096 8.343794e-15 0
## NOG 8.835742e-19 0.4273256 0.331 0.025 1.415663e-14 0
## IL7R 8.024682e-18 0.3081925 0.897 0.396 1.285714e-13 0
## RPLP0 1.146952e-17 0.2695206 1.000 0.992 1.837646e-13 0
## EIF3E 1.338792e-17 0.3399959 0.990 0.950 2.145012e-13 0
## MARCKSL1 1.260704e-16 0.5432984 0.803 0.525 2.019899e-12 0
## PDE7A 3.050772e-16 0.5132178 0.603 0.300 4.887947e-12 0
## C12orf57 5.397153e-16 0.4055585 0.952 0.683 8.647319e-12 0
## CHRM3-AS2 5.952138e-16 0.4166865 0.383 0.083 9.536516e-12 0
## PRKCA 1.961397e-15 0.4322372 0.614 0.292 3.142550e-11 0
## EEF1D 4.468730e-15 0.2581237 1.000 0.996 7.159799e-11 0
## CD3E 4.622652e-15 0.4419629 0.990 0.604 7.406414e-11 0
## MALAT1 5.971017e-15 0.3509591 1.000 1.000 9.566763e-11 0
## CD27 7.359746e-15 0.3183670 0.831 0.425 1.179178e-10 0
## CHI3L2 1.344700e-14 0.3703222 0.303 0.042 2.154478e-10 0
## RETREG1 1.453956e-14 0.3968886 0.452 0.158 2.329528e-10 0
## CYTIP 1.603827e-14 0.3977733 0.766 0.492 2.569652e-10 0
## SELL 5.302698e-14 0.3991002 0.907 0.621 8.495983e-10 0
## ETS1 7.188648e-14 0.4340356 0.852 0.537 1.151765e-09 0
## LINC01550 8.481623e-14 0.3939544 0.372 0.104 1.358926e-09 0
## IL6ST 9.965874e-14 0.4041836 0.628 0.329 1.596732e-09 0
## NUCB2 1.127454e-13 0.4182139 0.638 0.329 1.806406e-09 0
## CD40LG 1.358799e-13 0.4185556 0.469 0.188 2.177067e-09 0
## ID3 1.490853e-13 0.4760071 0.552 0.262 2.388645e-09 0
## RPL36A 1.792382e-13 0.3149278 0.983 0.908 2.871755e-09 0
## RPL23 2.226220e-13 0.2878928 1.000 0.988 3.566850e-09 0
## ABLIM1 2.258179e-13 0.4306746 0.524 0.229 3.618054e-09 0
## CXCR4 3.333472e-13 0.5332224 0.734 0.504 5.340889e-09 0
## ST13 6.062876e-13 0.4021408 0.817 0.583 9.713941e-09 0
## FCMR 6.271454e-13 0.3852287 0.676 0.371 1.004812e-08 0
## OCIAD2 6.481081e-13 0.3742762 0.662 0.362 1.038399e-08 0
## MAN1C1 7.251114e-13 0.3333139 0.303 0.062 1.161774e-08 0
## HIST1H4C 7.486130e-13 0.4057912 0.886 0.721 1.199428e-08 0
## ACTN1 1.178580e-12 0.3266241 0.572 0.275 1.888320e-08 0
## HSPB1 2.872341e-12 0.4196399 0.552 0.283 4.602065e-08 0
## C6orf48 3.140117e-12 0.3862771 0.724 0.504 5.031096e-08 0
## SNHG8 3.270926e-12 0.3740106 0.841 0.600 5.240678e-08 0
## MAML2 3.940196e-12 0.3955582 0.438 0.179 6.312981e-08 0
## PDK1 4.228143e-12 0.3467001 0.390 0.125 6.774330e-08 0
## CD69 4.718166e-12 0.4091240 0.866 0.562 7.559446e-08 0
## DGKA 5.634991e-12 0.3228918 0.610 0.342 9.028382e-08 0
## LINC00861 6.839249e-12 0.3981258 0.624 0.354 1.095784e-07 0
## LTB 8.570697e-12 0.2517397 0.993 0.633 1.373197e-07 0
## UQCRB 1.071453e-11 0.2586220 1.000 0.963 1.716681e-07 0
## ITGA6 1.385725e-11 0.4083514 0.397 0.158 2.220208e-07 0
## MYC 2.059329e-11 0.3805027 0.593 0.325 3.299456e-07 0
## RGCC 3.499790e-11 0.3612950 0.641 0.379 5.607364e-07 0
## RHOH 3.525302e-11 0.3594126 0.686 0.417 5.648238e-07 0
## TXK 4.515270e-11 0.2979608 0.503 0.225 7.234365e-07 0
## DUSP2 9.425055e-11 0.4175668 0.755 0.492 1.510082e-06 0
## RASGRP1 9.569737e-11 0.2667296 0.676 0.388 1.533263e-06 0
## ITK 1.569607e-10 0.3311770 0.500 0.262 2.514824e-06 0
## STK17A 1.809827e-10 0.3675286 0.724 0.458 2.899705e-06 0
## LDLRAP1 3.003315e-10 0.3230084 0.517 0.262 4.811911e-06 0
## LAT 3.312840e-10 0.3255624 0.762 0.512 5.307832e-06 0
## FAM102A 4.165069e-10 0.3047922 0.479 0.225 6.673274e-06 0
## PDE3B 5.372898e-10 0.3140992 0.445 0.196 8.608457e-06 0
## SOCS3 5.957999e-10 0.4288443 0.662 0.408 9.545907e-06 0
## BACH2 6.144556e-10 0.2995593 0.286 0.079 9.844808e-06 0
## MZT2B 6.424420e-10 0.2754505 0.886 0.783 1.029321e-05 0
## ITM2A 6.861451e-10 0.3185279 0.634 0.358 1.099342e-05 0
## SCML4 1.234837e-09 0.2774746 0.393 0.162 1.978455e-05 0
## KLF2 1.592103e-09 0.3133693 0.986 0.958 2.550867e-05 0
## CD3G 1.742480e-09 0.2664237 0.938 0.575 2.791802e-05 0
## ILF3-DT 1.851139e-09 0.2964581 0.793 0.525 2.965896e-05 0
## AAK1 3.416227e-09 0.3045060 0.793 0.558 5.473478e-05 0
## ATP6V0E2 3.842801e-09 0.2870094 0.469 0.229 6.156936e-05 0
## ANP32B 3.861620e-09 0.2617373 0.934 0.846 6.187088e-05 0
## EIF2S3 7.514856e-09 0.3218904 0.752 0.554 1.204030e-04 0
## AC114760.2 8.031015e-09 0.3222678 0.462 0.238 1.286729e-04 0
## GCC2 9.058987e-09 0.3263822 0.724 0.496 1.451431e-04 0
## NR4A1 1.056481e-08 0.4119745 0.672 0.492 1.692693e-04 0
## STMN1 1.176498e-08 0.2650837 0.407 0.179 1.884985e-04 0
## TRAT1 1.254330e-08 0.3062950 0.562 0.308 2.009688e-04 0
## ACAP1 1.307008e-08 0.2826443 0.883 0.642 2.094088e-04 0
## ATM 1.320438e-08 0.2788496 0.797 0.617 2.115605e-04 0
## TRBC2 1.416986e-08 0.2914010 0.900 0.637 2.270295e-04 0
## PGGHG 1.884103e-08 0.2649670 0.345 0.138 3.018710e-04 0
## AC026979.2 2.133500e-08 0.3302823 0.448 0.242 3.418294e-04 0
## AREG 2.459952e-08 0.3445221 0.300 0.108 3.941335e-04 0
## ZFP36L2 2.988835e-08 0.2626130 1.000 0.971 4.788712e-04 0
## MLLT3 3.633143e-08 0.2885033 0.338 0.146 5.821022e-04 0
## LCK 3.910099e-08 0.2628480 0.900 0.550 6.264761e-04 0
## ZNF331 6.731481e-08 0.3379911 0.517 0.288 1.078518e-03 0
## DNAJB1 7.428682e-08 0.3754180 0.814 0.671 1.190224e-03 0
## TRBC1 8.017725e-08 0.3694381 0.700 0.471 1.284600e-03 0
## SOCS1 9.701263e-08 0.2916153 0.624 0.404 1.554336e-03 0
## PSIP1 1.019401e-07 0.2904691 0.741 0.558 1.633284e-03 0
## TMEM204 1.547121e-07 0.2520670 0.341 0.162 2.478797e-03 0
## BTG2 2.087080e-07 0.3326284 0.924 0.863 3.343919e-03 0
## FLT3LG 2.251634e-07 0.2635423 0.555 0.338 3.607568e-03 0
## NSA2 2.323611e-07 0.2986683 0.859 0.750 3.722890e-03 0
## SPTBN1 2.572885e-07 0.2939367 0.417 0.229 4.122276e-03 0
## TNRC6C 2.638987e-07 0.2904950 0.479 0.271 4.228185e-03 0
## ARMH1 3.783691e-07 0.2906211 0.379 0.204 6.062230e-03 0
## TESPA1 4.047621e-07 0.2801033 0.459 0.258 6.485099e-03 0
## TBCC 4.108608e-07 0.2910714 0.528 0.325 6.582812e-03 0
## THEMIS 4.419743e-07 0.2573651 0.300 0.125 7.081312e-03 0
## INTS6 5.097787e-07 0.2879014 0.869 0.721 8.167674e-03 0
## SERINC5 5.294750e-07 0.2543729 0.476 0.296 8.483248e-03 0
## SLC2A3 8.002009e-07 0.3224782 0.828 0.671 1.282082e-02 0
## CITED4 2.027908e-06 0.2548058 0.355 0.183 3.249114e-02 0
## TLE4 2.340231e-06 0.2597035 0.797 0.654 3.749518e-02 0
## TSHZ2 2.441911e-06 0.2971997 0.341 0.167 3.912429e-02 0
## CHMP7 6.738994e-06 0.2566900 0.359 0.200 1.079722e-01 0
## ZBTB20 1.118122e-05 0.2853463 0.528 0.350 1.791455e-01 0
## FAM133B 2.779738e-05 0.2576330 0.793 0.654 4.453696e-01 0
## H2AFX 2.916430e-05 0.2595097 0.610 0.458 4.672705e-01 0
## AC025164.1 3.244963e-05 0.3088291 0.490 0.342 5.199080e-01 0
## PRMT2 4.265720e-05 0.2811494 0.683 0.558 6.834537e-01 0
## DDIT4 4.279875e-05 0.3112297 0.638 0.512 6.857215e-01 0
## NPDC1 1.829932e-31 0.4143438 0.360 0.012 2.931917e-27 1
## AQP3 9.885156e-28 0.8958006 0.840 0.316 1.583800e-23 1
## ITGB1 9.206521e-27 0.8783399 0.830 0.302 1.475069e-22 1
## LMNA 7.931454e-26 0.4924508 0.330 0.019 1.270778e-21 1
## MAF 1.454559e-25 0.7668634 0.570 0.109 2.330494e-21 1
## TRADD 4.242882e-24 0.5952303 0.780 0.247 6.797946e-20 1
## B2M 2.423650e-23 0.3202562 1.000 1.000 3.883172e-19 1
## TNFRSF4 1.535530e-21 0.4394144 0.310 0.026 2.460227e-17 1
## LIMS1 6.052322e-21 0.6334703 0.810 0.333 9.697031e-17 1
## FUT7 5.800086e-20 0.3829141 0.330 0.035 9.292897e-16 1
## KLRB1 6.128181e-20 0.9597491 0.490 0.109 9.818572e-16 1
## IL32 8.390080e-20 0.8324721 0.950 0.660 1.344259e-15 1
## OPTN 4.273907e-18 0.4740704 0.760 0.274 6.847654e-14 1
## PBXIP1 5.733324e-17 0.6172320 0.880 0.486 9.185932e-13 1
## SYNE2 5.977049e-17 0.5802131 0.850 0.440 9.576428e-13 1
## RORA 2.481724e-16 0.5303267 0.790 0.349 3.976218e-12 1
## NSG1 4.343286e-16 0.3124743 0.310 0.044 6.958814e-12 1
## CDC25B 2.140114e-15 0.4487683 0.690 0.260 3.428890e-11 1
## LTB1 2.624345e-15 0.6756063 0.990 0.793 4.204725e-11 1
## FAS 6.307664e-15 0.3322822 0.300 0.047 1.010614e-10 1
## TRAC 1.827199e-14 0.6112388 1.000 0.749 2.927538e-10 1
## PRDM1 1.917098e-14 0.3817333 0.300 0.049 3.071574e-10 1
## HLA-A 7.742961e-14 0.3062613 1.000 1.000 1.240577e-09 1
## ZC3H12D 7.418081e-13 0.3209299 0.290 0.051 1.188525e-08 1
## CD2 7.772878e-13 0.4993680 0.920 0.574 1.245370e-08 1
## CD52 1.289051e-12 0.3624752 1.000 0.981 2.065317e-08 1
## AHNAK 1.535332e-12 0.3825971 0.870 0.421 2.459909e-08 1
## S100A10 7.057065e-12 0.4563877 0.980 0.835 1.130683e-07 1
## CDC14A 2.027199e-11 0.3901567 0.660 0.312 3.247978e-07 1
## GSTK1 2.589957e-11 0.4400771 0.900 0.756 4.149629e-07 1
## TTC39C 3.821082e-11 0.4368412 0.660 0.309 6.122138e-07 1
## CALM1 1.061831e-10 0.2780072 1.000 0.986 1.701265e-06 1
## HSPA8 1.487065e-10 0.3510700 0.990 0.947 2.382576e-06 1
## TAGLN2 2.459509e-10 0.4133682 0.910 0.653 3.940626e-06 1
## AC058791.1 2.661662e-10 0.3671259 0.540 0.209 4.264514e-06 1
## TNFRSF25 2.683158e-10 0.4409164 0.630 0.288 4.298956e-06 1
## BORCS5 4.793749e-10 0.3247120 0.420 0.142 7.680545e-06 1
## ISG20 7.297636e-10 0.3774562 0.870 0.584 1.169227e-05 1
## CASK 1.219319e-09 0.2511321 0.380 0.114 1.953594e-05 1
## LDHA 1.275929e-09 0.3607162 0.940 0.765 2.044294e-05 1
## CLDND1 1.347489e-09 0.3985198 0.550 0.235 2.158947e-05 1
## CD82 1.678976e-09 0.3089305 0.450 0.156 2.690055e-05 1
## CD99 1.887927e-09 0.2585740 0.940 0.709 3.024837e-05 1
## ODF2L 2.071587e-09 0.3517670 0.640 0.319 3.319097e-05 1
## GPR183 2.200009e-09 0.3662790 0.520 0.214 3.524854e-05 1
## BIRC3 2.273713e-09 0.4718139 0.690 0.363 3.642943e-05 1
## LDHB1 2.309328e-09 0.3359075 1.000 0.872 3.700006e-05 1
## CCND2 2.434860e-09 0.3681556 0.640 0.316 3.901133e-05 1
## IL10RA 2.524211e-09 0.5262508 0.730 0.421 4.044291e-05 1
## ATP8B2 2.814354e-09 0.2543910 0.430 0.144 4.509159e-05 1
## MIAT 3.103304e-09 0.2554264 0.270 0.065 4.972114e-05 1
## HINT1 3.136425e-09 0.3026866 0.990 0.942 5.025180e-05 1
## PIM2 3.351710e-09 0.4310802 0.670 0.349 5.370111e-05 1
## IKZF3 5.223590e-09 0.4351032 0.550 0.260 8.369235e-05 1
## GBP1 5.342682e-09 0.3794538 0.550 0.244 8.560045e-05 1
## SPOCK2 5.414891e-09 0.3998604 0.810 0.474 8.675738e-05 1
## FAM129A 6.415043e-09 0.2732221 0.270 0.070 1.027818e-04 1
## SKAP1 7.169056e-09 0.3169079 0.800 0.442 1.148626e-04 1
## CD28 1.229593e-08 0.3657465 0.580 0.277 1.970054e-04 1
## PAG1 1.975712e-08 0.4075128 0.720 0.405 3.165486e-04 1
## SMC4 2.326123e-08 0.2867129 0.400 0.142 3.726915e-04 1
## AC091271.1 2.767364e-08 0.3310931 0.490 0.209 4.433871e-04 1
## CD84 2.944277e-08 0.2834335 0.480 0.191 4.717320e-04 1
## PHACTR2 3.178906e-08 0.3290351 0.480 0.205 5.093244e-04 1
## INPP4B 3.992138e-08 0.3203181 0.580 0.270 6.396203e-04 1
## FXYD5 5.132124e-08 0.3033401 0.960 0.907 8.222689e-04 1
## PRDX2 1.157204e-07 0.3068881 0.840 0.563 1.854072e-03 1
## PRKAG1 1.210946e-07 0.2770448 0.550 0.253 1.940178e-03 1
## FAM107B 1.605088e-07 0.3545740 0.840 0.588 2.571672e-03 1
## IL2RG 1.662198e-07 0.2908353 0.900 0.637 2.663173e-03 1
## GBP5 1.709887e-07 0.4717249 0.440 0.195 2.739580e-03 1
## ANKRD12 1.878926e-07 0.3024821 0.970 0.756 3.010415e-03 1
## SIT1 2.014872e-07 0.2663326 0.600 0.288 3.228229e-03 1
## AES 2.786784e-07 0.3023544 1.000 0.921 4.464985e-03 1
## PARP1 3.169365e-07 0.2915753 0.580 0.302 5.077957e-03 1
## LPAR6 3.343695e-07 0.2981840 0.510 0.244 5.357267e-03 1
## TRBC21 5.422081e-07 0.4292782 0.940 0.744 8.687258e-03 1
## ICAM2 6.475072e-07 0.2753125 0.680 0.402 1.037436e-02 1
## TRIB2 7.350707e-07 0.2538027 0.440 0.179 1.177730e-02 1
## TRAF1 8.652271e-07 0.2802376 0.280 0.095 1.386267e-02 1
## PASK 9.579810e-07 0.3246113 0.300 0.107 1.534877e-02 1
## SH3BP5 1.231806e-06 0.2838202 0.540 0.267 1.973600e-02 1
## IL7R1 1.296168e-06 0.6007838 0.820 0.635 2.076720e-02 1
## EIF3A 1.395096e-06 0.2985784 0.810 0.577 2.235223e-02 1
## CD271 1.468288e-06 0.3665400 0.870 0.595 2.352491e-02 1
## EMP3 1.511867e-06 0.2738611 0.990 0.884 2.422313e-02 1
## PPP2R5C 1.639284e-06 0.3659784 0.810 0.628 2.626460e-02 1
## DNAJA1 1.693334e-06 0.3234393 0.970 0.837 2.713060e-02 1
## PEBP1 2.033198e-06 0.3139480 0.880 0.672 3.257590e-02 1
## ARID5B 2.512913e-06 0.3516523 0.600 0.330 4.026189e-02 1
## S1PR4 2.567372e-06 0.3320615 0.720 0.456 4.113444e-02 1
## SRSF7 3.002812e-06 0.2749733 1.000 0.953 4.811106e-02 1
## YWHAQ 3.025172e-06 0.3189458 0.740 0.481 4.846930e-02 1
## PRDX1 3.232201e-06 0.2966337 0.850 0.665 5.178632e-02 1
## PLP2 3.364626e-06 0.3249836 0.730 0.544 5.390803e-02 1
## HSP90AA1 4.316667e-06 0.2943446 1.000 0.965 6.916164e-02 1
## TBC1D4 6.069488e-06 0.3505206 0.440 0.228 9.724534e-02 1
## KMT2A 6.474826e-06 0.2907602 0.810 0.579 1.037397e-01 1
## SLFN5 7.001154e-06 0.3658638 0.820 0.556 1.121725e-01 1
## GBP2 7.345078e-06 0.3390004 0.670 0.400 1.176828e-01 1
## EZR 8.725473e-06 0.2657626 0.730 0.463 1.397995e-01 1
## ATP2B1 1.234647e-05 0.2884794 0.520 0.274 1.978152e-01 1
## CD5 1.535255e-05 0.3723218 0.530 0.286 2.459785e-01 1
## CORO1B 2.562564e-05 0.3173220 0.640 0.400 4.105740e-01 1
## CYTOR 3.473755e-05 0.2640306 0.340 0.151 5.565650e-01 1
## CD6 3.588254e-05 0.2612087 0.670 0.414 5.749101e-01 1
## PIM3 3.632780e-05 0.2522565 0.490 0.270 5.820440e-01 1
## FGFR1OP2 4.088539e-05 0.2590489 0.710 0.433 6.550657e-01 1
## CEP290 4.379605e-05 0.2581257 0.310 0.137 7.017003e-01 1
## ANXA1 8.330726e-05 0.4821294 0.690 0.498 1.000000e+00 1
## USP10 1.442472e-04 0.3050068 0.450 0.260 1.000000e+00 1
## CYCS 1.588165e-04 0.2527209 0.850 0.665 1.000000e+00 1
## IER5 1.861591e-04 0.2739617 0.830 0.705 1.000000e+00 1
## ARL4A 3.468731e-04 0.2733541 0.500 0.312 1.000000e+00 1
## TNF 5.567953e-04 0.2808339 0.350 0.191 1.000000e+00 1
## RPS27L 6.025127e-04 0.2833992 0.840 0.635 1.000000e+00 1
## PMAIP1 8.186997e-04 0.3278644 0.520 0.367 1.000000e+00 1
## TFRC 3.129205e-03 0.2617598 0.420 0.277 1.000000e+00 1
## STAT1 4.077865e-03 0.3026856 0.560 0.407 1.000000e+00 1
## CSTA 7.464342e-110 1.9413974 0.962 0.002 1.195937e-105 2
## S100A12 1.932805e-107 2.7464079 0.962 0.007 3.096740e-103 2
## CD14 6.514807e-103 2.0971458 0.937 0.009 1.043802e-98 2
## CLEC12A 1.746862e-102 1.8277212 0.924 0.007 2.798822e-98 2
## SERPINA1 4.991453e-101 2.0118980 0.962 0.020 7.997306e-97 2
## MPEG1 5.931929e-100 1.6855918 0.924 0.009 9.504136e-96 2
## FPR1 1.149404e-99 1.4589216 0.873 0.000 1.841576e-95 2
## CYBB 1.305045e-97 2.1638284 0.975 0.029 2.090943e-93 2
## FCN1 2.369172e-97 3.2242604 0.987 0.038 3.795888e-93 2
## MNDA 2.694270e-97 3.1385028 0.975 0.033 4.316760e-93 2
## CD36 2.537181e-96 1.6405363 0.899 0.011 4.065071e-92 2
## CEBPD 4.961458e-96 1.7569550 0.949 0.024 7.949248e-92 2
## VCAN 1.534013e-95 2.8944588 0.962 0.033 2.457796e-91 2
## CPVL 9.903723e-95 1.7001027 0.873 0.009 1.586774e-90 2
## SLC7A7 9.409199e-94 1.2482909 0.848 0.004 1.507542e-89 2
## FCER1G 1.848375e-93 2.3391428 0.975 0.038 2.961466e-89 2
## IGSF6 2.884379e-93 1.6171516 0.899 0.018 4.621353e-89 2
## SPI1 4.583651e-93 1.7413371 0.949 0.033 7.343926e-89 2
## NCF2 1.209046e-92 1.8443890 0.899 0.020 1.937134e-88 2
## MS4A6A 3.217526e-92 1.9022545 0.911 0.022 5.155120e-88 2
## CSF3R 1.360234e-90 1.6569825 0.937 0.035 2.179367e-86 2
## CD68 5.535477e-89 1.8709902 0.975 0.053 8.868942e-85 2
## RBP7 1.500980e-88 1.3080638 0.785 0.000 2.404870e-84 2
## TMEM176B 4.060787e-88 1.4598025 0.823 0.009 6.506193e-84 2
## CLEC7A 1.144170e-83 1.3529616 0.823 0.018 1.833189e-79 2
## S100A8 1.280067e-83 4.8395046 1.000 0.089 2.050923e-79 2
## TNFAIP2 1.820950e-83 1.4726233 0.823 0.018 2.917525e-79 2
## TGFBI 3.074479e-83 1.2781045 0.823 0.016 4.925931e-79 2
## ASGR1 8.247793e-83 1.0987168 0.759 0.004 1.321461e-78 2
## CST3 3.474994e-81 3.0987542 1.000 0.100 5.567635e-77 2
## PLBD1 8.721054e-81 1.1670929 0.722 0.000 1.397287e-76 2
## TYROBP 6.407645e-80 2.7411049 0.987 0.095 1.026633e-75 2
## MS4A7 2.262305e-79 1.4669233 0.722 0.002 3.624665e-75 2
## CD93 2.288283e-79 1.0732240 0.734 0.004 3.666287e-75 2
## FGR 3.670594e-79 1.5122897 0.937 0.060 5.881025e-75 2
## FGL2 4.639135e-79 2.1469439 0.987 0.100 7.432822e-75 2
## CFD 2.703097e-78 1.6545532 0.886 0.051 4.330902e-74 2
## FCGR2A 9.332968e-78 1.0903093 0.722 0.004 1.495328e-73 2
## TNFSF13B 2.629086e-77 1.5000340 0.873 0.049 4.212322e-73 2
## SYK 3.256023e-77 1.1998259 0.835 0.029 5.216800e-73 2
## RAB31 1.402421e-76 1.0829006 0.722 0.007 2.246958e-72 2
## RAB32 1.285649e-75 1.2202293 0.734 0.011 2.059866e-71 2
## HCK 2.512168e-75 1.1381841 0.722 0.009 4.024996e-71 2
## CD302 5.669804e-75 1.1661856 0.772 0.022 9.084160e-71 2
## TMEM176A 1.020863e-74 1.0615005 0.684 0.002 1.635627e-70 2
## TIMP2 3.258108e-74 1.0942792 0.797 0.029 5.220141e-70 2
## KLF4 5.491466e-74 1.9909076 0.924 0.082 8.798427e-70 2
## LY86 5.530564e-74 1.3036176 0.873 0.049 8.861070e-70 2
## BST1 1.044099e-73 1.0759309 0.696 0.007 1.672855e-69 2
## RGS18 1.601923e-73 1.4690319 0.696 0.007 2.566602e-69 2
## NRGN 2.839234e-73 1.4813944 0.759 0.020 4.549021e-69 2
## CYP1B1 2.972398e-73 1.3292065 0.671 0.002 4.762376e-69 2
## ALDH2 3.635641e-73 1.0897589 0.734 0.016 5.825024e-69 2
## PRAM1 3.499755e-72 1.0389718 0.696 0.009 5.607307e-68 2
## RNF130 6.954456e-72 1.4922543 0.949 0.102 1.114243e-67 2
## IRAK3 8.785451e-72 0.9476213 0.658 0.002 1.407605e-67 2
## LMO2 1.797667e-71 1.1297913 0.722 0.016 2.880222e-67 2
## LRRC25 9.093382e-71 1.0101176 0.684 0.009 1.456942e-66 2
## S100A9 9.225581e-71 5.2125032 1.000 0.157 1.478123e-66 2
## LILRB2 1.070978e-70 1.0658996 0.696 0.011 1.715921e-66 2
## KCNE3 2.155006e-70 1.0133942 0.658 0.004 3.452751e-66 2
## GRN 7.251642e-70 1.9120494 0.949 0.120 1.161858e-65 2
## CLEC4A 1.717912e-69 0.9579312 0.684 0.011 2.752439e-65 2
## CD300LF 1.090125e-68 1.0031113 0.646 0.004 1.746599e-64 2
## PTAFR 1.916173e-68 0.8277514 0.646 0.004 3.070093e-64 2
## DUSP6 1.543528e-67 1.7382517 0.924 0.104 2.473041e-63 2
## IL1B 1.618078e-67 1.9620563 0.734 0.029 2.592484e-63 2
## C5AR1 4.164644e-67 0.9074725 0.620 0.002 6.672592e-63 2
## CDA 4.279775e-67 1.0498105 0.620 0.002 6.857056e-63 2
## CD33 6.462093e-66 0.9385911 0.658 0.011 1.035357e-61 2
## RXRA 7.707849e-66 1.0367877 0.747 0.033 1.234952e-61 2
## CD300E 6.494267e-65 1.0680062 0.646 0.011 1.040511e-60 2
## MAFB 2.550533e-64 1.2858556 0.658 0.016 4.086464e-60 2
## HNMT 3.330647e-64 0.8367658 0.582 0.000 5.336362e-60 2
## RNASE6 5.983314e-64 0.9705829 0.709 0.024 9.586466e-60 2
## LILRA5 6.898387e-63 0.9852442 0.595 0.004 1.105260e-58 2
## BLVRB 1.291741e-61 1.4503853 0.899 0.118 2.069628e-57 2
## DMXL2 1.772489e-61 1.0382330 0.658 0.020 2.839881e-57 2
## ALOX5 2.361486e-61 0.8579626 0.658 0.018 3.783573e-57 2
## FAM198B 2.921332e-61 0.7982803 0.557 0.000 4.680558e-57 2
## ZNF385A 3.081565e-61 0.8611102 0.582 0.004 4.937283e-57 2
## LST1 3.500367e-61 2.2417429 0.987 0.228 5.608288e-57 2
## CPPED1 4.161296e-61 1.1189681 0.696 0.031 6.667228e-57 2
## SLC24A4 4.727346e-61 0.7969287 0.570 0.002 7.574154e-57 2
## KCTD12 2.526463e-60 1.3113217 0.797 0.071 4.047899e-56 2
## TYMP 3.132785e-60 2.1451694 0.987 0.228 5.019349e-56 2
## NFE2 7.577657e-60 0.8884393 0.570 0.004 1.214092e-55 2
## PLXDC2 1.017624e-59 0.8548064 0.557 0.002 1.630437e-55 2
## MSRB1 1.503118e-59 1.0834900 0.785 0.067 2.408295e-55 2
## LGALS3 2.775367e-59 1.3941943 0.937 0.124 4.446693e-55 2
## CFP 3.797320e-59 1.3518015 0.861 0.111 6.084065e-55 2
## CD86 3.047707e-58 0.8056581 0.570 0.007 4.883036e-54 2
## CCR1 4.019451e-58 0.7679868 0.544 0.002 6.439964e-54 2
## LYZ 1.467019e-57 4.8882442 1.000 0.286 2.350458e-53 2
## SIRPB1 3.982007e-57 0.7948866 0.595 0.013 6.379971e-53 2
## CTSZ 4.960756e-57 1.3965885 0.886 0.131 7.948123e-53 2
## LRRK2 8.098739e-57 0.7530935 0.544 0.004 1.297580e-52 2
## MGST1 8.314317e-57 0.8133578 0.544 0.004 1.332120e-52 2
## TLR4 1.047331e-56 0.7928868 0.532 0.002 1.678034e-52 2
## APLP2 2.172255e-56 1.5837081 0.962 0.206 3.480387e-52 2
## TBXAS1 2.191313e-56 0.8969784 0.595 0.016 3.510922e-52 2
## HLA-DMB 2.674303e-56 1.1582752 0.873 0.100 4.284768e-52 2
## SLC11A1 5.407702e-56 0.8501581 0.608 0.018 8.664219e-52 2
## LILRA2 1.852727e-55 0.7584850 0.544 0.007 2.968439e-51 2
## LRP1 1.870127e-55 0.7995635 0.532 0.004 2.996318e-51 2
## NFAM1 3.617989e-55 0.6593997 0.519 0.002 5.796741e-51 2
## CTSH 4.772695e-55 1.0486639 0.823 0.091 7.646811e-51 2
## NUP214 1.209642e-54 1.3023201 0.848 0.122 1.938088e-50 2
## PILRA 1.376476e-54 0.9222781 0.570 0.013 2.205389e-50 2
## RASSF4 3.723028e-54 0.8454233 0.570 0.013 5.965035e-50 2
## LYN 3.827564e-54 1.1445979 0.785 0.075 6.132523e-50 2
## GAS7 4.408828e-54 0.8653228 0.557 0.011 7.063824e-50 2
## P2RY13 5.359737e-54 0.8529136 0.494 0.000 8.587371e-50 2
## C19orf38 1.128375e-53 0.8294001 0.595 0.020 1.807882e-49 2
## PLXNB2 1.472886e-53 0.7879703 0.544 0.009 2.359858e-49 2
## LILRB3 2.673455e-53 0.8740790 0.595 0.022 4.283410e-49 2
## CAPG 2.938591e-53 1.3750943 0.861 0.135 4.708211e-49 2
## AIF1 6.271535e-53 2.5304722 0.987 0.350 1.004825e-48 2
## MEGF9 1.186264e-52 1.1110813 0.747 0.071 1.900632e-48 2
## TLR2 1.274572e-52 0.7508137 0.544 0.011 2.042119e-48 2
## AP1S2 1.363943e-52 1.5516149 0.975 0.271 2.185310e-48 2
## PYGL 1.465351e-52 0.6919641 0.481 0.000 2.347785e-48 2
## HLA-DRA 1.590395e-52 2.1184218 0.949 0.186 2.548130e-48 2
## PGD 2.164956e-52 1.0572050 0.772 0.084 3.468692e-48 2
## PLAUR 4.379326e-52 0.9381096 0.608 0.027 7.016556e-48 2
## PECAM1 9.912292e-52 1.1565442 0.873 0.140 1.588147e-47 2
## ZEB2 1.197628e-51 1.2286497 0.899 0.115 1.918839e-47 2
## SNX10 1.490953e-51 1.1012697 0.785 0.089 2.388805e-47 2
## MARCKS 1.493352e-51 1.2399142 0.582 0.022 2.392649e-47 2
## DPYSL2 1.508822e-51 0.9935860 0.759 0.080 2.417434e-47 2
## PSAP 1.661613e-51 2.5402680 1.000 0.397 2.662236e-47 2
## MARCH1 1.858852e-51 0.9488167 0.658 0.038 2.978253e-47 2
## OSCAR 3.958209e-51 0.5719328 0.468 0.000 6.341842e-47 2
## IL13RA1 5.236408e-51 0.7239398 0.506 0.007 8.389772e-47 2
## ADA2 8.825867e-51 1.1894265 0.886 0.164 1.414080e-46 2
## SLC16A3 4.197662e-50 0.8569896 0.671 0.049 6.725494e-46 2
## LGALS1 6.090433e-50 1.8407385 0.962 0.242 9.758092e-46 2
## HLA-DRB1 7.965380e-50 1.8095687 0.962 0.193 1.276213e-45 2
## ENTPD1 1.640788e-49 0.7235886 0.532 0.013 2.628870e-45 2
## CSF1R 1.650784e-49 0.6493084 0.468 0.002 2.644886e-45 2
## SKAP2 1.734192e-49 0.9848750 0.747 0.075 2.778523e-45 2
## PIK3AP1 1.984305e-49 0.7142957 0.532 0.013 3.179253e-45 2
## WARS 2.248822e-49 1.0547458 0.709 0.069 3.603063e-45 2
## RAB3D 2.484281e-49 0.6034895 0.506 0.009 3.980315e-45 2
## IFI30 5.441716e-49 0.9890867 0.582 0.027 8.718717e-45 2
## CLEC4E 3.155780e-48 0.7120614 0.456 0.002 5.056191e-44 2
## LGALS2 3.601469e-48 1.0299549 0.456 0.002 5.770273e-44 2
## SHTN1 3.671606e-48 0.8213897 0.494 0.009 5.882647e-44 2
## LILRA1 4.448394e-48 0.6158105 0.456 0.002 7.127217e-44 2
## SECTM1 4.770722e-48 0.6996320 0.481 0.007 7.643651e-44 2
## RBM47 5.547683e-48 0.6273323 0.481 0.007 8.888498e-44 2
## AGTRAP 5.570305e-48 1.1983321 0.861 0.164 8.924743e-44 2
## FES 6.477177e-48 0.8323814 0.582 0.029 1.037773e-43 2
## OGFRL1 9.836208e-48 0.9090530 0.658 0.055 1.575957e-43 2
## APOBEC3A 3.102270e-47 1.1305664 0.506 0.013 4.970458e-43 2
## BRI3 3.894826e-47 1.6342179 0.987 0.494 6.240290e-43 2
## SULT1A1 3.931945e-47 1.0925387 0.696 0.078 6.299762e-43 2
## RNASE2 7.261215e-47 0.7875268 0.430 0.000 1.163392e-42 2
## SMIM25 9.593318e-47 0.7023594 0.443 0.002 1.537041e-42 2
## TREM1 1.011220e-46 0.6556038 0.443 0.002 1.620177e-42 2
## HMOX1 1.220645e-46 0.6653517 0.456 0.004 1.955717e-42 2
## MYO1F 1.374570e-46 1.1601094 0.873 0.155 2.202336e-42 2
## SLC8A1 1.461580e-46 0.5521834 0.443 0.002 2.341743e-42 2
## JAML 1.914965e-46 1.2656307 0.949 0.277 3.068157e-42 2
## CTSS 2.752259e-46 3.0887082 0.987 0.563 4.409670e-42 2
## AOAH 4.026878e-46 0.9315948 0.709 0.069 6.451863e-42 2
## S100A11 5.469403e-46 1.8901844 0.987 0.541 8.763077e-42 2
## COTL1 6.745194e-46 1.7621121 1.000 0.656 1.080715e-41 2
## FTL 1.096347e-45 2.2481951 1.000 0.991 1.756566e-41 2
## LAT2 1.536546e-45 0.8577109 0.646 0.051 2.461854e-41 2
## CTSD 1.696683e-45 1.7445097 0.987 0.501 2.718425e-41 2
## LGALS9 1.765350e-45 0.9074059 0.747 0.104 2.828444e-41 2
## TLR8 1.870214e-45 0.5661580 0.418 0.000 2.996457e-41 2
## STAB1 1.881155e-45 0.7515977 0.468 0.009 3.013987e-41 2
## TFEC 3.434655e-45 0.5423021 0.443 0.004 5.503005e-41 2
## FTH1 4.029515e-45 1.5111843 1.000 1.000 6.456088e-41 2
## OAZ1 6.655060e-45 1.4464593 1.000 0.956 1.066274e-40 2
## RGS2 1.411280e-44 1.6283891 0.962 0.337 2.261152e-40 2
## ALDH1A1 4.760806e-44 0.6791054 0.405 0.000 7.627763e-40 2
## EMILIN2 4.983217e-44 0.7452811 0.582 0.040 7.984110e-40 2
## FCGRT 6.448838e-44 1.2358609 0.911 0.268 1.033233e-39 2
## TALDO1 8.595535e-44 1.5847269 0.975 0.508 1.377177e-39 2
## BASP1 1.383738e-43 0.7115254 0.519 0.022 2.217025e-39 2
## CD1D 1.476274e-43 0.5947652 0.443 0.007 2.365286e-39 2
## S100A6 1.757955e-43 2.0103776 1.000 0.940 2.816596e-39 2
## CKAP4 1.829711e-43 0.8066871 0.557 0.033 2.931563e-39 2
## AL034397.3 1.938289e-43 0.5670852 0.443 0.007 3.105527e-39 2
## CXCL8 1.965070e-43 1.5167299 0.481 0.016 3.148435e-39 2
## SRGN 2.353677e-43 1.6940367 1.000 0.672 3.771062e-39 2
## H3F3A 3.305693e-43 1.1708129 1.000 0.993 5.296382e-39 2
## GSTP1 3.566257e-43 1.6929202 0.987 0.554 5.713857e-39 2
## GAPT 4.672006e-43 0.7548597 0.582 0.038 7.485488e-39 2
## TSPO 4.687877e-43 1.5712825 0.987 0.703 7.510916e-39 2
## CTSB 7.983113e-43 1.2958382 0.899 0.255 1.279054e-38 2
## RETN 9.581403e-43 0.9355102 0.456 0.011 1.535132e-38 2
## MEF2C 9.910194e-43 0.7833225 0.595 0.042 1.587811e-38 2
## ANPEP 1.197868e-42 0.5512817 0.392 0.000 1.919224e-38 2
## CD163 1.197868e-42 0.5086278 0.392 0.000 1.919224e-38 2
## ASAH1 1.345513e-42 1.2988230 0.937 0.337 2.155781e-38 2
## CREB5 2.029302e-42 0.5639240 0.418 0.004 3.251347e-38 2
## GCA 2.491722e-42 1.0534888 0.759 0.129 3.992238e-38 2
## CHST15 2.958138e-42 0.5471026 0.430 0.007 4.739529e-38 2
## ITGAM 3.079755e-42 0.7680342 0.544 0.031 4.934384e-38 2
## NADK 3.143973e-42 0.9008988 0.671 0.078 5.037273e-38 2
## HLA-DMA 3.716225e-42 0.9605107 0.759 0.104 5.954136e-38 2
## TKT 4.364396e-42 1.6114349 0.975 0.568 6.992636e-38 2
## PRKCD 7.628473e-42 0.8274019 0.570 0.044 1.222234e-37 2
## NCF1 8.313230e-42 1.7133382 0.962 0.421 1.331946e-37 2
## QPCT 2.979271e-41 0.5363738 0.380 0.000 4.773389e-37 2
## AC096667.1 2.979271e-41 0.4627501 0.380 0.000 4.773389e-37 2
## HHEX 3.082412e-41 0.7169978 0.519 0.027 4.938640e-37 2
## SIRPA 3.960669e-41 0.5785431 0.392 0.002 6.345784e-37 2
## ALDH3B1 6.839666e-41 0.5322126 0.392 0.002 1.095851e-36 2
## CCDC88A 7.061330e-41 0.9060113 0.709 0.089 1.131366e-36 2
## EVI5 7.443838e-41 0.5403829 0.405 0.004 1.192652e-36 2
## SLC43A2 1.438580e-40 0.6509078 0.519 0.029 2.304893e-36 2
## RAC1 2.123080e-40 1.2618273 1.000 0.636 3.401599e-36 2
## CEBPA 2.952199e-40 0.7307054 0.494 0.024 4.730013e-36 2
## LTA4H 4.447527e-40 1.2415392 0.924 0.306 7.125829e-36 2
## GAPDH 4.793297e-40 1.1990423 1.000 0.962 7.679821e-36 2
## S100A4 4.908711e-40 1.7807514 0.987 0.718 7.864737e-36 2
## METTL7A 4.989116e-40 0.7076201 0.532 0.031 7.993562e-36 2
## F13A1 7.325182e-40 0.5866865 0.367 0.000 1.173641e-35 2
## IL1RN 7.325182e-40 0.5352794 0.367 0.000 1.173641e-35 2
## ASGR2 7.325182e-40 0.4813587 0.367 0.000 1.173641e-35 2
## PLXNC1 1.062948e-39 0.7843946 0.494 0.027 1.703055e-35 2
## ANXA5 1.184901e-39 1.0711033 0.911 0.255 1.898448e-35 2
## ADAP2 1.470050e-39 0.5099079 0.392 0.004 2.355314e-35 2
## STXBP2 1.484500e-39 1.2746619 0.899 0.295 2.378466e-35 2
## NPC2 1.815141e-39 1.2908533 0.949 0.390 2.908218e-35 2
## CRTAP 3.048391e-39 0.9649704 0.747 0.131 4.884131e-35 2
## SCIMP 7.899961e-39 0.5931487 0.456 0.018 1.265732e-34 2
## ZFHX3 1.075884e-38 0.5685617 0.430 0.013 1.723781e-34 2
## GRINA 1.187400e-38 0.9287194 0.747 0.133 1.902452e-34 2
## VSIR 2.336777e-38 1.2855910 0.937 0.455 3.743984e-34 2
## MEFV 2.805936e-38 0.5339617 0.367 0.002 4.495671e-34 2
## EFHD2 4.257365e-38 0.9326130 0.886 0.211 6.821150e-34 2
## IL17RA 5.720125e-38 1.0216033 0.861 0.233 9.164785e-34 2
## LYST 6.256982e-38 1.1064360 0.759 0.144 1.002494e-33 2
## YBX3 6.743911e-38 1.0902931 0.671 0.089 1.080509e-33 2
## NEAT1 7.894158e-38 1.6163899 1.000 0.849 1.264802e-33 2
## PYCARD 1.748420e-37 1.2266841 0.911 0.355 2.801318e-33 2
## CARD16 2.622075e-37 1.1425556 0.911 0.361 4.201089e-33 2
## TTYH3 3.480097e-37 0.5228849 0.430 0.016 5.575811e-33 2
## CYP27A1 4.279595e-37 0.5235807 0.342 0.000 6.856767e-33 2
## CYBA 7.431553e-37 1.2399849 0.987 0.876 1.190683e-32 2
## PLEK 7.447000e-37 0.8941296 0.772 0.122 1.193158e-32 2
## SEMA4A 8.017341e-37 0.4972815 0.380 0.007 1.284538e-32 2
## ATP6V0B 8.356822e-37 1.3349160 0.924 0.435 1.338930e-32 2
## NAGK 1.052959e-36 1.1156652 0.785 0.200 1.687052e-32 2
## IFITM3 2.311068e-36 1.3122258 0.557 0.058 3.702793e-32 2
## ANXA2 2.622027e-36 1.2037991 0.924 0.328 4.201012e-32 2
## CNPY3 2.986183e-36 1.0982323 0.937 0.357 4.784462e-32 2
## GRK3 3.509944e-36 0.5961442 0.544 0.047 5.623632e-32 2
## GLIPR1 4.100738e-36 1.1595018 0.911 0.306 6.570203e-32 2
## ATP6V0D1 7.782283e-36 1.0255551 0.823 0.233 1.246877e-31 2
## HK3 1.017082e-35 0.3979471 0.329 0.000 1.629569e-31 2
## CD74 1.675837e-35 1.3803188 1.000 0.710 2.685026e-31 2
## SH3BP2 1.727649e-35 0.8309172 0.696 0.120 2.768039e-31 2
## IFNGR2 1.940736e-35 0.8508608 0.734 0.140 3.109448e-31 2
## NAIP 2.278170e-35 0.7493631 0.646 0.091 3.650084e-31 2
## TNFRSF1B 3.075177e-35 1.1024247 0.861 0.255 4.927048e-31 2
## CHP1 4.142264e-35 0.6759203 0.633 0.086 6.636736e-31 2
## FBXL5 9.624746e-35 0.8672939 0.797 0.197 1.542077e-30 2
## TPP1 1.792246e-34 0.9563505 0.810 0.226 2.871536e-30 2
## NAMPT 1.861212e-34 1.1955681 0.848 0.253 2.982034e-30 2
## MT-ND1 1.878012e-34 0.6415037 1.000 0.998 3.008951e-30 2
## SMCO4 2.496572e-34 0.5680468 0.430 0.022 4.000007e-30 2
## ODF3B 2.739196e-34 0.5813076 0.380 0.011 4.388739e-30 2
## GLUL 2.908629e-34 0.9400020 0.759 0.160 4.660205e-30 2
## RASGRP4 5.778531e-34 0.4868645 0.367 0.009 9.258363e-30 2
## EVI2B 5.984232e-34 1.1642043 0.975 0.634 9.587937e-30 2
## ARHGAP26 8.305475e-34 0.8075465 0.646 0.104 1.330703e-29 2
## KIAA0930 1.058751e-33 0.7486497 0.570 0.071 1.696330e-29 2
## NOTCH2 1.367460e-33 0.7134540 0.557 0.064 2.190944e-29 2
## ZNF467 1.896966e-33 0.6497795 0.519 0.051 3.039319e-29 2
## PPT1 5.324316e-33 0.9324980 0.873 0.339 8.530619e-29 2
## SCPEP1 5.396746e-33 0.8419368 0.620 0.093 8.646667e-29 2
## SLC15A3 6.292603e-33 0.5173930 0.354 0.009 1.008201e-28 2
## MTMR11 1.115074e-32 0.4203274 0.329 0.004 1.786572e-28 2
## ST3GAL6 1.248884e-32 0.4282979 0.316 0.002 2.000962e-28 2
## GLIPR2 1.381790e-32 0.9145962 0.835 0.237 2.213905e-28 2
## LINC00877 1.535334e-32 0.4304167 0.329 0.004 2.459912e-28 2
## CASP1 1.897856e-32 1.0410032 0.835 0.257 3.040744e-28 2
## LY96 2.136161e-32 0.7847263 0.620 0.098 3.422557e-28 2
## ITPRIPL2 2.295660e-32 0.4420291 0.342 0.007 3.678107e-28 2
## ATP6V1B2 2.655806e-32 0.7720226 0.709 0.155 4.255132e-28 2
## ARPC5 4.474676e-32 0.9680426 0.987 0.698 7.169326e-28 2
## ITGB2 6.445155e-32 0.9828516 0.987 0.785 1.032643e-27 2
## PADI4 6.621351e-32 0.7725530 0.456 0.035 1.060873e-27 2
## SDCBP 9.607605e-32 0.9521819 0.975 0.506 1.539330e-27 2
## ADAM15 9.753214e-32 0.5638284 0.430 0.029 1.562660e-27 2
## MYL6 1.119387e-31 0.8196917 1.000 0.973 1.793482e-27 2
## ARPC3 1.165494e-31 0.8516143 1.000 0.960 1.867354e-27 2
## AP2S1 1.180067e-31 0.9917607 0.924 0.446 1.890703e-27 2
## STEAP4 1.799872e-31 0.4826335 0.304 0.002 2.883755e-27 2
## LCP1 1.800302e-31 1.1457506 0.949 0.681 2.884444e-27 2
## SERPINB1 1.809306e-31 1.0233246 0.937 0.479 2.898870e-27 2
## CTNNA1 1.872103e-31 0.5030026 0.443 0.031 2.999483e-27 2
## SH3BGRL3 2.029980e-31 0.9014481 1.000 0.973 3.252434e-27 2
## NLRP3 2.477183e-31 0.4333793 0.329 0.007 3.968942e-27 2
## CAMK1 3.704050e-31 0.4046185 0.329 0.007 5.934629e-27 2
## CSF2RA 4.698411e-31 0.3943237 0.342 0.009 7.527794e-27 2
## TESC 7.831261e-31 0.5161243 0.380 0.018 1.254725e-26 2
## CES1 1.088898e-30 0.7396063 0.443 0.033 1.744633e-26 2
## ITGAX 1.323260e-30 0.6519887 0.468 0.042 2.120127e-26 2
## SMARCD3 1.846395e-30 0.5515565 0.418 0.029 2.958293e-26 2
## ATP5F1E 2.263551e-30 0.6756926 1.000 0.993 3.626661e-26 2
## LAMTOR1 2.438579e-30 1.0976017 0.924 0.494 3.907092e-26 2
## RHOA 2.794712e-30 0.7898409 0.987 0.847 4.477688e-26 2
## HK2 2.817869e-30 0.4418698 0.354 0.013 4.514790e-26 2
## TNFSF10 2.879032e-30 1.1669735 0.861 0.337 4.612785e-26 2
## MCEMP1 2.905753e-30 0.4711952 0.278 0.000 4.655597e-26 2
## OLIG1 2.905753e-30 0.3792839 0.278 0.000 4.655597e-26 2
## TET2 3.235719e-30 0.6908349 0.620 0.102 5.184270e-26 2
## GNAI2 3.382011e-30 0.8851743 0.987 0.922 5.418658e-26 2
## NACC2 3.496034e-30 0.5269051 0.405 0.027 5.601346e-26 2
## CLIC1 3.834598e-30 1.0340620 0.987 0.583 6.143793e-26 2
## VIM 4.214919e-30 0.9891476 1.000 0.965 6.753143e-26 2
## ELOB 4.312175e-30 0.8438199 0.987 0.858 6.908967e-26 2
## LILRA6 4.495387e-30 0.4179373 0.291 0.002 7.202510e-26 2
## TSPAN4 5.708407e-30 0.4399808 0.342 0.011 9.146010e-26 2
## DOCK5 7.089932e-30 0.3740280 0.304 0.004 1.135949e-25 2
## CSF2RB 7.264644e-30 0.3832826 0.304 0.004 1.163941e-25 2
## GSN 7.552865e-30 0.4063543 0.329 0.009 1.210120e-25 2
## SAT1 8.493424e-30 1.0383811 1.000 0.863 1.360816e-25 2
## FAM49A 9.148916e-30 0.4974645 0.392 0.022 1.465839e-25 2
## PTPRE 1.080879e-29 0.7918430 0.734 0.175 1.731784e-25 2
## ROGDI 1.100336e-29 0.5978292 0.519 0.062 1.762959e-25 2
## IRF5 1.835969e-29 0.4052837 0.354 0.016 2.941590e-25 2
## ZYX 1.902440e-29 0.9680747 0.785 0.259 3.048090e-25 2
## RAB11FIP1 3.148964e-29 0.9224669 0.772 0.213 5.045270e-25 2
## PDXK 3.653061e-29 0.7867254 0.633 0.124 5.852934e-25 2
## GNS 3.856551e-29 0.7041517 0.519 0.069 6.178965e-25 2
## CCR2 6.305353e-29 0.4257547 0.354 0.016 1.010244e-24 2
## KLF10 6.436512e-29 0.9245359 0.722 0.182 1.031258e-24 2
## FCGR1A 6.538916e-29 0.4140591 0.266 0.000 1.047665e-24 2
## MBOAT7 6.645990e-29 0.5966261 0.570 0.086 1.064821e-24 2
## NCF4 8.264111e-29 0.6555776 0.557 0.084 1.324076e-24 2
## UNC93B1 1.709464e-28 0.6875398 0.544 0.078 2.738903e-24 2
## GPBAR1 1.883421e-28 0.4171166 0.291 0.004 3.017617e-24 2
## HLA-DPA1 2.105302e-28 1.2804686 0.886 0.364 3.373114e-24 2
## LILRB1 2.341825e-28 0.5636160 0.468 0.047 3.752072e-24 2
## ADM 2.676505e-28 0.7298865 0.342 0.016 4.288296e-24 2
## SERPINB6 3.623969e-28 0.6369251 0.595 0.095 5.806324e-24 2
## AC020916.1 4.885466e-28 0.9629816 0.709 0.171 7.827493e-24 2
## IER3 5.129468e-28 1.3925496 0.848 0.366 8.218433e-24 2
## IFNGR1 6.410415e-28 0.7052968 0.671 0.146 1.027077e-23 2
## IQGAP1 6.818762e-28 0.9374019 0.924 0.541 1.092502e-23 2
## CYFIP1 8.101393e-28 0.3671291 0.329 0.013 1.298005e-23 2
## SH3BGRL 1.339073e-27 0.8506952 0.937 0.687 2.145463e-23 2
## LPCAT2 1.456049e-27 0.3966565 0.253 0.000 2.332882e-23 2
## PLA2G7 1.456049e-27 0.3434180 0.253 0.000 2.332882e-23 2
## AQP9 1.456049e-27 0.3299954 0.253 0.000 2.332882e-23 2
## ASRGL1 1.565292e-27 0.3725871 0.316 0.011 2.507911e-23 2
## BTK 2.096099e-27 0.5236190 0.405 0.031 3.358369e-23 2
## ARPC1B 2.115358e-27 0.7775192 1.000 0.827 3.389226e-23 2
## WDFY3 2.385568e-27 0.3648399 0.266 0.002 3.822157e-23 2
## CTDSPL 2.452458e-27 0.4303285 0.278 0.004 3.929328e-23 2
## LINC02432 2.638202e-27 0.4239831 0.266 0.002 4.226928e-23 2
## NLRP12 2.844928e-27 0.3444262 0.266 0.002 4.558144e-23 2
## GLT1D1 2.871907e-27 0.4185072 0.291 0.007 4.601370e-23 2
## CEBPB 3.971223e-27 1.0007421 0.873 0.397 6.362693e-23 2
## SERF2 4.118534e-27 0.6387394 1.000 1.000 6.598716e-23 2
## STAC3 4.358165e-27 0.3250037 0.291 0.007 6.982652e-23 2
## RNPEP 4.458834e-27 0.6927422 0.608 0.120 7.143943e-23 2
## TBC1D9 4.671228e-27 0.3641369 0.291 0.007 7.484242e-23 2
## SIGLEC7 4.892224e-27 0.3556450 0.291 0.007 7.838321e-23 2
## C4orf48 5.040451e-27 0.8014795 0.759 0.231 8.075811e-23 2
## ACTB 5.432078e-27 0.5991715 1.000 1.000 8.703276e-23 2
## THEMIS2 8.221302e-27 0.7352151 0.696 0.177 1.317217e-22 2
## PDLIM7 9.930779e-27 0.4682220 0.329 0.016 1.591109e-22 2
## ARAP1 1.461355e-26 0.5603852 0.519 0.080 2.341383e-22 2
## FKBP1A 1.781263e-26 0.9554376 0.911 0.568 2.853939e-22 2
## CAP1 2.064259e-26 0.8399237 0.987 0.796 3.307356e-22 2
## H2AFY 2.461541e-26 0.9709078 0.873 0.497 3.943881e-22 2
## MCL1 3.139052e-26 0.9200090 0.987 0.814 5.029389e-22 2
## AHNAK1 3.242508e-26 0.9944103 0.937 0.430 5.195147e-22 2
## CXCL16 3.275126e-26 0.3702841 0.291 0.009 5.247407e-22 2
## RTN3 5.650040e-26 1.0113395 0.759 0.295 9.052494e-22 2
## EIF4EBP1 6.280684e-26 0.5652835 0.506 0.073 1.006291e-21 2
## KIF13A 6.357931e-26 0.3425409 0.253 0.002 1.018668e-21 2
## NHSL2 6.979881e-26 0.5262122 0.380 0.031 1.118317e-21 2
## TNS3 7.164742e-26 0.3480331 0.266 0.004 1.147935e-21 2
## HLA-DPB1 7.329399e-26 1.1832451 0.835 0.326 1.174316e-21 2
## ACTR2 7.576340e-26 0.8097210 1.000 0.827 1.213881e-21 2
## MYCL 7.885961e-26 0.3623693 0.278 0.007 1.263489e-21 2
## MCTP1 9.051372e-26 0.3294570 0.278 0.007 1.450211e-21 2
## CTBP2 9.091182e-26 0.4252702 0.456 0.049 1.456589e-21 2
## MAP3K3 1.210497e-25 0.6551952 0.696 0.175 1.939459e-21 2
## MFSD1 1.452951e-25 0.6835744 0.544 0.098 2.327918e-21 2
## METRNL 1.848371e-25 0.5668605 0.430 0.044 2.961460e-21 2
## GSTO1 3.129244e-25 1.0437381 0.835 0.390 5.013674e-21 2
## SAMHD1 3.194003e-25 0.8838281 0.937 0.701 5.117432e-21 2
## BACH1 3.534690e-25 0.6387597 0.570 0.109 5.663281e-21 2
## HSBP1 4.964857e-25 0.8333264 0.722 0.237 7.954693e-21 2
## MIS18BP1 5.168812e-25 0.7363509 0.772 0.251 8.281471e-21 2
## ATP6V1A 6.833831e-25 0.6717405 0.557 0.104 1.094916e-20 2
## ADGRE2 7.651911e-25 0.4034153 0.278 0.009 1.225989e-20 2
## GNB4 7.892679e-25 0.4329111 0.291 0.011 1.264565e-20 2
## C3AR1 8.062863e-25 0.3883703 0.291 0.011 1.291832e-20 2
## INSR 8.414215e-25 0.3962699 0.291 0.011 1.348126e-20 2
## SULF2 8.629649e-25 0.7149522 0.532 0.089 1.382642e-20 2
## RHOQ 8.732262e-25 0.6328474 0.557 0.106 1.399083e-20 2
## PLEKHO1 9.732784e-25 0.9819367 0.810 0.308 1.559387e-20 2
## ADAP1 1.376341e-24 0.4884253 0.392 0.038 2.205174e-20 2
## LAMTOR4 2.282092e-24 0.7557632 0.949 0.732 3.656368e-20 2
## DAZAP2 2.378107e-24 0.7589746 0.987 0.725 3.810203e-20 2
## NCOA4 3.215924e-24 0.9077822 0.772 0.308 5.152554e-20 2
## COMT 3.671250e-24 0.7663457 0.696 0.220 5.882076e-20 2
## TRIB1 3.682944e-24 0.5143845 0.304 0.016 5.900813e-20 2
## UBE2D1 3.903870e-24 0.6568634 0.608 0.142 6.254781e-20 2
## VNN2 3.990584e-24 0.7151294 0.506 0.089 6.393714e-20 2
## RNF135 4.362302e-24 0.5230824 0.367 0.033 6.989280e-20 2
## LYL1 4.727817e-24 0.7745946 0.506 0.084 7.574908e-20 2
## CAST 4.906493e-24 0.8586728 0.911 0.510 7.861184e-20 2
## GM2A 5.175488e-24 0.3780338 0.304 0.016 8.292166e-20 2
## CORO1C 6.897266e-24 0.4562347 0.329 0.022 1.105080e-19 2
## CX3CR1 9.410796e-24 0.5249265 0.456 0.055 1.507798e-19 2
## TMSB4X 9.564522e-24 0.4119636 1.000 1.000 1.532428e-19 2
## P2RX1 9.986446e-24 0.3750373 0.304 0.016 1.600028e-19 2
## AGO4 1.146774e-23 0.5684699 0.494 0.080 1.837361e-19 2
## GLRX 1.214066e-23 0.8734898 0.911 0.552 1.945176e-19 2
## LSP1 1.502308e-23 0.7508970 0.949 0.789 2.406998e-19 2
## C1orf162 1.541916e-23 0.8436220 0.911 0.550 2.470458e-19 2
## ARRB1 2.503880e-23 0.5415776 0.456 0.067 4.011717e-19 2
## EPB41L3 2.541290e-23 0.3410588 0.266 0.009 4.071655e-19 2
## PLSCR1 2.561501e-23 0.6647806 0.494 0.084 4.104038e-19 2
## DOK3 3.492851e-23 0.4160646 0.253 0.007 5.596246e-19 2
## MSN 3.988696e-23 0.7510680 0.937 0.612 6.390689e-19 2
## ATF3 4.322060e-23 0.6030978 0.595 0.115 6.924805e-19 2
## EHBP1L1 4.602192e-23 0.7067055 0.671 0.188 7.373632e-19 2
## UBXN11 4.812261e-23 0.6421445 0.557 0.120 7.710205e-19 2
## TLR5 5.320887e-23 0.4217521 0.342 0.027 8.525125e-19 2
## DAPP1 5.378297e-23 0.7409330 0.646 0.166 8.617107e-19 2
## ZNF516 6.802910e-23 0.3922776 0.354 0.031 1.089962e-18 2
## RHOB 8.047503e-23 0.9323862 0.772 0.264 1.289371e-18 2
## CAPNS1 9.266885e-23 0.7696895 0.873 0.426 1.484740e-18 2
## SOD2 1.015251e-22 1.0390983 0.823 0.401 1.626635e-18 2
## MT-ND2 1.117730e-22 0.5292176 0.987 0.996 1.790827e-18 2
## DUSP3 1.123432e-22 0.4095071 0.291 0.016 1.799963e-18 2
## ANXA11 1.514686e-22 0.9075216 0.937 0.463 2.426829e-18 2
## PHLDA2 1.538663e-22 0.5037224 0.291 0.016 2.465246e-18 2
## LAMP2 1.558851e-22 0.6486161 0.620 0.166 2.497592e-18 2
## SPINT1 3.161433e-22 0.3663909 0.266 0.011 5.065248e-18 2
## ATP5MPL 3.318758e-22 0.7090539 0.975 0.683 5.317314e-18 2
## VASP 4.190952e-22 0.7968978 0.899 0.528 6.714744e-18 2
## P2RX7 4.653371e-22 0.4435596 0.367 0.038 7.455631e-18 2
## CD63 5.505659e-22 0.7714563 0.810 0.335 8.821167e-18 2
## GPCPD1 7.454843e-22 0.7113142 0.722 0.244 1.194415e-17 2
## STX11 8.383820e-22 0.4821985 0.329 0.027 1.343256e-17 2
## CREG1 9.026318e-22 0.6398173 0.519 0.109 1.446197e-17 2
## GDI2 9.983797e-22 0.6684954 0.924 0.627 1.599604e-17 2
## ACSL1 1.163267e-21 0.4570666 0.329 0.027 1.863786e-17 2
## TMEM205 1.239448e-21 0.6419539 0.582 0.137 1.985844e-17 2
## UQCRC1 2.186582e-21 0.6572389 0.734 0.253 3.503342e-17 2
## CCL3 2.378045e-21 1.2082177 0.418 0.060 3.810104e-17 2
## IMPA2 3.014259e-21 0.4198742 0.342 0.033 4.829446e-17 2
## GNB2 3.352982e-21 0.7572300 0.848 0.466 5.372148e-17 2
## NAGA 3.783989e-21 0.4130692 0.342 0.033 6.062707e-17 2
## LAPTM5 3.794306e-21 0.6286706 0.962 0.967 6.079237e-17 2
## PAK1 4.044127e-21 0.5652329 0.468 0.082 6.479500e-17 2
## PKM 4.418947e-21 0.7034863 0.937 0.712 7.080037e-17 2
## S100A101 6.131641e-21 0.8540741 0.949 0.847 9.824115e-17 2
## ZNF106 9.761789e-21 0.7514088 0.684 0.226 1.564034e-16 2
## LACTB 1.032382e-20 0.6336287 0.532 0.124 1.654083e-16 2
## PTPN12 1.057837e-20 0.5355151 0.468 0.078 1.694866e-16 2
## MPST 1.425086e-20 0.4680824 0.392 0.051 2.283274e-16 2
## RASSF2 1.730262e-20 0.5828247 0.570 0.137 2.772225e-16 2
## CALHM6 1.831449e-20 0.5137920 0.367 0.044 2.934348e-16 2
## AC020656.1 2.045822e-20 0.4710529 0.329 0.033 3.277817e-16 2
## TCIRG1 2.052009e-20 0.6770610 0.696 0.228 3.287729e-16 2
## SH2B3 2.395239e-20 0.4421206 0.405 0.058 3.837652e-16 2
## PPM1F 2.636345e-20 0.4833322 0.380 0.051 4.223952e-16 2
## GLB1 2.674105e-20 0.4386273 0.418 0.062 4.284451e-16 2
## DUSP1 3.497119e-20 0.7306443 0.975 0.942 5.603084e-16 2
## SERPINB8 3.781401e-20 0.3519488 0.342 0.035 6.058561e-16 2
## SPTSSA 4.632742e-20 0.4853536 0.418 0.067 7.422580e-16 2
## SLC31A1 5.756060e-20 0.3111451 0.266 0.016 9.222360e-16 2
## VAMP8 8.904970e-20 0.7110207 0.911 0.703 1.426754e-15 2
## S100Z 9.001299e-20 0.3753558 0.253 0.013 1.442188e-15 2
## VMP1 1.034702e-19 0.8627333 0.861 0.461 1.657799e-15 2
## JDP2 1.073527e-19 0.3235523 0.253 0.013 1.720005e-15 2
## FBP1 1.128729e-19 0.3651820 0.304 0.027 1.808450e-15 2
## PLPPR2 1.160823e-19 0.2929736 0.253 0.013 1.859870e-15 2
## STAT2 1.448122e-19 0.6225537 0.595 0.173 2.320182e-15 2
## EVI2A 1.457135e-19 0.8713272 0.747 0.319 2.334622e-15 2
## PLIN3 1.647214e-19 0.5397667 0.544 0.137 2.639167e-15 2
## TRIOBP 1.773644e-19 0.4805687 0.519 0.104 2.841733e-15 2
## SLC2A6 1.816995e-19 0.4237007 0.354 0.042 2.911190e-15 2
## TOM1 1.906699e-19 0.5249720 0.494 0.106 3.054914e-15 2
## LAPTM4A 2.160778e-19 0.6905454 0.747 0.328 3.461998e-15 2
## DPYD 2.184813e-19 0.6205107 0.620 0.193 3.500507e-15 2
## TMEM154 2.199951e-19 0.7385764 0.633 0.200 3.524762e-15 2
## PICALM 2.652861e-19 0.6666922 0.570 0.153 4.250414e-15 2
## SAT2 2.671518e-19 0.6326195 0.734 0.304 4.280307e-15 2
## AC007952.4 3.332177e-19 0.7992482 0.924 0.599 5.338814e-15 2
## MTPN 3.913924e-19 0.7795057 0.873 0.519 6.270889e-15 2
## FAM120A 3.922178e-19 0.6945076 0.734 0.297 6.284114e-15 2
## ATP6V0A1 4.038392e-19 0.3425654 0.316 0.031 6.470312e-15 2
## MPP1 4.410485e-19 0.6764714 0.418 0.071 7.066479e-15 2
## KIAA0513 5.239207e-19 0.3734307 0.329 0.035 8.394258e-15 2
## RELT 5.577354e-19 0.4371433 0.430 0.075 8.936036e-15 2
## NFKBIZ 5.668832e-19 1.0005235 0.861 0.554 9.082603e-15 2
## TMEM170B 7.255361e-19 0.2839126 0.253 0.016 1.162454e-14 2
## NBPF14 7.263554e-19 0.4672853 0.367 0.051 1.163767e-14 2
## PPIF 7.330313e-19 0.5772293 0.418 0.073 1.174463e-14 2
## PLEKHO2 8.342197e-19 0.4071914 0.367 0.051 1.336587e-14 2
## PRCP 8.364442e-19 0.5155516 0.468 0.095 1.340151e-14 2
## C15orf39 9.279938e-19 0.3685459 0.342 0.040 1.486832e-14 2
## FLNA 1.034664e-18 0.8007558 0.823 0.419 1.657738e-14 2
## CBFA2T3 1.041837e-18 0.3820925 0.291 0.024 1.669232e-14 2
## SPECC1 1.096670e-18 0.4325176 0.354 0.047 1.757085e-14 2
## CKLF 1.263355e-18 0.6347967 0.810 0.339 2.024148e-14 2
## TPM3 1.266904e-18 0.6061310 0.987 0.863 2.029834e-14 2
## HPSE 1.298341e-18 0.3997225 0.266 0.020 2.080202e-14 2
## MFSD14B 1.533057e-18 0.4969443 0.443 0.084 2.456263e-14 2
## NFKBIA 1.566598e-18 0.7838931 0.975 0.878 2.510004e-14 2
## TM9SF2 1.633217e-18 0.5208821 0.633 0.193 2.616740e-14 2
## SYNGR2 3.957159e-18 0.6069225 0.620 0.208 6.340160e-14 2
## QKI 4.856462e-18 0.6376358 0.709 0.297 7.781024e-14 2
## ENO1 5.184800e-18 0.7039230 0.949 0.765 8.307086e-14 2
## CXorf21 5.216481e-18 0.3442300 0.278 0.024 8.357846e-14 2
## BMP2K 6.547376e-18 0.4234667 0.380 0.058 1.049021e-13 2
## TNFRSF1A 6.584819e-18 0.5405916 0.544 0.135 1.055020e-13 2
## CARD19 7.680683e-18 0.5121758 0.456 0.089 1.230599e-13 2
## OAS1 8.740930e-18 0.6130938 0.418 0.080 1.400472e-13 2
## DIAPH2 1.006216e-17 0.4434064 0.367 0.058 1.612159e-13 2
## BAZ2B 1.266002e-17 0.6181895 0.494 0.122 2.028389e-13 2
## IMPDH1 1.285827e-17 0.5423873 0.506 0.120 2.060153e-13 2
## MYD88 1.326401e-17 0.5682176 0.506 0.120 2.125160e-13 2
## PRELID1 1.328129e-17 0.6994360 0.899 0.592 2.127928e-13 2
## BICD2 1.399215e-17 0.4889954 0.532 0.133 2.241823e-13 2
## RAB27A 1.569489e-17 0.5041229 0.595 0.171 2.514636e-13 2
## MYO1G 1.886290e-17 0.6283204 0.785 0.355 3.022213e-13 2
## CDKN1A 1.923892e-17 0.5469515 0.392 0.067 3.082460e-13 2
## RHOG 2.031483e-17 0.6908628 0.873 0.543 3.254842e-13 2
## POU2F2 2.306797e-17 1.0349373 0.722 0.381 3.695950e-13 2
## HRH2 2.434439e-17 0.4971540 0.494 0.113 3.900458e-13 2
## CMTM6 2.948412e-17 0.6612892 0.734 0.328 4.723946e-13 2
## TK2 3.849972e-17 0.3227561 0.291 0.031 6.168425e-13 2
## JAK2 3.918528e-17 0.4032004 0.316 0.040 6.278265e-13 2
## ATP2B1-AS1 4.046894e-17 0.8098820 0.734 0.324 6.483934e-13 2
## C9orf72 4.747004e-17 0.5272801 0.456 0.098 7.605649e-13 2
## CUX1 5.140525e-17 0.6003126 0.570 0.175 8.236149e-13 2
## ARPC4 5.419848e-17 0.6920614 0.899 0.621 8.683680e-13 2
## TPI1 6.103334e-17 0.6320424 0.911 0.656 9.778762e-13 2
## PABPC1 6.939135e-17 0.4243314 1.000 0.996 1.111788e-12 2
## FHL3 7.463262e-17 0.5010111 0.367 0.062 1.195764e-12 2
## INPPL1 7.777194e-17 0.3646376 0.354 0.053 1.246062e-12 2
## RP2 8.116624e-17 0.3117103 0.316 0.040 1.300445e-12 2
## RPN1 8.355950e-17 0.5041979 0.595 0.188 1.338790e-12 2
## CTSA 9.069370e-17 0.7127844 0.620 0.202 1.453094e-12 2
## MICAL2 9.390773e-17 0.3034163 0.278 0.029 1.504590e-12 2
## SLC31A2 1.004318e-16 0.4732692 0.380 0.069 1.609118e-12 2
## RAB34 1.027924e-16 0.3277878 0.266 0.024 1.646940e-12 2
## AGTPBP1 1.097542e-16 0.5206536 0.506 0.131 1.758481e-12 2
## ARRB2 1.142423e-16 0.7505321 0.772 0.486 1.830390e-12 2
## CD300A 1.245967e-16 0.4259806 0.456 0.095 1.996288e-12 2
## SPG21 1.361265e-16 0.5553075 0.557 0.166 2.181019e-12 2
## CDC42EP3 1.374886e-16 0.6740858 0.646 0.224 2.202843e-12 2
## ATG3 1.548821e-16 0.6556141 0.722 0.346 2.481520e-12 2
## FAM214B 2.316049e-16 0.4245920 0.329 0.049 3.710774e-12 2
## BID 2.966235e-16 0.5233074 0.570 0.184 4.752501e-12 2
## SNX27 3.501718e-16 0.5249616 0.595 0.191 5.610453e-12 2
## CLTC 3.697442e-16 0.5527822 0.506 0.142 5.924042e-12 2
## ATG16L2 3.934942e-16 0.5417223 0.544 0.164 6.304563e-12 2
## CD83 4.043378e-16 0.6495871 0.544 0.164 6.478300e-12 2
## MTRNR2L8 4.151176e-16 0.4885463 0.494 0.122 6.651014e-12 2
## METTL9 4.466658e-16 0.7464306 0.772 0.450 7.156480e-12 2
## LAMTOR2 4.729096e-16 0.6183396 0.684 0.302 7.576958e-12 2
## MOB1A 5.251298e-16 0.6429782 0.848 0.455 8.413630e-12 2
## PTPN18 5.302634e-16 0.7189327 0.595 0.200 8.495881e-12 2
## RNF149 5.674615e-16 0.5911340 0.658 0.268 9.091867e-12 2
## LRRFIP1 6.250762e-16 0.6123176 0.949 0.752 1.001497e-11 2
## GAA 6.923797e-16 0.4155618 0.354 0.058 1.109331e-11 2
## PRKACA 7.540544e-16 0.4861670 0.494 0.126 1.208146e-11 2
## ATOX1 7.576677e-16 0.5399967 0.532 0.153 1.213935e-11 2
## PLCB2 8.133981e-16 0.6440995 0.519 0.153 1.303226e-11 2
## CALM2 8.408869e-16 0.7599375 0.911 0.783 1.347269e-11 2
## HACD4 9.256747e-16 0.5870281 0.570 0.188 1.483116e-11 2
## RAB5IF 9.662894e-16 0.6291582 0.747 0.375 1.548189e-11 2
## DENND3 1.005649e-15 0.3298362 0.278 0.033 1.611251e-11 2
## E2F3 1.384149e-15 0.4358972 0.367 0.067 2.217684e-11 2
## ACAP2 1.625349e-15 0.5952671 0.810 0.439 2.604133e-11 2
## REEP5 1.910992e-15 0.6347603 0.747 0.348 3.061792e-11 2
## FGD2 1.918983e-15 0.3086848 0.253 0.024 3.074594e-11 2
## MAPKAPK3 2.200054e-15 0.5307529 0.506 0.149 3.524927e-11 2
## CANX 2.255096e-15 0.6461732 0.797 0.419 3.613115e-11 2
## ZSWIM6 2.340638e-15 0.4378306 0.354 0.064 3.750170e-11 2
## ATP6V1F 2.530521e-15 0.6568249 0.810 0.514 4.054401e-11 2
## IQGAP2 2.937791e-15 0.6614902 0.747 0.330 4.706930e-11 2
## MAP3K8 3.390407e-15 0.3301052 0.291 0.038 5.432110e-11 2
## ITPK1 3.505156e-15 0.3848036 0.354 0.064 5.615962e-11 2
## FNDC3B 3.698384e-15 0.4170762 0.405 0.086 5.925550e-11 2
## ARPC2 3.860528e-15 0.4577631 1.000 0.933 6.185337e-11 2
## CHMP2A 3.930132e-15 0.5910141 0.772 0.424 6.296857e-11 2
## RILPL2 4.218330e-15 0.5843292 0.633 0.255 6.758608e-11 2
## ABHD2 4.536828e-15 0.3659379 0.380 0.071 7.268905e-11 2
## MAP3K20 4.637346e-15 0.3690145 0.291 0.040 7.429956e-11 2
## TMEM127 4.714547e-15 0.3865959 0.367 0.071 7.553646e-11 2
## ATP6AP2 5.017217e-15 0.5953598 0.810 0.550 8.038585e-11 2
## GABARAP 5.955150e-15 0.4675378 0.430 0.095 9.541341e-11 2
## APOBR 6.635950e-15 0.3233573 0.253 0.027 1.063212e-10 2
## PISD 7.893635e-15 0.3793462 0.354 0.064 1.264718e-10 2
## RAB10 8.671707e-15 0.6652547 0.646 0.268 1.389381e-10 2
## B4GALT5 8.937086e-15 0.2798253 0.266 0.031 1.431900e-10 2
## UBXN2B 9.835539e-15 0.3405907 0.316 0.049 1.575850e-10 2
## FKBP15 1.064038e-14 0.3959566 0.418 0.095 1.704802e-10 2
## ATP11A 1.085273e-14 0.4829518 0.392 0.086 1.738824e-10 2
## ANO6 1.187491e-14 0.3576762 0.329 0.055 1.902598e-10 2
## PCBP1 1.191427e-14 0.6197922 0.911 0.765 1.908904e-10 2
## BST2 1.212603e-14 0.6967745 0.772 0.466 1.942832e-10 2
## FERMT3 1.319897e-14 0.6459888 0.772 0.424 2.114739e-10 2
## CIITA 1.383728e-14 0.3471454 0.329 0.053 2.217009e-10 2
## ATP6V0E1 1.509239e-14 0.5759334 0.949 0.818 2.418103e-10 2
## SGK1 1.701540e-14 0.6665793 0.671 0.293 2.726208e-10 2
## DENND6B 1.730666e-14 0.2951136 0.253 0.029 2.772873e-10 2
## NOP10 1.734061e-14 0.6190670 0.848 0.581 2.778312e-10 2
## METTL22 2.097860e-14 0.2667926 0.253 0.029 3.361191e-10 2
## CD4 2.412945e-14 0.7015429 0.734 0.390 3.866020e-10 2
## PFDN5 2.510728e-14 0.3803102 0.987 1.000 4.022688e-10 2
## BCKDK 2.644986e-14 0.4884999 0.380 0.082 4.237796e-10 2
## PSMB3 2.785758e-14 0.6541827 0.873 0.601 4.463342e-10 2
## CAMKK2 2.819348e-14 0.4565757 0.392 0.091 4.517159e-10 2
## ZFAND5 2.820280e-14 0.6644220 0.861 0.581 4.518652e-10 2
## NUMB 3.227065e-14 0.4982918 0.494 0.149 5.170403e-10 2
## MAP3K5 3.870843e-14 0.3987967 0.380 0.080 6.201865e-10 2
## HOTAIRM1 4.154600e-14 0.4214533 0.329 0.060 6.656500e-10 2
## TMEM167A 4.783612e-14 0.5518896 0.633 0.255 7.664304e-10 2
## SQSTM1 5.354155e-14 0.7102789 0.823 0.565 8.578428e-10 2
## PGAM1 5.360521e-14 0.5837324 0.797 0.508 8.588626e-10 2
## PGLS 6.383044e-14 0.6681611 0.810 0.499 1.022691e-09 2
## CARS2 7.768634e-14 0.5555962 0.544 0.195 1.244691e-09 2
## SHKBP1 8.228187e-14 0.5633436 0.620 0.248 1.318320e-09 2
## VCL 8.482756e-14 0.4770671 0.468 0.129 1.359107e-09 2
## COLGALT1 9.189690e-14 0.4452119 0.418 0.102 1.472372e-09 2
## PSTPIP1 9.329160e-14 0.6549070 0.646 0.288 1.494718e-09 2
## MAP2K3 9.412605e-14 0.5366520 0.570 0.217 1.508088e-09 2
## HSPA1A 9.654404e-14 0.6027037 0.570 0.197 1.546829e-09 2
## CD44 1.159042e-13 0.6056592 0.962 0.831 1.857017e-09 2
## TMED5 1.268178e-13 0.4491993 0.544 0.171 2.031874e-09 2
## ORAI3 1.514388e-13 0.3826034 0.354 0.073 2.426352e-09 2
## GNAQ 1.710311e-13 0.5240197 0.544 0.186 2.740261e-09 2
## TMEM91 1.958678e-13 0.4911819 0.316 0.058 3.138194e-09 2
## FLI1 1.978335e-13 0.5728892 0.684 0.319 3.169688e-09 2
## SNX2 2.280278e-13 0.4822950 0.696 0.319 3.653461e-09 2
## RNF13 3.179171e-13 0.4904254 0.620 0.248 5.093667e-09 2
## GRB2 3.416068e-13 0.5661374 0.823 0.559 5.473224e-09 2
## MTMR10 3.505484e-13 0.3368234 0.304 0.053 5.616487e-09 2
## ETV6 3.762843e-13 0.4655293 0.456 0.133 6.028826e-09 2
## EMP31 3.945584e-13 0.5519653 1.000 0.887 6.321614e-09 2
## BLVRA 3.946120e-13 0.4549072 0.430 0.120 6.322474e-09 2
## QSOX1 3.977643e-13 0.3829962 0.367 0.082 6.372979e-09 2
## GTF2I 4.972342e-13 0.5582727 0.772 0.408 7.966687e-09 2
## ATP6V1E1 5.397393e-13 0.4927504 0.595 0.237 8.647703e-09 2
## HEXB 5.525591e-13 0.5132495 0.544 0.204 8.853102e-09 2
## HLA-DQB1 5.944763e-13 0.3902634 0.354 0.071 9.524699e-09 2
## ACER3 6.029615e-13 0.3655404 0.304 0.053 9.660649e-09 2
## PTPN6 6.194493e-13 0.6074807 0.861 0.537 9.924817e-09 2
## TBL1X 6.528371e-13 0.5095727 0.519 0.180 1.045976e-08 2
## ARID3A 6.864754e-13 0.3460072 0.329 0.064 1.099871e-08 2
## SSFA2 7.059080e-13 0.3368155 0.266 0.040 1.131006e-08 2
## HVCN1 7.097151e-13 0.3107317 0.367 0.080 1.137106e-08 2
## PSMA4 7.120881e-13 0.6058764 0.759 0.463 1.140908e-08 2
## AGPAT2 7.308321e-13 0.4351315 0.354 0.080 1.170939e-08 2
## EIF4E2 8.346289e-13 0.5397471 0.557 0.215 1.337242e-08 2
## CLTA 8.730726e-13 0.5753039 0.747 0.479 1.398837e-08 2
## TYK2 8.786897e-13 0.3969162 0.405 0.109 1.407837e-08 2
## PEA15 9.413569e-13 0.4064591 0.329 0.067 1.508242e-08 2
## TET3 9.568182e-13 0.3322545 0.266 0.042 1.533014e-08 2
## LMO4 1.013025e-12 0.5220911 0.506 0.164 1.623068e-08 2
## NINJ1 1.389479e-12 0.5123877 0.532 0.208 2.226223e-08 2
## GSAP 1.412418e-12 0.3360593 0.354 0.075 2.262977e-08 2
## UBR4 1.612688e-12 0.4811088 0.532 0.184 2.583849e-08 2
## MGST2 1.637655e-12 0.3624611 0.291 0.051 2.623850e-08 2
## RNF181 1.687726e-12 0.5331763 0.658 0.308 2.704074e-08 2
## MCOLN1 1.763082e-12 0.2982037 0.278 0.044 2.824810e-08 2
## FAR1 2.067043e-12 0.4843964 0.430 0.124 3.311816e-08 2
## RARA 2.196719e-12 0.4494785 0.380 0.098 3.519582e-08 2
## C20orf27 2.399434e-12 0.4251028 0.468 0.151 3.844373e-08 2
## FOS 2.579115e-12 0.4674033 0.987 0.987 4.132259e-08 2
## MANBA 2.725726e-12 0.4006449 0.405 0.109 4.367158e-08 2
## RCBTB2 2.742025e-12 0.4849130 0.443 0.133 4.393273e-08 2
## SLC43A3 2.757805e-12 0.3161217 0.253 0.038 4.418555e-08 2
## GNG5 3.420010e-12 0.5832178 0.823 0.614 5.479541e-08 2
## TIMP1 3.444836e-12 0.5774475 0.747 0.397 5.519316e-08 2
## PCBP2 3.988200e-12 0.4428786 0.987 0.905 6.389894e-08 2
## TMEM219 4.533389e-12 0.5431740 0.772 0.450 7.263396e-08 2
## RGS19 4.545754e-12 0.5457816 0.747 0.415 7.283207e-08 2
## TMEM131 4.726536e-12 0.3552434 0.418 0.115 7.572857e-08 2
## NAAA 4.844181e-12 0.6007283 0.582 0.268 7.761348e-08 2
## PREX1 4.947345e-12 0.4201371 0.506 0.164 7.926636e-08 2
## VAMP3 5.489957e-12 0.4168958 0.430 0.124 8.796009e-08 2
## CAPN2 5.942933e-12 0.5707032 0.722 0.390 9.521768e-08 2
## RAB5C 6.670047e-12 0.4721102 0.797 0.475 1.068675e-07 2
## LIPA 6.984132e-12 0.5141134 0.557 0.226 1.118998e-07 2
## CMIP 7.363789e-12 0.5999430 0.481 0.177 1.179826e-07 2
## HOOK3 7.428050e-12 0.5113324 0.595 0.239 1.190122e-07 2
## DYNLT1 7.989137e-12 0.5901804 0.633 0.308 1.280020e-07 2
## EIF4G1 8.290804e-12 0.3950377 0.468 0.149 1.328353e-07 2
## SMAP2 8.609751e-12 0.6270594 0.873 0.608 1.379454e-07 2
## SERP1 8.869151e-12 0.4970199 0.975 0.889 1.421015e-07 2
## UBE2R2 1.017402e-11 0.5710316 0.772 0.452 1.630081e-07 2
## SQOR 1.298008e-11 0.5768308 0.544 0.242 2.079669e-07 2
## MGAT1 1.464328e-11 0.5388263 0.658 0.328 2.346146e-07 2
## LRCH4 1.496111e-11 0.4131486 0.570 0.226 2.397069e-07 2
## COX5B 1.625703e-11 0.4471781 0.899 0.809 2.604702e-07 2
## ETS2 1.657559e-11 0.3675437 0.329 0.078 2.655741e-07 2
## PTTG1IP 1.718014e-11 0.4367903 0.494 0.177 2.752601e-07 2
## FEZ2 1.801782e-11 0.4064637 0.380 0.102 2.886815e-07 2
## TRMT1 1.954786e-11 0.4502445 0.430 0.137 3.131958e-07 2
## RALB 1.979617e-11 0.4629587 0.392 0.111 3.171742e-07 2
## TNRC18 2.478000e-11 0.3638672 0.342 0.082 3.970252e-07 2
## NCKAP1L 2.549681e-11 0.6315876 0.633 0.326 4.085099e-07 2
## RIT1 2.890099e-11 0.3641849 0.430 0.126 4.630516e-07 2
## SLFN11 3.380350e-11 0.3136153 0.266 0.049 5.415996e-07 2
## BLOC1S1 3.433145e-11 0.5059656 0.797 0.517 5.500585e-07 2
## ZMIZ1 3.487207e-11 0.3449730 0.278 0.053 5.587203e-07 2
## DNAJC5 3.523670e-11 0.3104134 0.291 0.060 5.645624e-07 2
## DYNLL1 4.023253e-11 0.4566567 0.937 0.769 6.446055e-07 2
## POLE4 4.717517e-11 0.5465311 0.620 0.304 7.558405e-07 2
## SPTLC2 6.364067e-11 0.4276610 0.418 0.131 1.019651e-06 2
## ZDHHC7 6.436381e-11 0.3798281 0.430 0.137 1.031237e-06 2
## DICER1 6.560732e-11 0.4248866 0.557 0.222 1.051160e-06 2
## LTB4R 6.851594e-11 0.3817859 0.329 0.082 1.097762e-06 2
## SOAT1 7.357849e-11 0.3330156 0.380 0.104 1.178875e-06 2
## ATG7 7.628717e-11 0.3124583 0.329 0.078 1.222273e-06 2
## PTPRJ 7.906840e-11 0.3705914 0.342 0.086 1.266834e-06 2
## OAZ2 7.981352e-11 0.4994315 0.456 0.164 1.278772e-06 2
## DOCK2 8.791589e-11 0.4647584 0.595 0.299 1.408588e-06 2
## CAPZA1 9.072482e-11 0.5338316 0.734 0.443 1.453593e-06 2
## TXN 9.224914e-11 0.4928956 0.747 0.446 1.478016e-06 2
## TRPS1 9.258614e-11 0.4766892 0.430 0.142 1.483415e-06 2
## RIN3 9.910375e-11 0.4556929 0.506 0.197 1.587840e-06 2
## TFEB 1.014429e-10 0.3595861 0.316 0.073 1.625318e-06 2
## MAP3K1 1.180103e-10 0.5148377 0.671 0.337 1.890761e-06 2
## CCPG1 1.229059e-10 0.4410269 0.418 0.142 1.969198e-06 2
## ADGRE5 1.250825e-10 0.5930032 0.671 0.384 2.004072e-06 2
## TLN1 1.254712e-10 0.5670917 0.810 0.537 2.010300e-06 2
## MLKL 1.295591e-10 0.3927427 0.329 0.084 2.075795e-06 2
## KIAA2013 1.443418e-10 0.3704663 0.418 0.131 2.312644e-06 2
## IFI44 1.560302e-10 0.5166725 0.304 0.073 2.499916e-06 2
## SPOPL 2.375517e-10 0.2523083 0.266 0.051 3.806053e-06 2
## DLEU2 2.665279e-10 0.3111778 0.291 0.064 4.270310e-06 2
## MYO9B 2.669157e-10 0.4203069 0.570 0.253 4.276524e-06 2
## CCDC159 2.738772e-10 0.3769168 0.367 0.104 4.388060e-06 2
## WAS 2.840630e-10 0.5095375 0.722 0.459 4.551258e-06 2
## SEC11A 3.089167e-10 0.4689691 0.797 0.608 4.949463e-06 2
## HEBP1 3.243866e-10 0.3132572 0.354 0.100 5.197322e-06 2
## COX7B 3.292850e-10 0.4759005 0.848 0.676 5.275803e-06 2
## TTC7A 3.329785e-10 0.2998795 0.278 0.060 5.334981e-06 2
## APAF1 3.686830e-10 0.3257061 0.278 0.060 5.907038e-06 2
## PAPSS1 3.877251e-10 0.3792411 0.316 0.084 6.212132e-06 2
## SLCO3A1 3.944008e-10 0.4221784 0.506 0.197 6.319090e-06 2
## PTK2B 3.974280e-10 0.4561250 0.519 0.211 6.367591e-06 2
## YWHAB 4.028029e-10 0.3877318 0.962 0.916 6.453709e-06 2
## SMIM14 4.123244e-10 0.3946958 0.456 0.155 6.606262e-06 2
## RPS6KA4 4.804111e-10 0.3030372 0.342 0.091 7.697147e-06 2
## HEBP2 4.836390e-10 0.5466812 0.684 0.439 7.748864e-06 2
## IQSEC1 5.062028e-10 0.4521656 0.443 0.155 8.110381e-06 2
## FRMD4B 5.159527e-10 0.3765196 0.266 0.055 8.266595e-06 2
## AGO1 5.267519e-10 0.3164934 0.354 0.098 8.439619e-06 2
## CAT 6.093971e-10 0.4977673 0.570 0.282 9.763761e-06 2
## STMP1 6.956828e-10 0.4555740 0.722 0.466 1.114623e-05 2
## ARL5B 7.326021e-10 0.3894756 0.291 0.071 1.173775e-05 2
## SEC61B 7.693085e-10 0.4011353 0.848 0.643 1.232586e-05 2
## WDR83OS 7.738865e-10 0.5058119 0.797 0.601 1.239921e-05 2
## DERA 7.876627e-10 0.3017793 0.329 0.086 1.261993e-05 2
## HCLS1 7.880715e-10 0.4183776 0.886 0.650 1.262648e-05 2
## NBEAL2 8.599547e-10 0.4013953 0.405 0.137 1.377819e-05 2
## CYB5R4 8.622430e-10 0.3302286 0.418 0.146 1.381486e-05 2
## BRK1 9.963546e-10 0.4299667 0.848 0.667 1.596359e-05 2
## SSH1 1.061551e-09 0.2537514 0.253 0.049 1.700818e-05 2
## EFTUD2 1.084118e-09 0.3188161 0.392 0.124 1.736974e-05 2
## NPTN 1.123072e-09 0.3287654 0.405 0.133 1.799385e-05 2
## FOXO3 1.157590e-09 0.3245594 0.392 0.124 1.854691e-05 2
## CEP170 1.257258e-09 0.2920163 0.380 0.113 2.014378e-05 2
## PARVG 1.272920e-09 0.4432420 0.544 0.244 2.039473e-05 2
## PLA2G16 1.313982e-09 0.3379669 0.329 0.089 2.105263e-05 2
## ARF3 1.392775e-09 0.3352646 0.405 0.131 2.231503e-05 2
## ITM2B 1.484631e-09 0.4122626 1.000 0.982 2.378675e-05 2
## CPD 1.515986e-09 0.2930316 0.304 0.078 2.428913e-05 2
## PRDX5 1.572228e-09 0.4303193 0.848 0.570 2.519024e-05 2
## KDELR1 1.599566e-09 0.4517128 0.620 0.310 2.562825e-05 2
## DENND5A 1.707552e-09 0.2758955 0.354 0.100 2.735839e-05 2
## BNIP3L 1.773878e-09 0.5654846 0.658 0.401 2.842107e-05 2
## NUDT16 1.935583e-09 0.3079459 0.316 0.084 3.101191e-05 2
## GLTP 1.969512e-09 0.4034505 0.620 0.306 3.155553e-05 2
## RBX1 2.330455e-09 0.6016360 0.747 0.550 3.733856e-05 2
## FOSL2 2.345325e-09 0.3512217 0.342 0.098 3.757680e-05 2
## EIF4EBP2 2.356287e-09 0.5148353 0.494 0.208 3.775243e-05 2
## NPEPL1 2.711933e-09 0.3067414 0.342 0.100 4.345059e-05 2
## LPGAT1 2.788273e-09 0.3438071 0.392 0.129 4.467371e-05 2
## PNPLA6 2.929228e-09 0.2649155 0.367 0.109 4.693208e-05 2
## GDE1 2.965065e-09 0.4178688 0.380 0.126 4.750627e-05 2
## NQO2 2.993576e-09 0.3289150 0.367 0.111 4.796308e-05 2
## HPS1 3.150829e-09 0.4047218 0.456 0.180 5.048258e-05 2
## SLC6A6 3.228033e-09 0.2628473 0.278 0.064 5.171954e-05 2
## CLCN7 3.317234e-09 0.3172646 0.291 0.075 5.314872e-05 2
## EIF6 3.371559e-09 0.4019806 0.595 0.306 5.401911e-05 2
## COX8A 3.378688e-09 0.4363907 0.848 0.758 5.413334e-05 2
## FAM45A 3.414944e-09 0.4731380 0.443 0.177 5.471423e-05 2
## WASHC4 3.415309e-09 0.4348897 0.544 0.246 5.472008e-05 2
## KCNK6 3.434241e-09 0.3780185 0.342 0.100 5.502340e-05 2
## SCARB2 3.516695e-09 0.3153694 0.329 0.091 5.634449e-05 2
## OS9 3.656328e-09 0.4568848 0.646 0.373 5.858169e-05 2
## ZFP36 3.892113e-09 0.5755107 0.962 0.891 6.235944e-05 2
## MYO5A 4.063014e-09 0.2739830 0.266 0.062 6.509761e-05 2
## OSBPL11 4.125511e-09 0.3846230 0.392 0.135 6.609894e-05 2
## CPT1A 4.192537e-09 0.2933512 0.354 0.109 6.717283e-05 2
## RRAS 4.303146e-09 0.3446451 0.266 0.062 6.894501e-05 2
## ARHGEF2 4.350827e-09 0.3475702 0.544 0.235 6.970895e-05 2
## COX5A 4.385451e-09 0.3918039 0.810 0.572 7.026369e-05 2
## NDUFA1 4.414080e-09 0.4600129 0.848 0.752 7.072238e-05 2
## HDLBP 4.486294e-09 0.3472800 0.468 0.184 7.187941e-05 2
## TNFAIP8L2 4.498999e-09 0.3742230 0.443 0.173 7.208295e-05 2
## CSTB 4.609401e-09 0.4126351 0.848 0.690 7.385182e-05 2
## RNF19B 4.908398e-09 0.3781249 0.278 0.069 7.864236e-05 2
## VMA21 5.058359e-09 0.3810499 0.544 0.257 8.104503e-05 2
## AHR 5.404931e-09 0.3826179 0.380 0.124 8.659781e-05 2
## ASL 5.552363e-09 0.2824122 0.304 0.078 8.895997e-05 2
## POLR2L 5.604360e-09 0.4263085 0.785 0.603 8.979306e-05 2
## CAPZA2 5.829352e-09 0.4917160 0.658 0.388 9.339788e-05 2
## SEC14L1 6.158790e-09 0.4223152 0.392 0.142 9.867613e-05 2
## AGFG1 6.937267e-09 0.4134918 0.430 0.175 1.111489e-04 2
## STAT6 7.234682e-09 0.3942678 0.532 0.237 1.159141e-04 2
## ADAM10 7.235287e-09 0.4440664 0.671 0.386 1.159238e-04 2
## XRN2 7.315507e-09 0.4349917 0.759 0.463 1.172091e-04 2
## SNX18 8.239591e-09 0.3177445 0.380 0.124 1.320147e-04 2
## MCFD2 8.686119e-09 0.3365662 0.342 0.106 1.391690e-04 2
## SEC61A1 9.022347e-09 0.3037177 0.392 0.135 1.445560e-04 2
## LEPROT 1.041889e-08 0.3729179 0.430 0.164 1.669315e-04 2
## MRPL28 1.044801e-08 0.3680035 0.456 0.180 1.673979e-04 2
## ACTN4 1.098005e-08 0.3149242 0.544 0.233 1.759224e-04 2
## MAPK14 1.128815e-08 0.3768743 0.494 0.208 1.808588e-04 2
## UBE2J1 1.165692e-08 0.4320255 0.443 0.180 1.867672e-04 2
## SELENOO 1.240477e-08 0.2985605 0.291 0.080 1.987492e-04 2
## HSD17B11 1.271276e-08 0.4422162 0.696 0.459 2.036838e-04 2
## HM13 1.291525e-08 0.4630091 0.582 0.326 2.069281e-04 2
## PCMT1 1.329584e-08 0.4503875 0.646 0.370 2.130260e-04 2
## ANXA4 1.368723e-08 0.3300200 0.329 0.100 2.192968e-04 2
## ATP5MF 1.567125e-08 0.4816253 0.823 0.676 2.510847e-04 2
## DHRS4L2 1.576661e-08 0.3662333 0.430 0.166 2.526127e-04 2
## RTN4 1.592613e-08 0.4499831 0.797 0.667 2.551684e-04 2
## AZI2 1.632580e-08 0.3817154 0.430 0.177 2.615720e-04 2
## FAM200B 1.643232e-08 0.4832439 0.608 0.326 2.632786e-04 2
## TXNIP 1.651646e-08 0.3778678 1.000 0.996 2.646267e-04 2
## CDC42 1.675582e-08 0.3329624 0.937 0.916 2.684617e-04 2
## PTP4A2 1.693874e-08 0.4633617 0.886 0.816 2.713925e-04 2
## EXOC3 1.835182e-08 0.3305972 0.392 0.140 2.940328e-04 2
## IFI16 1.957030e-08 0.5045211 0.734 0.457 3.135553e-04 2
## CCDC88B 1.980942e-08 0.3923500 0.468 0.211 3.173866e-04 2
## ZFAND3 1.991452e-08 0.3332219 0.367 0.126 3.190705e-04 2
## PPP1R9B 2.006751e-08 0.4020166 0.316 0.098 3.215217e-04 2
## BSG 2.048761e-08 0.4510342 0.696 0.432 3.282525e-04 2
## PRKCB 2.065029e-08 0.4781594 0.722 0.466 3.308589e-04 2
## CCNY 2.164698e-08 0.4228442 0.633 0.353 3.468279e-04 2
## UQCR11 2.229722e-08 0.4122623 0.911 0.812 3.572460e-04 2
## IFFO1 2.258417e-08 0.3262689 0.316 0.093 3.618436e-04 2
## CTSC 2.277399e-08 0.3809981 0.671 0.390 3.648849e-04 2
## HSP90B1 2.376006e-08 0.4918591 0.772 0.610 3.806837e-04 2
## GGA3 2.465400e-08 0.3072753 0.316 0.095 3.950064e-04 2
## CPEB4 2.562993e-08 0.3593438 0.354 0.120 4.106427e-04 2
## FAM50A 2.569227e-08 0.3822130 0.544 0.266 4.116416e-04 2
## ATP5MD 2.588872e-08 0.3916346 0.861 0.683 4.147891e-04 2
## ATP5ME 2.672256e-08 0.4353742 0.823 0.634 4.281488e-04 2
## MOB3A 2.676839e-08 0.3599164 0.468 0.202 4.288831e-04 2
## RNF24 2.731284e-08 0.2984995 0.291 0.082 4.376062e-04 2
## IFI27L2 2.802855e-08 0.3384488 0.532 0.237 4.490734e-04 2
## PTBP3 2.866778e-08 0.4670051 0.671 0.392 4.593152e-04 2
## TACC1 2.933165e-08 0.4130737 0.557 0.275 4.699517e-04 2
## NDUFB7 3.391697e-08 0.4323108 0.734 0.517 5.434177e-04 2
## ATP6AP1 4.150432e-08 0.3728757 0.532 0.271 6.649823e-04 2
## NKIRAS2 4.253459e-08 0.3519245 0.367 0.126 6.814892e-04 2
## SSR1 4.632155e-08 0.4233180 0.646 0.375 7.421638e-04 2
## DPEP2 4.869942e-08 0.3360662 0.392 0.146 7.802621e-04 2
## ZDHHC20 5.224127e-08 0.3139910 0.367 0.131 8.370096e-04 2
## COMMD9 5.501507e-08 0.3138601 0.456 0.186 8.814514e-04 2
## HCST 5.729944e-08 0.3429861 0.949 0.834 9.180517e-04 2
## NBPF19 5.852436e-08 0.4668152 0.481 0.235 9.376773e-04 2
## TENT5A 5.970485e-08 0.4440207 0.544 0.262 9.565911e-04 2
## WDR26 5.998044e-08 0.3183094 0.468 0.188 9.610066e-04 2
## COPS9 5.998183e-08 0.4045160 0.772 0.592 9.610289e-04 2
## YWHAG 6.281810e-08 0.3209703 0.329 0.104 1.006472e-03 2
## MAP3K11 6.565822e-08 0.3089854 0.494 0.215 1.051976e-03 2
## KLF6 6.680038e-08 0.4337706 0.962 0.851 1.070276e-03 2
## CTSO 7.032469e-08 0.2585596 0.266 0.073 1.126742e-03 2
## ZFYVE16 7.746863e-08 0.3181852 0.266 0.071 1.241202e-03 2
## CSK 7.820259e-08 0.4041773 0.759 0.530 1.252962e-03 2
## MED13L 7.984520e-08 0.3479741 0.532 0.237 1.279280e-03 2
## KCNQ1 8.429771e-08 0.2570753 0.291 0.089 1.350618e-03 2
## PLD3 8.626360e-08 0.3374569 0.456 0.208 1.382115e-03 2
## DUSP22 8.660549e-08 0.4328977 0.392 0.162 1.387593e-03 2
## ITGA5 8.751036e-08 0.3024453 0.304 0.095 1.402091e-03 2
## MID1IP1 9.159469e-08 0.4234030 0.494 0.251 1.467530e-03 2
## ADCY7 9.240790e-08 0.3484905 0.418 0.173 1.480559e-03 2
## GPX4 9.597945e-08 0.4995091 0.861 0.767 1.537783e-03 2
## UQCRQ 9.793847e-08 0.4112289 0.759 0.596 1.569170e-03 2
## INPP5D 1.080171e-07 0.3623083 0.532 0.255 1.730649e-03 2
## TXNDC17 1.163861e-07 0.3255762 0.595 0.308 1.864739e-03 2
## PSMA7 1.199448e-07 0.3846401 0.911 0.820 1.921755e-03 2
## TMEM120A 1.204732e-07 0.2712365 0.278 0.080 1.930221e-03 2
## GIMAP8 1.217252e-07 0.3442073 0.418 0.164 1.950281e-03 2
## LIMS11 1.286557e-07 0.6506658 0.696 0.375 2.061322e-03 2
## TMBIM6 1.306011e-07 0.3535032 0.937 0.909 2.092491e-03 2
## CYTH4 1.309622e-07 0.4762667 0.570 0.353 2.098277e-03 2
## ZNHIT1 1.360124e-07 0.4331786 0.696 0.448 2.179191e-03 2
## MIDN 1.380947e-07 0.4600194 0.772 0.608 2.212553e-03 2
## RAB7A 1.471167e-07 0.4022168 0.722 0.528 2.357103e-03 2
## PPP4C 1.513834e-07 0.4007634 0.709 0.455 2.425465e-03 2
## QARS 1.520278e-07 0.3271409 0.443 0.188 2.435789e-03 2
## ASAP1 1.545979e-07 0.3699315 0.418 0.173 2.476968e-03 2
## PELI1 1.645905e-07 0.2744726 0.354 0.122 2.637069e-03 2
## COL4A3BP 1.698276e-07 0.3664596 0.468 0.204 2.720977e-03 2
## PANK2 1.708703e-07 0.3275450 0.418 0.173 2.737684e-03 2
## FRAT1 1.736231e-07 0.3781857 0.329 0.118 2.781790e-03 2
## MAPK1 1.746027e-07 0.4028376 0.519 0.259 2.797484e-03 2
## LFNG 1.933754e-07 0.4388438 0.519 0.262 3.098261e-03 2
## GMIP 1.987475e-07 0.2711922 0.342 0.118 3.184333e-03 2
## GRK2 2.109930e-07 0.4106795 0.734 0.568 3.380530e-03 2
## RPS6KA1 2.165578e-07 0.3468329 0.532 0.279 3.469689e-03 2
## MTDH 2.211267e-07 0.3957805 0.873 0.718 3.542892e-03 2
## STX7 2.224525e-07 0.3073389 0.430 0.169 3.564134e-03 2
## IFIH1 2.390505e-07 0.2842699 0.278 0.082 3.830066e-03 2
## SLC44A1 2.517266e-07 0.2931827 0.304 0.095 4.033164e-03 2
## RCOR1 2.592474e-07 0.4101814 0.291 0.098 4.153662e-03 2
## CNIH4 2.612905e-07 0.3538384 0.481 0.224 4.186397e-03 2
## KDM3B 2.630686e-07 0.2702382 0.342 0.122 4.214885e-03 2
## CYTOR1 2.743933e-07 0.3490397 0.405 0.149 4.396329e-03 2
## DOCK8 3.231594e-07 0.3653874 0.747 0.490 5.177660e-03 2
## NDUFS6 3.288856e-07 0.3899131 0.709 0.510 5.269405e-03 2
## MAN1A2 3.310188e-07 0.3513401 0.481 0.233 5.303583e-03 2
## ADAM17 3.492559e-07 0.3147638 0.367 0.140 5.595778e-03 2
## MEF2A 3.554298e-07 0.3851194 0.443 0.211 5.694695e-03 2
## MRPL33 3.676563e-07 0.3534442 0.633 0.428 5.890590e-03 2
## PRNP 3.732439e-07 0.4617593 0.494 0.257 5.980114e-03 2
## RMND5A 3.739961e-07 0.2811676 0.316 0.111 5.992165e-03 2
## PSTPIP2 3.936703e-07 0.2711617 0.304 0.098 6.307386e-03 2
## ACOX1 4.010667e-07 0.2606938 0.266 0.078 6.425890e-03 2
## CTDNEP1 4.160597e-07 0.4029356 0.696 0.494 6.666109e-03 2
## TGOLN2 4.187455e-07 0.4813485 0.747 0.568 6.709140e-03 2
## CSGALNACT2 4.589983e-07 0.3272488 0.481 0.233 7.354071e-03 2
## NPLOC4 4.663881e-07 0.2702893 0.342 0.124 7.472469e-03 2
## TAX1BP1 4.730517e-07 0.4328994 0.747 0.581 7.579234e-03 2
## MOSPD2 4.798667e-07 0.2876724 0.304 0.104 7.688425e-03 2
## ANAPC11 4.847077e-07 0.4183717 0.684 0.450 7.765988e-03 2
## ENY2 5.320476e-07 0.3343436 0.772 0.554 8.524466e-03 2
## SMARCD2 5.650486e-07 0.2777366 0.456 0.200 9.053208e-03 2
## EP300 5.656433e-07 0.3995315 0.557 0.306 9.062737e-03 2
## OTULINL 5.680358e-07 0.3529093 0.392 0.177 9.101069e-03 2
## DBI 5.813473e-07 0.3724446 0.785 0.603 9.314347e-03 2
## CYB5R3 5.892016e-07 0.3677389 0.367 0.146 9.440188e-03 2
## P4HB 6.100435e-07 0.4141283 0.734 0.550 9.774117e-03 2
## WASHC2C 6.406961e-07 0.2923609 0.367 0.144 1.026523e-02 2
## MBD3 6.512435e-07 0.2710077 0.354 0.131 1.043422e-02 2
## INTS3 6.713724e-07 0.2623121 0.278 0.089 1.075673e-02 2
## MICU1 6.727198e-07 0.3038008 0.329 0.124 1.077832e-02 2
## JOSD2 7.568893e-07 0.3081579 0.392 0.162 1.212688e-02 2
## CEBPG 7.649518e-07 0.2912081 0.367 0.146 1.225606e-02 2
## COX6B1 7.822327e-07 0.3098731 0.949 0.900 1.253293e-02 2
## SF3B5 8.052119e-07 0.3729372 0.835 0.718 1.290111e-02 2
## YWHAH 8.274615e-07 0.5010266 0.443 0.217 1.325759e-02 2
## NDUFC2 8.453865e-07 0.3694637 0.696 0.512 1.354478e-02 2
## ATP5F1C 9.002842e-07 0.3681563 0.759 0.603 1.442435e-02 2
## SETX 9.483467e-07 0.3827865 0.620 0.368 1.519441e-02 2
## RAB1A 9.558089e-07 0.4043443 0.506 0.273 1.531397e-02 2
## TUT7 1.042960e-06 0.3834154 0.443 0.200 1.671030e-02 2
## TNF1 1.060593e-06 0.3875227 0.430 0.184 1.699281e-02 2
## TRIP12 1.066671e-06 0.3372015 0.468 0.224 1.709020e-02 2
## PET100 1.081086e-06 0.3562216 0.620 0.379 1.732116e-02 2
## GNB1 1.138293e-06 0.4633781 0.722 0.497 1.823772e-02 2
## PTEN 1.146482e-06 0.4277500 0.646 0.419 1.836894e-02 2
## CSNK2B 1.157462e-06 0.4114582 0.759 0.599 1.854485e-02 2
## SLC40A1 1.196161e-06 0.4326763 0.304 0.106 1.916490e-02 2
## PLCG2 1.198515e-06 0.3002824 0.342 0.129 1.920261e-02 2
## PRKAR1A 1.205800e-06 0.3650140 0.595 0.337 1.931932e-02 2
## PIP4P2 1.223012e-06 0.3410248 0.367 0.151 1.959509e-02 2
## TMEM14C 1.247724e-06 0.3405347 0.506 0.273 1.999104e-02 2
## PARP14 1.291723e-06 0.3978486 0.494 0.262 2.069598e-02 2
## ATP5F1B 1.307182e-06 0.3930959 0.772 0.690 2.094368e-02 2
## NRIP1 1.373963e-06 0.2701324 0.342 0.124 2.201364e-02 2
## EMC3 1.571682e-06 0.3622129 0.494 0.244 2.518150e-02 2
## MSRB2 1.598305e-06 0.3104271 0.329 0.131 2.560804e-02 2
## ACSL4 1.670885e-06 0.2514796 0.278 0.093 2.677092e-02 2
## PHF20L1 1.674981e-06 0.3679160 0.595 0.346 2.683655e-02 2
## PCYT1A 1.687149e-06 0.3056137 0.342 0.133 2.703149e-02 2
## BNIP2 1.699573e-06 0.3356981 0.532 0.273 2.723056e-02 2
## ABTB1 1.769129e-06 0.3374249 0.557 0.308 2.834499e-02 2
## G6PD 1.925080e-06 0.3198519 0.329 0.131 3.084363e-02 2
## WDR13 1.974051e-06 0.2549924 0.392 0.162 3.162824e-02 2
## PRDX6 2.012924e-06 0.3865395 0.684 0.494 3.225107e-02 2
## ATP2B11 2.113621e-06 0.4251982 0.506 0.288 3.386444e-02 2
## IKBIP 2.145963e-06 0.2656569 0.253 0.082 3.438262e-02 2
## NXF1 2.239243e-06 0.3339568 0.557 0.315 3.587714e-02 2
## PRDX3 2.476113e-06 0.3769107 0.468 0.242 3.967229e-02 2
## CASP4 2.502265e-06 0.3467891 0.696 0.477 4.009128e-02 2
## POMP 2.528398e-06 0.3883789 0.658 0.488 4.050999e-02 2
## MSL1 2.578864e-06 0.2646326 0.443 0.217 4.131855e-02 2
## PGK1 2.581375e-06 0.3879575 0.873 0.774 4.135880e-02 2
## TOLLIP 2.714484e-06 0.3108398 0.316 0.124 4.349147e-02 2
## BHLHE40 2.821256e-06 0.2541704 0.291 0.100 4.520217e-02 2
## ZMAT2 2.958417e-06 0.2769404 0.557 0.324 4.739975e-02 2
## DEK 2.984857e-06 0.3839239 0.747 0.576 4.782339e-02 2
## PAK2 3.193975e-06 0.4062488 0.696 0.523 5.117387e-02 2
## AK2 3.246933e-06 0.3001615 0.418 0.193 5.202236e-02 2
## PXN 3.301440e-06 0.3104160 0.456 0.211 5.289568e-02 2
## MPP7 3.320829e-06 0.3221186 0.354 0.153 5.320633e-02 2
## HK1 3.717951e-06 0.3918480 0.443 0.224 5.956902e-02 2
## GYG1 3.762197e-06 0.3115907 0.342 0.144 6.027792e-02 2
## SIN3B 3.826879e-06 0.3035099 0.266 0.091 6.131425e-02 2
## HIPK3 3.856873e-06 0.3376240 0.354 0.157 6.179481e-02 2
## IL6R 3.875149e-06 0.3590648 0.582 0.348 6.208764e-02 2
## HADHB 3.914660e-06 0.3090452 0.532 0.293 6.272068e-02 2
## EMB 4.000435e-06 0.4022647 0.620 0.426 6.409496e-02 2
## PSMC1 4.002695e-06 0.2925505 0.544 0.313 6.413119e-02 2
## RAB1B 4.030640e-06 0.3308215 0.430 0.211 6.457891e-02 2
## TSEN34 4.068932e-06 0.2960311 0.392 0.180 6.519243e-02 2
## NDUFA2 4.077271e-06 0.3099543 0.797 0.561 6.532603e-02 2
## ANP32A 4.598581e-06 0.3753490 0.734 0.543 7.367847e-02 2
## SCNM1 4.684865e-06 0.2781033 0.481 0.235 7.506091e-02 2
## EGR1 4.753535e-06 0.6133614 0.823 0.663 7.616113e-02 2
## WIPF1 4.782300e-06 0.4168282 0.734 0.486 7.662201e-02 2
## XAF1 5.154448e-06 0.4472040 0.557 0.350 8.258457e-02 2
## SND1 5.191394e-06 0.3401935 0.430 0.217 8.317651e-02 2
## KIAA0319L 5.554935e-06 0.3237679 0.392 0.184 8.900116e-02 2
## IRF2BP2 5.689867e-06 0.3951150 0.646 0.466 9.116305e-02 2
## MAST3 5.890918e-06 0.2934155 0.329 0.133 9.438429e-02 2
## PHPT1 6.020653e-06 0.3644654 0.468 0.264 9.646290e-02 2
## SHOC2 6.171881e-06 0.2769349 0.468 0.226 9.888588e-02 2
## ILK 6.202793e-06 0.3110686 0.430 0.211 9.938115e-02 2
## TMEM258 6.465210e-06 0.3773270 0.810 0.721 1.035856e-01 2
## NEDD8 7.003912e-06 0.3077398 0.861 0.763 1.122167e-01 2
## SLA 7.039853e-06 0.3416613 0.620 0.406 1.127925e-01 2
## TWF2 7.132860e-06 0.3068910 0.671 0.472 1.142827e-01 2
## TMBIM4 7.141694e-06 0.3367409 0.747 0.645 1.144242e-01 2
## CCDC69 7.252728e-06 0.3417215 0.570 0.333 1.162032e-01 2
## ZNF217 7.391823e-06 0.3317960 0.418 0.206 1.184318e-01 2
## CHMP5 7.464068e-06 0.3252494 0.519 0.304 1.195893e-01 2
## TANK 7.674479e-06 0.2875509 0.481 0.255 1.229605e-01 2
## RNH1 7.839997e-06 0.3373618 0.709 0.537 1.256124e-01 2
## IST1 7.876962e-06 0.2816900 0.380 0.169 1.262047e-01 2
## CFLAR 8.360395e-06 0.3026208 0.747 0.599 1.339503e-01 2
## SLC38A10 8.516035e-06 0.2902723 0.392 0.184 1.364439e-01 2
## RAE1 8.765446e-06 0.3360674 0.342 0.155 1.404400e-01 2
## EIF3A1 1.026517e-05 0.3458845 0.772 0.594 1.644685e-01 2
## MAP1LC3B 1.027732e-05 0.3634673 0.785 0.687 1.646631e-01 2
## STAG2 1.032799e-05 0.3124321 0.633 0.388 1.654751e-01 2
## MBD6 1.080170e-05 0.2523174 0.278 0.100 1.730648e-01 2
## AZIN1 1.233776e-05 0.3205190 0.392 0.193 1.976756e-01 2
## SNAP23 1.238557e-05 0.3706096 0.481 0.302 1.984416e-01 2
## ADPGK 1.284528e-05 0.3166432 0.506 0.299 2.058070e-01 2
## TGFB1 1.303540e-05 0.4028216 0.861 0.681 2.088532e-01 2
## RBM5 1.309906e-05 0.3569805 0.570 0.364 2.098731e-01 2
## LAIR1 1.327237e-05 0.3164148 0.443 0.217 2.126499e-01 2
## Z93241.1 1.328622e-05 0.3148449 0.367 0.169 2.128718e-01 2
## MKNK1 1.384641e-05 0.2706851 0.304 0.122 2.218472e-01 2
## SEC61G 1.436362e-05 0.3675030 0.747 0.650 2.301340e-01 2
## REL 1.676678e-05 0.3421617 0.608 0.390 2.686373e-01 2
## SEC13 1.691327e-05 0.2853302 0.392 0.184 2.709844e-01 2
## RPN2 1.774358e-05 0.3776244 0.696 0.528 2.842876e-01 2
## JARID2 1.817487e-05 0.2806267 0.380 0.191 2.911978e-01 2
## ACAA1 1.875981e-05 0.3352323 0.481 0.297 3.005697e-01 2
## NAPRT 1.892074e-05 0.3067081 0.392 0.186 3.031481e-01 2
## AKR1A1 1.912961e-05 0.3592676 0.544 0.306 3.064946e-01 2
## GALNT1 2.039064e-05 0.2963418 0.329 0.144 3.266989e-01 2
## LRPAP1 2.058694e-05 0.3044401 0.582 0.381 3.298440e-01 2
## ARF1 2.063650e-05 0.4010097 0.785 0.687 3.306380e-01 2
## NIN 2.112336e-05 0.3016647 0.519 0.317 3.384384e-01 2
## GPI 2.207155e-05 0.2644367 0.430 0.213 3.536304e-01 2
## FLII 2.444419e-05 0.3251754 0.430 0.237 3.916448e-01 2
## ARHGAP27 2.453685e-05 0.2712387 0.291 0.124 3.931295e-01 2
## FAM110A 2.521539e-05 0.4073039 0.266 0.102 4.040009e-01 2
## SBF2 2.586422e-05 0.2593791 0.392 0.186 4.143966e-01 2
## NELFE 2.608557e-05 0.2934026 0.405 0.215 4.179430e-01 2
## WNK1 2.611917e-05 0.2883612 0.671 0.439 4.184813e-01 2
## DYNC1LI1 2.844215e-05 0.3316459 0.430 0.217 4.557002e-01 2
## CELF1 2.937771e-05 0.3328900 0.608 0.401 4.706897e-01 2
## LYPLA1 3.071002e-05 0.3508540 0.544 0.333 4.920360e-01 2
## ATP5PB 3.090985e-05 0.2774478 0.785 0.678 4.952376e-01 2
## CHCHD2 3.131165e-05 0.2852429 0.924 0.927 5.016752e-01 2
## USP3 3.181847e-05 0.3976880 0.582 0.412 5.097955e-01 2
## PPP1R18 3.195142e-05 0.3229645 0.709 0.501 5.119257e-01 2
## JPT1 3.229519e-05 0.3165268 0.608 0.401 5.174335e-01 2
## TRIM8 3.236921e-05 0.3079264 0.544 0.333 5.186194e-01 2
## PLEKHA2 3.326029e-05 0.3180205 0.342 0.153 5.328964e-01 2
## POLR2E 3.483424e-05 0.3041646 0.544 0.341 5.581142e-01 2
## RNASEH2C 3.573170e-05 0.2826621 0.532 0.310 5.724933e-01 2
## CTBS 3.745751e-05 0.3813514 0.367 0.191 6.001442e-01 2
## SUPT4H1 3.819004e-05 0.3169361 0.570 0.368 6.118808e-01 2
## PIAS1 3.860106e-05 0.3712706 0.557 0.344 6.184662e-01 2
## SMS 3.862383e-05 0.3005809 0.430 0.228 6.188310e-01 2
## GMFG 3.893348e-05 0.2713031 0.962 0.951 6.237923e-01 2
## DNASE2 3.972799e-05 0.3588499 0.316 0.146 6.365218e-01 2
## COA3 4.122225e-05 0.2622514 0.380 0.184 6.604629e-01 2
## PRKAG2 4.413922e-05 0.3018241 0.443 0.235 7.071986e-01 2
## RUFY1 4.510177e-05 0.5565461 0.291 0.118 7.226205e-01 2
## CHMP4B 4.923390e-05 0.2692435 0.443 0.239 7.888255e-01 2
## OAS2 4.945313e-05 0.3466540 0.291 0.140 7.923380e-01 2
## RBPJ 5.026190e-05 0.3248317 0.519 0.317 8.052962e-01 2
## MX2 5.212492e-05 0.4035603 0.418 0.251 8.351455e-01 2
## FOSB 5.231031e-05 0.3564736 0.975 0.971 8.381158e-01 2
## MAU2 5.278535e-05 0.2534132 0.367 0.180 8.457269e-01 2
## TUBGCP2 5.322777e-05 0.2593301 0.481 0.266 8.528154e-01 2
## JMJD1C 5.340247e-05 0.3387370 0.658 0.503 8.556144e-01 2
## VPS29 5.468946e-05 0.3410083 0.595 0.424 8.762345e-01 2
## HELZ 5.556443e-05 0.2777661 0.468 0.266 8.902533e-01 2
## SDHB 6.029426e-05 0.3275617 0.506 0.348 9.660347e-01 2
## PRR13 6.163876e-05 0.2970840 0.835 0.721 9.875762e-01 2
## SNX3 6.340452e-05 0.2653414 0.772 0.621 1.000000e+00 2
## DNTTIP1 6.380028e-05 0.2773810 0.266 0.111 1.000000e+00 2
## RAB18 6.524385e-05 0.2542715 0.456 0.253 1.000000e+00 2
## MRPL51 6.702406e-05 0.3172100 0.570 0.399 1.000000e+00 2
## ARHGDIA 6.719524e-05 0.3399436 0.722 0.603 1.000000e+00 2
## MBD2 6.788740e-05 0.3902041 0.595 0.424 1.000000e+00 2
## NIPBL 6.875667e-05 0.3458857 0.646 0.461 1.000000e+00 2
## VPS13C 6.918800e-05 0.3126044 0.582 0.408 1.000000e+00 2
## TRIM27 6.954426e-05 0.2661670 0.342 0.171 1.000000e+00 2
## GLUD1 7.783872e-05 0.3320454 0.468 0.288 1.000000e+00 2
## RIOK3 7.975147e-05 0.3728228 0.481 0.273 1.000000e+00 2
## COPE 8.183711e-05 0.2990147 0.772 0.665 1.000000e+00 2
## ETHE1 8.236843e-05 0.2945236 0.456 0.257 1.000000e+00 2
## KMT2C 8.423705e-05 0.3115970 0.557 0.350 1.000000e+00 2
## NRBF2 9.048710e-05 0.2977014 0.418 0.228 1.000000e+00 2
## COPA 9.825461e-05 0.3071062 0.443 0.275 1.000000e+00 2
## EPN1 9.853529e-05 0.2561086 0.354 0.171 1.000000e+00 2
## RASSF3 9.891096e-05 0.3270723 0.532 0.335 1.000000e+00 2
## NDUFA10 1.015102e-04 0.2806811 0.582 0.404 1.000000e+00 2
## ARL8A 1.021291e-04 0.2609065 0.392 0.195 1.000000e+00 2
## ARHGAP4 1.049638e-04 0.3448088 0.557 0.377 1.000000e+00 2
## ARID1A 1.077454e-04 0.3330550 0.595 0.437 1.000000e+00 2
## ERP44 1.082767e-04 0.2804305 0.570 0.379 1.000000e+00 2
## PQLC1 1.100101e-04 0.3065069 0.316 0.155 1.000000e+00 2
## SH3GLB1 1.179678e-04 0.2869956 0.494 0.290 1.000000e+00 2
## COMMD3 1.194398e-04 0.3163031 0.468 0.290 1.000000e+00 2
## LASP1 1.194798e-04 0.2622354 0.468 0.277 1.000000e+00 2
## SPAG7 1.213941e-04 0.2829546 0.506 0.333 1.000000e+00 2
## OGFR 1.236089e-04 0.3054943 0.430 0.259 1.000000e+00 2
## PSMA1 1.263176e-04 0.2901260 0.709 0.548 1.000000e+00 2
## WASF2 1.316051e-04 0.2821911 0.722 0.601 1.000000e+00 2
## AP2M1 1.349972e-04 0.2860195 0.696 0.572 1.000000e+00 2
## NDUFA13 1.353789e-04 0.3029481 0.722 0.570 1.000000e+00 2
## TPM4 1.358309e-04 0.4726071 0.557 0.357 1.000000e+00 2
## NDUFB5 1.366600e-04 0.2854785 0.633 0.490 1.000000e+00 2
## NDUFA11 1.384609e-04 0.2738322 0.797 0.703 1.000000e+00 2
## SPCS3 1.402710e-04 0.2756495 0.608 0.401 1.000000e+00 2
## PDCD6IP 1.529190e-04 0.3199484 0.519 0.377 1.000000e+00 2
## WDR74 1.557042e-04 0.3318030 0.633 0.450 1.000000e+00 2
## PPP1CA 1.569141e-04 0.2535203 0.823 0.725 1.000000e+00 2
## NAPA 1.627127e-04 0.2747402 0.532 0.335 1.000000e+00 2
## DCAF7 1.641165e-04 0.2583807 0.443 0.242 1.000000e+00 2
## GNAI3 1.660461e-04 0.2584436 0.582 0.388 1.000000e+00 2
## EIF4E3 1.700512e-04 0.2685329 0.354 0.186 1.000000e+00 2
## TXNRD1 1.743162e-04 0.3425878 0.291 0.142 1.000000e+00 2
## BRD4 1.854985e-04 0.2558166 0.671 0.486 1.000000e+00 2
## OSTF1 1.927671e-04 0.2764405 0.633 0.477 1.000000e+00 2
## TMED10 1.940625e-04 0.3223953 0.582 0.452 1.000000e+00 2
## UBE2E3 2.084613e-04 0.2777587 0.430 0.253 1.000000e+00 2
## CD53 2.160963e-04 0.2739538 0.835 0.778 1.000000e+00 2
## HMGB2 2.311387e-04 0.3352928 0.722 0.576 1.000000e+00 2
## ZNF207 2.317028e-04 0.2853063 0.620 0.494 1.000000e+00 2
## BLOC1S2 2.494842e-04 0.2825311 0.430 0.242 1.000000e+00 2
## ATF4 2.628433e-04 0.2991243 0.709 0.621 1.000000e+00 2
## DELE1 2.636574e-04 0.2666487 0.316 0.162 1.000000e+00 2
## CCNL1 2.639469e-04 0.3300299 0.899 0.898 1.000000e+00 2
## ELOVL5 2.807219e-04 0.2787529 0.405 0.242 1.000000e+00 2
## RAB8A 2.819133e-04 0.3474896 0.557 0.375 1.000000e+00 2
## RAD23B 2.842781e-04 0.2794099 0.481 0.288 1.000000e+00 2
## CMTM7 2.857946e-04 0.2569488 0.506 0.304 1.000000e+00 2
## UBA1 2.869896e-04 0.2524649 0.329 0.164 1.000000e+00 2
## SELPLG 3.228129e-04 0.2998535 0.570 0.406 1.000000e+00 2
## KDELR2 3.238558e-04 0.2689818 0.456 0.271 1.000000e+00 2
## H2AFJ 3.257394e-04 0.3641377 0.506 0.324 1.000000e+00 2
## RAB8B 3.308853e-04 0.2927600 0.392 0.222 1.000000e+00 2
## PPP1R15B 3.488179e-04 0.3519454 0.582 0.415 1.000000e+00 2
## MRPL27 3.531002e-04 0.2582627 0.316 0.164 1.000000e+00 2
## MTX1 3.620841e-04 0.2683677 0.316 0.162 1.000000e+00 2
## DBNL 3.724884e-04 0.2597490 0.620 0.461 1.000000e+00 2
## PPP2R5A 3.771492e-04 0.2612316 0.392 0.213 1.000000e+00 2
## SLC25A11 3.866488e-04 0.2634752 0.405 0.231 1.000000e+00 2
## ASNA1 4.059361e-04 0.3027172 0.380 0.224 1.000000e+00 2
## ERGIC1 4.139567e-04 0.2671159 0.342 0.180 1.000000e+00 2
## CAMTA1 4.222096e-04 0.2694861 0.418 0.242 1.000000e+00 2
## SLC25A5 4.466469e-04 0.2531900 0.848 0.752 1.000000e+00 2
## ATP5MC3 4.474855e-04 0.2513804 0.759 0.729 1.000000e+00 2
## PSMB2 4.566752e-04 0.3074469 0.519 0.333 1.000000e+00 2
## IFIT2 4.630588e-04 0.2652988 0.304 0.151 1.000000e+00 2
## CD164 4.656520e-04 0.2737506 0.823 0.685 1.000000e+00 2
## GPR65 4.798608e-04 0.2876327 0.392 0.224 1.000000e+00 2
## LAMTOR5 4.890389e-04 0.3115610 0.633 0.503 1.000000e+00 2
## PDIA6 5.108714e-04 0.2619580 0.544 0.357 1.000000e+00 2
## KLF7 5.224432e-04 0.2888058 0.291 0.149 1.000000e+00 2
## ADAM8 5.508115e-04 0.2754750 0.329 0.175 1.000000e+00 2
## ABHD5 5.517731e-04 0.2582644 0.532 0.341 1.000000e+00 2
## OXR1 5.698910e-04 0.2671691 0.392 0.228 1.000000e+00 2
## LSM6 6.168435e-04 0.2941509 0.544 0.381 1.000000e+00 2
## TIMM8B 6.418796e-04 0.2609324 0.443 0.264 1.000000e+00 2
## ATP5F1D 6.513925e-04 0.2941557 0.861 0.796 1.000000e+00 2
## TPD52L2 6.664904e-04 0.2681129 0.304 0.166 1.000000e+00 2
## CBWD1 6.736529e-04 0.2575396 0.367 0.204 1.000000e+00 2
## TRAPPC1 6.736601e-04 0.2990692 0.772 0.654 1.000000e+00 2
## SOS2 6.978142e-04 0.2653725 0.304 0.164 1.000000e+00 2
## PAPOLA 7.306845e-04 0.2784918 0.696 0.557 1.000000e+00 2
## SIPA1 7.517442e-04 0.2856519 0.481 0.315 1.000000e+00 2
## PLP21 7.717965e-04 0.3053352 0.684 0.561 1.000000e+00 2
## IFI6 7.822929e-04 0.6474973 0.456 0.322 1.000000e+00 2
## COX7A2 8.143602e-04 0.2639974 0.873 0.820 1.000000e+00 2
## AKIRIN2 8.163458e-04 0.3653983 0.392 0.235 1.000000e+00 2
## FAM43A 8.178647e-04 0.3224777 0.278 0.133 1.000000e+00 2
## TACC3 8.346673e-04 0.2761893 0.392 0.237 1.000000e+00 2
## ARL6IP5 8.716252e-04 0.3041625 0.848 0.823 1.000000e+00 2
## YWHAE 8.719097e-04 0.2918232 0.608 0.477 1.000000e+00 2
## SSR3 9.097603e-04 0.2550413 0.570 0.388 1.000000e+00 2
## VTI1B 9.143701e-04 0.2655017 0.392 0.235 1.000000e+00 2
## CREBBP 9.179394e-04 0.2584165 0.430 0.284 1.000000e+00 2
## RRBP1 1.011853e-03 0.2598302 0.329 0.180 1.000000e+00 2
## PSMB7 1.053963e-03 0.2596615 0.544 0.384 1.000000e+00 2
## TMOD3 1.076948e-03 0.3060965 0.519 0.368 1.000000e+00 2
## PITPNA 1.224134e-03 0.2550938 0.253 0.126 1.000000e+00 2
## MON1B 1.229715e-03 0.2555873 0.253 0.126 1.000000e+00 2
## NAA38 1.294570e-03 0.2952097 0.481 0.333 1.000000e+00 2
## ARHGAP30 1.319060e-03 0.2856045 0.696 0.585 1.000000e+00 2
## PTDSS1 1.384299e-03 0.2690895 0.367 0.215 1.000000e+00 2
## SCAND1 1.570406e-03 0.2542250 0.671 0.537 1.000000e+00 2
## TMEM33 1.668959e-03 0.2805258 0.291 0.157 1.000000e+00 2
## VAPA 1.747331e-03 0.3146659 0.734 0.681 1.000000e+00 2
## TUBA1C 1.980271e-03 0.4163263 0.367 0.228 1.000000e+00 2
## FLOT2 2.058118e-03 0.2721110 0.392 0.255 1.000000e+00 2
## PTRHD1 2.084336e-03 0.2599492 0.430 0.264 1.000000e+00 2
## CEP350 2.311851e-03 0.2800367 0.481 0.355 1.000000e+00 2
## HDAC2 2.346712e-03 0.2658323 0.367 0.220 1.000000e+00 2
## SERINC1 2.519331e-03 0.2840677 0.468 0.328 1.000000e+00 2
## HIGD2A 2.538970e-03 0.2503110 0.772 0.756 1.000000e+00 2
## SAP30BP 2.610000e-03 0.2750018 0.367 0.226 1.000000e+00 2
## RAB2A 2.657060e-03 0.2771442 0.532 0.419 1.000000e+00 2
## M6PR 2.773132e-03 0.3004383 0.595 0.468 1.000000e+00 2
## PLIN2 2.844056e-03 0.2703240 0.405 0.259 1.000000e+00 2
## PQLC3 2.865149e-03 0.2613607 0.291 0.177 1.000000e+00 2
## SEPT2 3.364529e-03 0.2541020 0.595 0.459 1.000000e+00 2
## CALCOCO2 3.458250e-03 0.2542629 0.430 0.293 1.000000e+00 2
## NLRP1 3.604697e-03 0.2671605 0.506 0.359 1.000000e+00 2
## UQCR10 3.750490e-03 0.3074179 0.759 0.769 1.000000e+00 2
## DNAJC15 3.939026e-03 0.2873377 0.532 0.421 1.000000e+00 2
## EFCAB14 4.260553e-03 0.2547497 0.405 0.273 1.000000e+00 2
## UBE2L6 4.649472e-03 0.2901023 0.532 0.417 1.000000e+00 2
## TRA2B 4.974292e-03 0.2602879 0.823 0.756 1.000000e+00 2
## RAP2B 6.726551e-03 0.3577496 0.468 0.335 1.000000e+00 2
## CDV3 6.983836e-03 0.2591435 0.684 0.585 1.000000e+00 2
## ID2 7.938555e-03 0.4294629 0.835 0.738 1.000000e+00 2
## RAB11A 8.248539e-03 0.3347636 0.494 0.375 1.000000e+00 2
## ETF1 9.559268e-03 0.2532005 0.291 0.184 1.000000e+00 2
## HTATIP2 9.834449e-03 0.2573881 0.329 0.206 1.000000e+00 2
## GZMH 1.498510e-75 2.5846017 0.738 0.008 2.400912e-71 3
## CST7 1.895086e-71 2.4626450 1.000 0.064 3.036307e-67 3
## ADGRG1 3.769563e-69 1.4552855 0.667 0.006 6.039593e-65 3
## GZMA 7.666078e-69 2.5640785 0.952 0.055 1.228259e-64 3
## C1orf21 2.621424e-68 0.9661029 0.643 0.004 4.200045e-64 3
## FGFBP2 1.652533e-66 2.5715686 0.738 0.018 2.647689e-62 3
## TBX21 6.336036e-65 1.2125644 0.714 0.016 1.015160e-60 3
## FCRL6 6.634441e-63 1.0913309 0.595 0.004 1.062970e-58 3
## CCL5 1.455223e-62 3.4939855 1.000 0.090 2.331559e-58 3
## NKG7 1.317203e-61 3.8789412 1.000 0.094 2.110423e-57 3
## IFNG 6.875993e-59 2.0233208 0.690 0.020 1.101672e-54 3
## KLRD1 6.065388e-58 2.0052753 0.714 0.027 9.717965e-54 3
## KLRC2 3.572787e-57 1.4448326 0.524 0.002 5.724320e-53 3
## S1PR5 3.929456e-57 0.8587227 0.524 0.002 6.295775e-53 3
## HOPX 4.626085e-55 1.5868618 0.762 0.039 7.411913e-51 3
## GZMB 5.387206e-55 2.0526012 0.690 0.025 8.631381e-51 3
## PRSS23 2.540545e-54 0.9120942 0.476 0.000 4.070462e-50 3
## KLRF1 1.472864e-52 1.4900409 0.524 0.006 2.359823e-48 3
## PRF1 3.826098e-52 2.3861331 0.833 0.066 6.130174e-48 3
## CCL4 1.542737e-50 2.5317469 0.786 0.051 2.471773e-46 3
## FCGR3A 7.559391e-48 2.0554615 0.667 0.035 1.211166e-43 3
## CLIC3 4.662683e-47 1.0414297 0.595 0.020 7.470550e-43 3
## TTC38 4.452486e-46 0.9926737 0.548 0.016 7.133773e-42 3
## PTGDR 1.039528e-45 0.8153595 0.500 0.010 1.665532e-41 3
## TRGC2 5.779737e-45 1.1194441 0.643 0.033 9.260295e-41 3
## SPON2 8.820206e-44 1.8437614 0.667 0.043 1.413173e-39 3
## MATK 3.466955e-41 0.9898859 0.667 0.047 5.554756e-37 3
## CTSW 3.327934e-39 2.0367228 0.905 0.154 5.332015e-35 3
## GNLY 7.111843e-37 3.4605276 0.690 0.072 1.139460e-32 3
## ABI3 3.363529e-36 1.1261835 0.762 0.092 5.389046e-32 3
## ASCL2 7.197138e-36 1.0120426 0.524 0.029 1.153125e-31 3
## TRDC 1.501076e-34 1.5816621 0.524 0.031 2.405024e-30 3
## MYBL1 2.241695e-34 0.8736764 0.643 0.059 3.591643e-30 3
## RGS9 8.294122e-33 0.3625927 0.286 0.000 1.328884e-28 3
## TIGIT 7.103087e-32 0.9331687 0.571 0.047 1.138057e-27 3
## TRGC1 1.062762e-31 0.9737435 0.357 0.008 1.702758e-27 3
## APOBEC3G 3.104058e-31 1.3083457 0.929 0.244 4.973322e-27 3
## PRSS57 3.907156e-30 0.4437778 0.286 0.002 6.260045e-26 3
## PRR5L 6.758808e-30 0.4905988 0.357 0.010 1.082896e-25 3
## GZMM 9.900589e-29 1.3544801 0.952 0.301 1.586272e-24 3
## PLEK1 1.335964e-27 1.1196043 0.857 0.164 2.140482e-23 3
## F2R 1.962532e-27 0.4764353 0.333 0.010 3.144368e-23 3
## TMEM273 2.681165e-27 0.5400266 0.357 0.014 4.295762e-23 3
## C12orf75 8.808868e-27 1.1237759 0.810 0.172 1.411357e-22 3
## PPP2R2B 6.589839e-26 0.5248053 0.381 0.020 1.055824e-21 3
## MCTP2 8.361392e-26 0.6269408 0.381 0.020 1.339662e-21 3
## AKR1C3 8.506018e-26 0.5651549 0.357 0.016 1.362834e-21 3
## CHST12 8.928332e-26 1.0026598 0.786 0.162 1.430497e-21 3
## CD8A 1.451611e-25 1.1590939 0.357 0.016 2.325771e-21 3
## SYNGR1 3.042190e-25 0.8712075 0.405 0.027 4.874198e-21 3
## RUNX3 4.339016e-24 1.1202375 0.929 0.316 6.951972e-20 3
## CD244 1.217961e-23 0.5954860 0.452 0.041 1.951418e-19 3
## ZEB21 1.500237e-23 1.1529472 0.833 0.180 2.403680e-19 3
## EFHD21 1.653882e-23 1.4256108 0.881 0.262 2.649849e-19 3
## B2M1 2.047325e-23 0.6616998 1.000 1.000 3.280224e-19 3
## CX3CR11 3.072069e-23 0.9367016 0.571 0.076 4.922069e-19 3
## APMAP 3.308109e-23 0.9689249 0.714 0.156 5.300252e-19 3
## HLA-B 3.396621e-23 0.7274282 1.000 1.000 5.442066e-19 3
## RHOC 6.001394e-23 0.7332819 0.571 0.078 9.615433e-19 3
## LYAR 7.130036e-23 1.0033918 0.690 0.137 1.142374e-18 3
## HLA-A1 1.073425e-22 0.7044289 1.000 1.000 1.719841e-18 3
## CD991 1.207470e-22 1.1615625 1.000 0.732 1.934609e-18 3
## CYTOR2 1.408321e-22 0.9751210 0.714 0.141 2.256412e-18 3
## IL2RB 1.642588e-22 0.6155091 0.500 0.057 2.631755e-18 3
## HLA-C 6.787279e-22 0.9025731 1.000 1.000 1.087458e-17 3
## MIAT1 7.312297e-22 0.6668070 0.524 0.068 1.171576e-17 3
## TPST2 7.564149e-22 0.7869061 0.738 0.170 1.211928e-17 3
## TRG-AS1 1.247070e-21 0.9157186 0.619 0.109 1.998055e-17 3
## CD81 4.461832e-21 1.1399964 0.976 0.545 7.148748e-17 3
## GZMK 2.667670e-20 1.7043481 0.333 0.023 4.274140e-16 3
## EOMES 3.973205e-20 0.5885417 0.286 0.014 6.365869e-16 3
## HCST1 1.284371e-19 1.1682466 1.000 0.838 2.057820e-15 3
## PLA2G161 3.211164e-19 0.6316804 0.548 0.088 5.144927e-15 3
## PTGDS 8.524153e-19 1.1389209 0.262 0.012 1.365740e-14 3
## PLEKHF1 1.542133e-18 0.7069135 0.548 0.100 2.470806e-14 3
## TGFBR3 1.866660e-18 0.4228769 0.333 0.027 2.990762e-14 3
## LAG3 2.064081e-18 0.4864779 0.357 0.033 3.307071e-14 3
## SAMD3 1.478473e-17 0.8630298 0.619 0.145 2.368810e-13 3
## PRR5 1.594937e-17 0.7285017 0.619 0.141 2.555408e-13 3
## APOBEC3C 2.050831e-17 0.8132479 0.690 0.191 3.285842e-13 3
## TSEN54 3.747716e-17 0.6835854 0.619 0.150 6.004590e-13 3
## RASSF1 5.085565e-17 0.8403995 0.762 0.248 8.148093e-13 3
## MYL12A 5.489485e-17 0.7258832 1.000 0.992 8.795253e-13 3
## MYL12B 5.706522e-17 0.6932499 1.000 0.941 9.142990e-13 3
## TKTL1 6.291988e-17 1.2480040 0.429 0.064 1.008102e-12 3
## SLAMF7 9.426479e-17 0.3664337 0.262 0.016 1.510310e-12 3
## SYNE21 1.108869e-16 0.9990871 0.929 0.482 1.776630e-12 3
## AC004687.1 1.315879e-16 0.9795281 0.857 0.332 2.108301e-12 3
## ARPC5L 1.321686e-16 0.8663212 0.833 0.344 2.117605e-12 3
## ABHD17A 1.749564e-16 1.1098396 0.952 0.596 2.803151e-12 3
## SLC9A3R1 4.571326e-16 1.0032867 0.857 0.455 7.324178e-12 3
## CTSC1 8.534109e-16 0.8723769 0.857 0.395 1.367335e-11 3
## HRASLS2 9.097740e-16 0.4865700 0.405 0.055 1.457640e-11 3
## PPP2R5C1 1.642722e-15 0.9358897 0.952 0.637 2.631969e-11 3
## ZAP70 1.679407e-15 0.8523870 0.905 0.430 2.690746e-11 3
## PYHIN1 1.904586e-15 0.8413067 0.571 0.135 3.051528e-11 3
## PTMS 2.045998e-15 0.5978535 0.381 0.049 3.278098e-11 3
## IL321 2.824232e-15 0.9859924 0.976 0.693 4.524985e-11 3
## ITGAL 4.532310e-15 0.8362041 0.810 0.348 7.261668e-11 3
## TTC16 5.337853e-15 0.3563639 0.262 0.020 8.552308e-11 3
## KLRG1 8.579025e-15 0.7965433 0.595 0.152 1.374531e-10 3
## RAB29 9.878101e-15 0.7883375 0.738 0.285 1.582669e-10 3
## LITAF 1.130504e-14 0.8495526 0.929 0.703 1.811294e-10 3
## CLIC11 1.275409e-14 0.8812121 0.952 0.617 2.043460e-10 3
## MBP 1.671295e-14 0.8464692 0.952 0.547 2.677748e-10 3
## SH3BGRL31 3.114733e-14 0.7499981 1.000 0.975 4.990425e-10 3
## ATP2B4 3.228806e-14 0.6230996 0.571 0.152 5.173193e-10 3
## CD300A1 3.491016e-14 0.7357706 0.524 0.117 5.593305e-10 3
## TMSB4X1 3.604707e-14 0.4183772 1.000 1.000 5.775462e-10 3
## ACTN41 4.417111e-14 0.6831262 0.738 0.240 7.077096e-10 3
## SH2D2A 5.855700e-14 0.5937429 0.476 0.098 9.382003e-10 3
## KLRB11 6.027844e-14 1.0835408 0.595 0.145 9.657812e-10 3
## LINC01871 8.296956e-14 0.4155299 0.333 0.041 1.329338e-09 3
## GAB3 1.166117e-13 0.4825567 0.429 0.078 1.868353e-09 3
## TGFBR1 1.183573e-13 0.5302638 0.429 0.078 1.896321e-09 3
## ARPC21 1.529112e-13 0.6753121 0.976 0.941 2.449944e-09 3
## LLGL2 1.741367e-13 0.5993900 0.476 0.105 2.790018e-09 3
## DHRS7 1.775556e-13 0.7986530 0.762 0.322 2.844795e-09 3
## STOM 2.827220e-13 0.4771937 0.524 0.123 4.529772e-09 3
## GK5 2.859973e-13 0.6960311 0.405 0.074 4.582248e-09 3
## METRN 4.237549e-13 0.3836156 0.381 0.064 6.789401e-09 3
## PFN1 5.610618e-13 0.6407791 1.000 0.996 8.989332e-09 3
## CALM11 5.763885e-13 0.6153887 1.000 0.988 9.234896e-09 3
## CD631 1.065385e-12 1.0302943 0.762 0.375 1.706959e-08 3
## DOK2 1.138749e-12 0.7557626 0.833 0.395 1.824504e-08 3
## CFL1 1.347001e-12 0.5778538 1.000 0.996 2.158165e-08 3
## CD247 1.591758e-12 1.3550568 0.905 0.633 2.550314e-08 3
## ABCA2 1.819810e-12 0.3715585 0.262 0.027 2.915700e-08 3
## PSMB9 1.896905e-12 0.8660706 0.929 0.684 3.039222e-08 3
## SYNE1 2.348558e-12 0.7817057 0.786 0.361 3.762859e-08 3
## RAB27A1 3.117790e-12 0.6098500 0.619 0.201 4.995322e-08 3
## RAP1GAP2 3.842875e-12 0.3665606 0.381 0.068 6.157054e-08 3
## HLA-E 4.341738e-12 0.4366478 1.000 1.000 6.956333e-08 3
## FAM173A 4.726983e-12 0.4656169 0.524 0.131 7.573572e-08 3
## OASL 5.002133e-12 0.5182344 0.310 0.043 8.014418e-08 3
## STARD3NL 5.649490e-12 0.6492680 0.405 0.084 9.051613e-08 3
## CEP78 5.823484e-12 0.6707936 0.500 0.131 9.330385e-08 3
## ACTG1 6.100369e-12 0.6269964 1.000 0.992 9.774011e-08 3
## CDKN2D 6.321929e-12 0.5234308 0.857 0.441 1.012899e-07 3
## ZBTB38 7.598917e-12 0.5909434 0.571 0.174 1.217498e-07 3
## PPP1CA1 8.416895e-12 0.7301967 0.976 0.719 1.348555e-07 3
## MYO1G1 8.657636e-12 0.7019548 0.810 0.385 1.387126e-07 3
## CD3D 8.906553e-12 0.7580655 0.952 0.805 1.427008e-07 3
## RAB9A 1.072507e-11 0.4955910 0.548 0.164 1.718370e-07 3
## BHLHE401 1.155149e-11 0.5497515 0.452 0.100 1.850780e-07 3
## NCR3 1.402847e-11 0.5809230 0.310 0.047 2.247642e-07 3
## FLNA1 1.445506e-11 0.6950027 0.881 0.445 2.315990e-07 3
## CYBA1 1.833460e-11 0.7424097 1.000 0.883 2.937569e-07 3
## FAM53B 2.460431e-11 0.4788954 0.405 0.086 3.942103e-07 3
## GNPTAB 3.089633e-11 0.9232384 0.619 0.244 4.950210e-07 3
## ARL4C 3.477777e-11 0.7417150 0.952 0.764 5.572095e-07 3
## PRDM11 3.808944e-11 0.4190781 0.381 0.072 6.102690e-07 3
## ANXA12 4.576242e-11 0.7055004 0.952 0.498 7.332055e-07 3
## SERPINB61 5.945117e-11 0.4492316 0.524 0.139 9.525266e-07 3
## GBP51 6.532982e-11 0.4952288 0.619 0.209 1.046714e-06 3
## SYTL3 6.587356e-11 0.4848282 0.452 0.117 1.055426e-06 3
## CAPN15 8.851358e-11 0.4777028 0.405 0.090 1.418165e-06 3
## PTPN4 9.341270e-11 0.6058593 0.714 0.328 1.496658e-06 3
## MYO1F1 1.036574e-10 0.7003263 0.643 0.230 1.660798e-06 3
## SUN2 1.188646e-10 0.6406977 0.952 0.680 1.904449e-06 3
## CISD3 1.253505e-10 0.5081186 0.571 0.191 2.008366e-06 3
## RAP1B 1.323727e-10 0.7856983 0.952 0.883 2.120876e-06 3
## SYTL2 1.704655e-10 0.3038471 0.310 0.051 2.731198e-06 3
## METRNL1 2.454030e-10 0.4557157 0.381 0.078 3.931847e-06 3
## ZNF600 2.983338e-10 0.2729278 0.262 0.037 4.779905e-06 3
## CD531 3.123500e-10 0.6398948 0.952 0.773 5.004472e-06 3
## IL12RB1 3.403446e-10 0.4631475 0.429 0.113 5.453001e-06 3
## PPP5C 3.470459e-10 0.3680210 0.357 0.072 5.560370e-06 3
## DDX23 3.514812e-10 0.4807292 0.524 0.170 5.631432e-06 3
## ADAM81 4.024943e-10 0.5753955 0.524 0.170 6.448764e-06 3
## DBI1 4.540514e-10 0.6131849 0.881 0.609 7.274811e-06 3
## MIR4435-2HG 4.846527e-10 0.4124303 0.381 0.082 7.765106e-06 3
## SLC25A4 6.743654e-10 0.4477653 0.310 0.055 1.080468e-05 3
## HSH2D 8.273743e-10 0.5288806 0.381 0.090 1.325619e-05 3
## IFITM2 9.058893e-10 0.8880846 0.952 0.783 1.451416e-05 3
## PTPN7 9.719641e-10 0.6797317 0.667 0.268 1.557281e-05 3
## SEPT7 1.814302e-09 0.5812882 0.976 0.814 2.906875e-05 3
## PSME1 1.883688e-09 0.5090501 1.000 0.893 3.018045e-05 3
## ARL6IP51 1.954932e-09 0.4840558 0.952 0.816 3.132193e-05 3
## ACTB1 1.992776e-09 0.5639525 1.000 1.000 3.192825e-05 3
## RAC2 2.019748e-09 0.5609150 0.976 0.916 3.236040e-05 3
## GNG2 2.633039e-09 0.6079288 0.690 0.338 4.218655e-05 3
## PTPN22 2.797400e-09 0.4918533 0.476 0.154 4.481994e-05 3
## HLA-DPB11 3.015578e-09 0.4137352 0.810 0.367 4.831559e-05 3
## ITGB21 3.465130e-09 0.6636168 0.952 0.803 5.551831e-05 3
## S100A41 3.625300e-09 0.7721167 0.952 0.742 5.808455e-05 3
## SPN 4.083613e-09 0.7510387 0.714 0.383 6.542766e-05 3
## CCDC107 4.392943e-09 0.5605471 0.667 0.328 7.038373e-05 3
## CCDC88C 4.594224e-09 0.6450811 0.738 0.410 7.360866e-05 3
## EMP32 5.964387e-09 0.4818393 1.000 0.895 9.556141e-05 3
## PPIA 6.191342e-09 0.4597587 1.000 0.980 9.919769e-05 3
## ADRB2 6.378658e-09 0.3921721 0.405 0.107 1.021989e-04 3
## MXRA7 6.467583e-09 0.5584599 0.381 0.102 1.036236e-04 3
## SCP2 7.737294e-09 0.5006744 0.810 0.463 1.239669e-04 3
## ANXA21 1.024406e-08 0.4713618 0.833 0.381 1.641303e-04 3
## LGALS11 1.146595e-08 0.9694917 0.690 0.320 1.837075e-04 3
## CTBP21 1.236259e-08 0.4890358 0.357 0.088 1.980734e-04 3
## CMC1 1.284345e-08 0.9664173 0.476 0.170 2.057778e-04 3
## TES 1.320301e-08 0.5213189 0.762 0.418 2.115386e-04 3
## RFTN1 1.378422e-08 0.3904511 0.381 0.102 2.208507e-04 3
## SLC15A4 1.450096e-08 0.3329208 0.381 0.096 2.323344e-04 3
## TBCB 1.566056e-08 0.5367742 0.762 0.412 2.509136e-04 3
## RAP2A 1.577871e-08 0.4977424 0.333 0.080 2.528065e-04 3
## SELENOT 1.610076e-08 0.5330553 0.738 0.420 2.579663e-04 3
## MYL61 1.728263e-08 0.5324247 1.000 0.975 2.769023e-04 3
## PRELID11 1.986786e-08 0.6449362 0.810 0.623 3.183228e-04 3
## AHNAK2 1.997722e-08 0.6167716 0.857 0.475 3.200751e-04 3
## SPCS2 2.119264e-08 0.4766874 0.857 0.566 3.395484e-04 3
## PDIA3 2.256413e-08 0.6232749 0.833 0.643 3.615225e-04 3
## ANXA6 2.353226e-08 0.5536591 0.905 0.656 3.770339e-04 3
## SLC27A3 2.367284e-08 0.3306409 0.262 0.047 3.792862e-04 3
## GYG11 2.628858e-08 0.4592184 0.452 0.150 4.211956e-04 3
## PTGER2 2.629038e-08 0.3887359 0.429 0.123 4.212244e-04 3
## MTSS1 2.959539e-08 0.3865973 0.310 0.068 4.741773e-04 3
## PDIA61 3.183148e-08 0.5889495 0.690 0.359 5.100039e-04 3
## ITGB7 3.310265e-08 0.6510948 0.643 0.352 5.303706e-04 3
## BCL2L1 3.510988e-08 0.3937214 0.262 0.049 5.625305e-04 3
## PCBD1 3.815199e-08 0.3280063 0.262 0.049 6.112711e-04 3
## TMEM50A 3.838336e-08 0.4585203 0.857 0.549 6.149781e-04 3
## CES11 4.303584e-08 0.5190252 0.333 0.074 6.895203e-04 3
## PTPN121 4.387051e-08 0.4750593 0.405 0.113 7.028934e-04 3
## FBXO6 4.478593e-08 0.3158868 0.286 0.059 7.175602e-04 3
## POMP1 4.707061e-08 0.4671251 0.810 0.488 7.541654e-04 3
## ITGB11 5.040023e-08 0.7132615 0.714 0.375 8.075125e-04 3
## PDAP1 5.258287e-08 0.4957265 0.690 0.402 8.424828e-04 3
## CD8B 5.562483e-08 0.5901498 0.286 0.059 8.912211e-04 3
## SNTB2 6.454420e-08 0.4173717 0.310 0.070 1.034127e-03 3
## PPP1R12A 8.460876e-08 0.4570866 0.881 0.566 1.355602e-03 3
## A2M-AS1 8.783166e-08 0.4745187 0.286 0.064 1.407239e-03 3
## STAT4 9.114155e-08 0.3599787 0.476 0.158 1.460270e-03 3
## CYB561D2 1.067152e-07 0.5094114 0.476 0.184 1.709790e-03 3
## DSTN 1.122627e-07 0.6850080 0.690 0.457 1.798673e-03 3
## GUK1 1.150371e-07 0.5296619 0.833 0.693 1.843125e-03 3
## RNF213 1.228063e-07 0.6943097 0.881 0.686 1.967603e-03 3
## RORA1 1.275828e-07 0.5375308 0.738 0.406 2.044132e-03 3
## MAP3K81 1.282925e-07 0.2861109 0.286 0.057 2.055503e-03 3
## CALR 1.381999e-07 0.6304546 0.952 0.709 2.214238e-03 3
## CCL31 1.489019e-07 0.7695831 0.357 0.092 2.385707e-03 3
## PAXX 1.517122e-07 0.6008799 0.714 0.443 2.430733e-03 3
## TBK1 1.785839e-07 0.3226418 0.333 0.088 2.861271e-03 3
## YWHAQ1 1.809740e-07 0.5319188 0.786 0.508 2.899566e-03 3
## BATF 1.861344e-07 0.4569730 0.476 0.184 2.982246e-03 3
## RGS3 1.869771e-07 0.4051956 0.310 0.076 2.995748e-03 3
## FBXW5 2.036215e-07 0.4873325 0.667 0.361 3.262424e-03 3
## GTF3C1 2.272791e-07 0.4483695 0.310 0.080 3.641466e-03 3
## CCND3 2.306926e-07 0.5406463 0.905 0.684 3.696157e-03 3
## ARPC41 2.345250e-07 0.5519907 0.857 0.645 3.757560e-03 3
## PARP15 2.358357e-07 0.3745936 0.381 0.115 3.778560e-03 3
## PTPRC 2.590890e-07 0.3833736 1.000 0.990 4.151123e-03 3
## IKZF31 2.659676e-07 0.5454031 0.619 0.289 4.261332e-03 3
## MFSD10 2.662059e-07 0.4622538 0.524 0.230 4.265151e-03 3
## LPCAT1 2.844747e-07 0.3908303 0.357 0.107 4.557854e-03 3
## CRTAM 3.164734e-07 0.4439528 0.262 0.055 5.070537e-03 3
## DERL1 3.384637e-07 0.3821878 0.524 0.227 5.422865e-03 3
## SERF21 3.480899e-07 0.3541092 1.000 1.000 5.577096e-03 3
## NFATC3 3.611067e-07 0.5405320 0.690 0.391 5.785652e-03 3
## CIB1 3.853916e-07 0.4825123 0.881 0.666 6.174744e-03 3
## AKNA 4.066191e-07 0.4814561 0.714 0.445 6.514852e-03 3
## NRROS 4.133623e-07 0.2760369 0.262 0.057 6.622891e-03 3
## HNRNPA3 4.151667e-07 0.4065096 0.905 0.842 6.651802e-03 3
## PPIB 4.294100e-07 0.4693209 0.905 0.785 6.880008e-03 3
## CELF2 4.537424e-07 0.4188961 0.952 0.742 7.269860e-03 3
## ETFA 4.613806e-07 0.4042395 0.548 0.258 7.392240e-03 3
## PPP1R181 4.703200e-07 0.4901622 0.762 0.512 7.535468e-03 3
## TLN11 4.818829e-07 0.5690517 0.786 0.559 7.720727e-03 3
## C1orf56 5.134081e-07 0.5888995 0.643 0.375 8.225825e-03 3
## FDPS 5.270634e-07 0.3859513 0.643 0.322 8.444610e-03 3
## SRGN1 5.279780e-07 0.4455547 0.905 0.705 8.459264e-03 3
## TCF25 5.353994e-07 0.4807764 0.929 0.732 8.578169e-03 3
## IL2RG1 5.453444e-07 0.5882583 0.905 0.668 8.737507e-03 3
## PGAM11 5.476362e-07 0.4239304 0.833 0.527 8.774228e-03 3
## HSPB11 5.647333e-07 0.3982940 0.548 0.250 9.048157e-03 3
## MAP2K2 5.964587e-07 0.4518701 0.762 0.549 9.556461e-03 3
## SLC25A42 5.968680e-07 0.3200486 0.286 0.070 9.563019e-03 3
## EIF4G3 6.446159e-07 0.3455256 0.429 0.150 1.032804e-02 3
## NEU1 6.447430e-07 0.8799595 0.643 0.373 1.033007e-02 3
## RNF166 6.683458e-07 0.5514878 0.714 0.449 1.070824e-02 3
## CD21 7.256559e-07 0.5676164 0.857 0.621 1.162646e-02 3
## AKAP13 7.585841e-07 0.4921806 0.857 0.678 1.215403e-02 3
## SERPINB9 8.895066e-07 0.4554907 0.500 0.203 1.425168e-02 3
## GPRIN3 9.234723e-07 0.3760991 0.405 0.141 1.479587e-02 3
## CHCHD21 9.636442e-07 0.3836421 0.976 0.922 1.543951e-02 3
## PCSK7 9.984086e-07 0.5607348 0.833 0.633 1.599650e-02 3
## PIP4K2A 1.000917e-06 0.4620628 0.690 0.445 1.603669e-02 3
## PSMA5 1.016018e-06 0.3899961 0.810 0.541 1.627864e-02 3
## RAP2B1 1.110247e-06 0.3422819 0.643 0.330 1.778837e-02 3
## LILRB11 1.125871e-06 0.2746344 0.333 0.090 1.803871e-02 3
## IGF2R 1.196788e-06 0.4338652 0.429 0.160 1.917494e-02 3
## BST21 1.302225e-06 0.4247607 0.833 0.484 2.086425e-02 3
## ORMDL3 1.496826e-06 0.4508591 0.619 0.326 2.398215e-02 3
## PRKCB1 1.580883e-06 0.4568993 0.786 0.480 2.532890e-02 3
## TMCO4 1.647679e-06 0.2695038 0.286 0.072 2.639911e-02 3
## WDR1 1.698341e-06 0.4452920 0.786 0.570 2.721082e-02 3
## IBTK 1.753183e-06 0.3633889 0.476 0.207 2.808950e-02 3
## UBB 1.754182e-06 0.3465042 0.976 0.973 2.810550e-02 3
## VPS16 1.854710e-06 0.3176948 0.381 0.131 2.971617e-02 3
## CFLAR1 2.001906e-06 0.5346502 0.833 0.602 3.207454e-02 3
## SBK1 2.110164e-06 0.3455213 0.333 0.100 3.380905e-02 3
## FMNL1 2.135449e-06 0.4441063 0.857 0.598 3.421416e-02 3
## STK10 2.192513e-06 0.4824448 0.714 0.480 3.512844e-02 3
## SSBP4 2.216467e-06 0.5529090 0.571 0.309 3.551224e-02 3
## FAM49B 2.323975e-06 0.4677313 0.810 0.605 3.723473e-02 3
## FADS2 2.370320e-06 0.3031874 0.262 0.064 3.797726e-02 3
## IFIT21 2.399233e-06 0.9138868 0.429 0.152 3.844051e-02 3
## ARPC31 3.118967e-06 0.3043649 1.000 0.963 4.997208e-02 3
## TGFB11 3.122205e-06 0.5055079 0.881 0.693 5.002396e-02 3
## HLA-F 3.144526e-06 0.5204286 0.905 0.719 5.038159e-02 3
## ANXA41 3.236403e-06 0.3246772 0.357 0.115 5.185365e-02 3
## FYN 3.390379e-06 0.5003241 0.810 0.602 5.432065e-02 3
## MIDN1 3.658968e-06 0.4251396 0.857 0.613 5.862399e-02 3
## COPE1 3.689989e-06 0.4825447 0.810 0.670 5.912100e-02 3
## AOAH1 3.731182e-06 0.4947886 0.405 0.143 5.978100e-02 3
## MLLT6 3.826218e-06 0.5090197 0.714 0.455 6.130366e-02 3
## ADGRE51 4.173743e-06 0.4751013 0.690 0.404 6.687172e-02 3
## CDS2 4.178282e-06 0.3053820 0.405 0.156 6.694444e-02 3
## PSME2 4.186697e-06 0.4325753 0.857 0.738 6.707926e-02 3
## MAGED2 4.196126e-06 0.3889748 0.500 0.230 6.723034e-02 3
## MACF1 4.276539e-06 0.5787139 0.738 0.514 6.851870e-02 3
## KIFAP3 4.276677e-06 0.3015469 0.310 0.090 6.852093e-02 3
## RAP2C 4.286288e-06 0.3093052 0.405 0.152 6.867490e-02 3
## BLOC1S11 5.011724e-06 0.4517802 0.762 0.541 8.029784e-02 3
## CCNDBP1 5.133108e-06 0.4608130 0.690 0.445 8.224266e-02 3
## HMOX2 5.267192e-06 0.4104157 0.619 0.363 8.439095e-02 3
## C19orf66 5.695684e-06 0.4940555 0.643 0.373 9.125625e-02 3
## CAPN21 5.919862e-06 0.4532798 0.690 0.418 9.484803e-02 3
## LSP11 6.435508e-06 0.4651794 0.905 0.805 1.031097e-01 3
## GCLM 6.762996e-06 0.3655540 0.333 0.113 1.083567e-01 3
## PSMB1 6.924768e-06 0.3310301 0.905 0.738 1.109486e-01 3
## MIEN1 7.019432e-06 0.4191887 0.595 0.314 1.124653e-01 3
## ATP5MC31 7.231302e-06 0.4191351 0.881 0.721 1.158599e-01 3
## AMZ2 7.266351e-06 0.3617507 0.452 0.209 1.164215e-01 3
## MCRIP1 9.164295e-06 0.3856646 0.571 0.324 1.468303e-01 3
## RNF167 9.745967e-06 0.4062968 0.619 0.346 1.561499e-01 3
## IL10RA1 1.072135e-05 0.3704460 0.738 0.457 1.717774e-01 3
## TPM41 1.082985e-05 0.4094037 0.643 0.365 1.735158e-01 3
## ZBTB7A 1.087143e-05 0.5455333 0.690 0.518 1.741821e-01 3
## DIAPH1 1.091941e-05 0.3980833 0.714 0.455 1.749508e-01 3
## CDK2AP2 1.104835e-05 0.4772285 0.595 0.359 1.770166e-01 3
## PATL2 1.105267e-05 0.5262907 0.262 0.072 1.770860e-01 3
## NDUFB71 1.168306e-05 0.4127750 0.762 0.531 1.871860e-01 3
## GPR174 1.242875e-05 0.3173219 0.357 0.127 1.991335e-01 3
## CYB5B 1.303332e-05 0.4130537 0.429 0.172 2.088199e-01 3
## ENO11 1.310649e-05 0.3630944 0.929 0.781 2.099922e-01 3
## BTN3A1 1.368963e-05 0.3821096 0.548 0.291 2.193352e-01 3
## FAM104A 1.378013e-05 0.3196714 0.429 0.172 2.207852e-01 3
## NEDD81 1.406312e-05 0.3202019 0.929 0.764 2.253192e-01 3
## RARRES3 1.414482e-05 0.4364041 0.881 0.715 2.266283e-01 3
## IDH2 1.491581e-05 0.4319468 0.548 0.314 2.389811e-01 3
## RBM8A 1.554328e-05 0.4101724 0.786 0.629 2.490344e-01 3
## MAGOH 1.554803e-05 0.2975760 0.738 0.461 2.491106e-01 3
## CXorf38 1.565512e-05 0.3260640 0.429 0.180 2.508263e-01 3
## AKR1B1 1.639106e-05 0.3165838 0.548 0.291 2.626176e-01 3
## PLAC8 1.655614e-05 0.4451093 0.833 0.699 2.652625e-01 3
## NBEAL21 1.665701e-05 0.3061792 0.405 0.158 2.668786e-01 3
## EBP 1.686197e-05 0.4365906 0.476 0.219 2.701626e-01 3
## UBE2F 1.724367e-05 0.3346529 0.595 0.324 2.762780e-01 3
## ARPP19 1.744338e-05 0.3715525 0.429 0.186 2.794779e-01 3
## TPMT 1.759558e-05 0.2871665 0.310 0.100 2.819164e-01 3
## ATXN1 2.006849e-05 0.3266222 0.405 0.156 3.215373e-01 3
## GRAP2 2.029121e-05 0.3713503 0.548 0.301 3.251057e-01 3
## TSPAN14 2.054527e-05 0.3973193 0.738 0.482 3.291763e-01 3
## RAD9A 2.101519e-05 0.3229967 0.405 0.166 3.367054e-01 3
## MXD4 2.111350e-05 0.5288657 0.571 0.336 3.382805e-01 3
## TEX264 2.112261e-05 0.4205997 0.595 0.352 3.384265e-01 3
## TMEM165 2.148880e-05 0.3530492 0.667 0.412 3.442935e-01 3
## CLEC2B 2.270496e-05 0.4311412 0.738 0.559 3.637789e-01 3
## TYROBP1 2.277675e-05 0.3331816 0.548 0.201 3.649291e-01 3
## TBC1D10C 2.331829e-05 0.3683766 0.857 0.703 3.736056e-01 3
## PAFAH2 2.437454e-05 0.2605146 0.333 0.111 3.905289e-01 3
## PLEKHA21 2.437484e-05 0.2602171 0.405 0.162 3.905338e-01 3
## BCAS2 2.471605e-05 0.3418951 0.595 0.355 3.960006e-01 3
## CD151 2.480440e-05 0.2661172 0.286 0.090 3.974162e-01 3
## PITPNC1 2.504985e-05 0.3841497 0.595 0.342 4.013486e-01 3
## MAP4 2.548956e-05 0.4543664 0.405 0.176 4.083937e-01 3
## AC016831.7 2.644887e-05 0.3100228 0.381 0.152 4.237638e-01 3
## ARHGDIB 2.648378e-05 0.3262838 1.000 0.986 4.243232e-01 3
## ASNA11 2.654669e-05 0.3251858 0.476 0.227 4.253310e-01 3
## NEAT11 2.695231e-05 0.2633611 1.000 0.861 4.318298e-01 3
## TMBIM1 2.754497e-05 0.4113805 0.500 0.244 4.413256e-01 3
## CAPN1 2.818749e-05 0.3210779 0.500 0.264 4.516199e-01 3
## LASP11 2.839216e-05 0.3523514 0.548 0.285 4.548992e-01 3
## CORO1A 2.858659e-05 0.2953106 0.976 0.988 4.580144e-01 3
## TNF2 2.912385e-05 0.7332274 0.452 0.201 4.666223e-01 3
## STK39 2.933319e-05 0.2812484 0.262 0.080 4.699763e-01 3
## CSK1 3.028456e-05 0.4242382 0.786 0.545 4.852191e-01 3
## DNAJC1 3.059967e-05 0.4046868 0.429 0.195 4.902679e-01 3
## IQGAP21 3.130576e-05 0.4248298 0.619 0.373 5.015808e-01 3
## DPM2 3.202473e-05 0.2965524 0.357 0.139 5.131003e-01 3
## IRF1 3.317729e-05 0.3706145 0.952 0.877 5.315665e-01 3
## CASC4 3.363763e-05 0.3645709 0.405 0.176 5.389421e-01 3
## SPPL2A 3.419992e-05 0.3363138 0.476 0.225 5.479511e-01 3
## NAPA1 3.497447e-05 0.3378617 0.595 0.344 5.603609e-01 3
## LMAN2 3.545254e-05 0.4307781 0.643 0.469 5.680206e-01 3
## PSMD13 3.555506e-05 0.3799315 0.667 0.445 5.696631e-01 3
## BCL9L 3.603529e-05 0.4061768 0.619 0.398 5.773574e-01 3
## EPG5 3.612558e-05 0.2726757 0.262 0.080 5.788041e-01 3
## TMEM109 3.652841e-05 0.4039041 0.524 0.273 5.852582e-01 3
## PRDX51 3.730393e-05 0.3544083 0.786 0.596 5.976836e-01 3
## MAD2L2 3.836431e-05 0.3374383 0.286 0.092 6.146730e-01 3
## UBL5 3.930156e-05 0.3791419 0.976 0.828 6.296896e-01 3
## ZNF276 4.016824e-05 0.5069250 0.571 0.348 6.435755e-01 3
## USP39 4.142100e-05 0.2763384 0.333 0.123 6.636473e-01 3
## NEDD9 4.256053e-05 0.3402587 0.310 0.111 6.819048e-01 3
## OSTF11 4.272175e-05 0.4461683 0.690 0.484 6.844880e-01 3
## MSN1 4.364050e-05 0.3817311 0.810 0.648 6.992080e-01 3
## PPM1G 4.380032e-05 0.3783411 0.667 0.453 7.017688e-01 3
## MANF 4.757098e-05 0.4197232 0.500 0.277 7.621822e-01 3
## YWHAB1 4.789387e-05 0.3210864 1.000 0.916 7.673557e-01 3
## RAN 5.091078e-05 0.3011059 0.857 0.773 8.156925e-01 3
## ZDHHC24 5.093606e-05 0.3323943 0.310 0.111 8.160976e-01 3
## HMGB1 5.451665e-05 0.2680898 0.976 0.973 8.734657e-01 3
## DDHD1 5.677681e-05 0.3467611 0.524 0.260 9.096780e-01 3
## SARS 5.908720e-05 0.3522869 0.595 0.367 9.466951e-01 3
## SIGIRR 5.993889e-05 0.3617423 0.738 0.555 9.603410e-01 3
## RAB8A1 6.079717e-05 0.3261591 0.619 0.383 9.740923e-01 3
## EMC31 6.159485e-05 0.2852255 0.524 0.260 9.868728e-01 3
## POLR2K 6.339673e-05 0.3462446 0.595 0.361 1.000000e+00 3
## TFDP2 6.383891e-05 0.3666540 0.429 0.195 1.000000e+00 3
## TRPV2 6.393420e-05 0.2991935 0.357 0.145 1.000000e+00 3
## PRKCH 6.455099e-05 0.4335501 0.643 0.439 1.000000e+00 3
## RASAL3 6.613715e-05 0.4883259 0.571 0.389 1.000000e+00 3
## RHOA1 6.738870e-05 0.3190543 0.952 0.861 1.000000e+00 3
## SSBP3 6.900806e-05 0.4676049 0.500 0.281 1.000000e+00 3
## AP3S1 7.099853e-05 0.3489720 0.524 0.273 1.000000e+00 3
## SON 7.133035e-05 0.3908720 0.905 0.898 1.000000e+00 3
## IQGAP11 7.471559e-05 0.3815488 0.833 0.578 1.000000e+00 3
## BTN3A3 7.806618e-05 0.3084960 0.429 0.197 1.000000e+00 3
## ID21 7.909887e-05 0.5342864 0.881 0.742 1.000000e+00 3
## ARFGAP2 8.184959e-05 0.3694625 0.548 0.314 1.000000e+00 3
## HMGN3 8.418048e-05 0.3302488 0.643 0.424 1.000000e+00 3
## NDUFS3 8.488757e-05 0.3051066 0.571 0.340 1.000000e+00 3
## MGST3 8.551786e-05 0.3609167 0.714 0.535 1.000000e+00 3
## YAF2 8.661572e-05 0.3302070 0.452 0.223 1.000000e+00 3
## EVL 8.708350e-05 0.3829062 0.976 0.857 1.000000e+00 3
## SERPINB11 8.779222e-05 0.3567357 0.738 0.531 1.000000e+00 3
## SNX6 8.823170e-05 0.3467562 0.738 0.502 1.000000e+00 3
## PXN1 8.916469e-05 0.3250161 0.452 0.230 1.000000e+00 3
## OPTN1 8.952314e-05 0.3904579 0.571 0.348 1.000000e+00 3
## TPM31 9.170130e-05 0.3487341 1.000 0.871 1.000000e+00 3
## SNRPB 9.372124e-05 0.3631170 0.786 0.635 1.000000e+00 3
## KLHDC4 9.521562e-05 0.3092940 0.333 0.133 1.000000e+00 3
## LNPEP 9.549883e-05 0.3520206 0.690 0.463 1.000000e+00 3
## LY6E 9.554228e-05 0.3813659 0.857 0.658 1.000000e+00 3
## SH2D1A 1.000680e-04 0.4766063 0.452 0.227 1.000000e+00 3
## AKT1 1.015831e-04 0.3735789 0.452 0.236 1.000000e+00 3
## SELPLG1 1.016442e-04 0.4480278 0.619 0.414 1.000000e+00 3
## COMMD8 1.075273e-04 0.2557250 0.429 0.199 1.000000e+00 3
## MRPS6 1.076270e-04 0.3512821 0.667 0.443 1.000000e+00 3
## TMEM181 1.082388e-04 0.2635097 0.333 0.129 1.000000e+00 3
## ARF6 1.087922e-04 0.3946151 0.738 0.582 1.000000e+00 3
## CDC42EP31 1.136440e-04 0.3637910 0.500 0.268 1.000000e+00 3
## SPATA13 1.152725e-04 0.3488054 0.500 0.275 1.000000e+00 3
## ILK1 1.155032e-04 0.3260815 0.452 0.225 1.000000e+00 3
## MAP2K31 1.166561e-04 0.2928956 0.500 0.250 1.000000e+00 3
## FKBP8 1.223231e-04 0.3385203 0.810 0.619 1.000000e+00 3
## CD3G1 1.268986e-04 0.4630352 0.905 0.762 1.000000e+00 3
## RRBP11 1.304422e-04 0.2787210 0.405 0.184 1.000000e+00 3
## EIF61 1.310242e-04 0.3131464 0.571 0.330 1.000000e+00 3
## MEAF6 1.327642e-04 0.3972146 0.667 0.447 1.000000e+00 3
## P4HB1 1.331077e-04 0.3579650 0.786 0.559 1.000000e+00 3
## PPDPF 1.370847e-04 0.3108863 1.000 0.924 1.000000e+00 3
## SRSF9 1.412354e-04 0.3696689 0.786 0.623 1.000000e+00 3
## RTF1 1.467001e-04 0.4400591 0.643 0.471 1.000000e+00 3
## BAK1 1.474867e-04 0.2838172 0.357 0.160 1.000000e+00 3
## DIP2A 1.514877e-04 0.3975302 0.524 0.301 1.000000e+00 3
## C1orf174 1.607505e-04 0.3636888 0.357 0.158 1.000000e+00 3
## LCK1 1.616448e-04 0.3472495 0.881 0.730 1.000000e+00 3
## PRMT1 1.621138e-04 0.3193634 0.667 0.428 1.000000e+00 3
## JMJD6 1.636726e-04 0.3760937 0.405 0.205 1.000000e+00 3
## TMED9 1.695075e-04 0.3432442 0.619 0.422 1.000000e+00 3
## SH3BP51 1.760162e-04 0.4072747 0.524 0.301 1.000000e+00 3
## ATP6V0E11 1.852792e-04 0.3251486 0.952 0.828 1.000000e+00 3
## SYTL1 1.856790e-04 0.3906052 0.643 0.436 1.000000e+00 3
## HNRNPF 1.890980e-04 0.3590074 0.881 0.746 1.000000e+00 3
## LAMP1 1.922230e-04 0.4418309 0.714 0.578 1.000000e+00 3
## GHITM 1.938394e-04 0.2933307 0.738 0.557 1.000000e+00 3
## DCTN2 1.975271e-04 0.2578879 0.500 0.270 1.000000e+00 3
## SRP14 2.001686e-04 0.3202293 0.976 0.967 1.000000e+00 3
## UBE2I 2.152899e-04 0.3453691 0.762 0.623 1.000000e+00 3
## BRD2 2.170787e-04 0.3396391 0.905 0.762 1.000000e+00 3
## NCK1 2.198201e-04 0.3550902 0.429 0.221 1.000000e+00 3
## RNF4 2.225745e-04 0.2817126 0.405 0.191 1.000000e+00 3
## ALYREF 2.247854e-04 0.3502655 0.476 0.264 1.000000e+00 3
## CAP11 2.285835e-04 0.2728118 0.881 0.820 1.000000e+00 3
## ISG20L2 2.310302e-04 0.3496062 0.452 0.244 1.000000e+00 3
## CLPTM1L 2.322704e-04 0.3379211 0.452 0.254 1.000000e+00 3
## NIPA2 2.356016e-04 0.2736845 0.381 0.184 1.000000e+00 3
## CD226 2.357568e-04 0.3197794 0.357 0.160 1.000000e+00 3
## TSC22D4 2.406998e-04 0.3804910 0.667 0.494 1.000000e+00 3
## UAP1 2.459309e-04 0.3204874 0.286 0.109 1.000000e+00 3
## SH3KBP1 2.533367e-04 0.3656231 0.786 0.611 1.000000e+00 3
## ADRM1 2.598777e-04 0.3162180 0.548 0.342 1.000000e+00 3
## SLFN13 2.658027e-04 0.3143078 0.262 0.094 1.000000e+00 3
## MECP2 2.758978e-04 0.3061866 0.548 0.357 1.000000e+00 3
## RPA2 2.792725e-04 0.4357190 0.571 0.406 1.000000e+00 3
## GLTP1 2.794267e-04 0.3302122 0.548 0.336 1.000000e+00 3
## AC044849.1 2.878116e-04 0.3907110 0.429 0.213 1.000000e+00 3
## PSMB8 2.969697e-04 0.4309949 0.833 0.709 1.000000e+00 3
## CDC421 3.019141e-04 0.3167922 0.976 0.914 1.000000e+00 3
## COX6A1 3.147693e-04 0.3728623 0.929 0.795 1.000000e+00 3
## ATP1B3 3.268059e-04 0.2912274 0.524 0.295 1.000000e+00 3
## RER1 3.371465e-04 0.3533443 0.643 0.424 1.000000e+00 3
## SEMA4D 3.398565e-04 0.2988814 0.571 0.348 1.000000e+00 3
## ARF11 3.420653e-04 0.3221273 0.786 0.695 1.000000e+00 3
## HSP90AA11 3.524411e-04 0.3148672 1.000 0.969 1.000000e+00 3
## ZNF830 3.590842e-04 0.2558740 0.429 0.221 1.000000e+00 3
## TRAPPC11 3.601344e-04 0.3883038 0.810 0.660 1.000000e+00 3
## FAM129A1 3.699844e-04 0.3548359 0.262 0.094 1.000000e+00 3
## CD3E1 3.702471e-04 0.2856138 0.952 0.803 1.000000e+00 3
## SUMO1 3.773133e-04 0.3283071 0.714 0.594 1.000000e+00 3
## GPAA1 3.902945e-04 0.2662731 0.405 0.205 1.000000e+00 3
## TAPBP 3.907665e-04 0.3830589 0.833 0.713 1.000000e+00 3
## UBE2Q1 3.916763e-04 0.3013021 0.595 0.359 1.000000e+00 3
## WDR83OS1 3.943188e-04 0.2788421 0.786 0.617 1.000000e+00 3
## BIN1 4.009245e-04 0.2856839 0.810 0.566 1.000000e+00 3
## PTPN61 4.059195e-04 0.4425495 0.690 0.576 1.000000e+00 3
## IQSEC11 4.089014e-04 0.3127392 0.381 0.182 1.000000e+00 3
## TMED2 4.152940e-04 0.3277854 0.619 0.447 1.000000e+00 3
## CSNK1D 4.279952e-04 0.3144334 0.524 0.295 1.000000e+00 3
## ZNRD1 4.313378e-04 0.3001313 0.571 0.393 1.000000e+00 3
## IDS 4.384859e-04 0.3909896 0.738 0.613 1.000000e+00 3
## NDUFB2 4.400267e-04 0.3163834 0.810 0.701 1.000000e+00 3
## LSM8 4.422634e-04 0.3007106 0.738 0.566 1.000000e+00 3
## UTRN 4.473140e-04 0.3212094 0.619 0.422 1.000000e+00 3
## POLR2L1 4.677152e-04 0.3268987 0.762 0.619 1.000000e+00 3
## RALGDS 4.727047e-04 0.3226952 0.333 0.152 1.000000e+00 3
## ARL8A1 4.843622e-04 0.2899451 0.405 0.209 1.000000e+00 3
## APOPT1 4.868967e-04 0.2834900 0.429 0.223 1.000000e+00 3
## HERPUD2 4.891955e-04 0.2830132 0.524 0.311 1.000000e+00 3
## G6PD1 5.049570e-04 0.3011681 0.333 0.145 1.000000e+00 3
## SLC20A1 5.071562e-04 0.4313667 0.548 0.373 1.000000e+00 3
## SETD5 5.113628e-04 0.3056253 0.452 0.240 1.000000e+00 3
## ELOVL1 5.114224e-04 0.2872582 0.333 0.152 1.000000e+00 3
## SUB1 5.145119e-04 0.3410682 0.905 0.875 1.000000e+00 3
## TNFRSF1B1 5.163934e-04 0.2561873 0.595 0.324 1.000000e+00 3
## DEF6 5.374186e-04 0.2804975 0.643 0.486 1.000000e+00 3
## CRIP1 5.559110e-04 0.2992582 0.476 0.268 1.000000e+00 3
## SASH3 5.706811e-04 0.4185211 0.476 0.305 1.000000e+00 3
## PTGES3 5.753442e-04 0.2976514 0.857 0.811 1.000000e+00 3
## SNRPD3 6.006587e-04 0.2983680 0.714 0.592 1.000000e+00 3
## TUSC2 6.009903e-04 0.3008723 0.381 0.193 1.000000e+00 3
## CD47 6.103274e-04 0.2944685 0.738 0.594 1.000000e+00 3
## UBE2L3 6.204115e-04 0.3560144 0.690 0.564 1.000000e+00 3
## CCDC47 6.258004e-04 0.3586380 0.357 0.178 1.000000e+00 3
## POLR2G 6.342289e-04 0.2545012 0.619 0.402 1.000000e+00 3
## ENSA 6.362859e-04 0.3751508 0.667 0.500 1.000000e+00 3
## FERMT31 6.429633e-04 0.2998403 0.667 0.459 1.000000e+00 3
## DNAJB14 6.494918e-04 0.3650612 0.595 0.434 1.000000e+00 3
## SNX5 6.607585e-04 0.3583945 0.476 0.281 1.000000e+00 3
## HDDC2 6.620308e-04 0.3494774 0.500 0.309 1.000000e+00 3
## PTPRE1 6.653134e-04 0.2583190 0.476 0.240 1.000000e+00 3
## DRAP1 6.711692e-04 0.3544289 0.833 0.625 1.000000e+00 3
## OGT 6.979512e-04 0.2873879 0.524 0.311 1.000000e+00 3
## ITGB1BP1 6.985864e-04 0.3106272 0.500 0.301 1.000000e+00 3
## CCDC12 7.007057e-04 0.3270121 0.571 0.381 1.000000e+00 3
## ARMCX3 7.408567e-04 0.3580528 0.405 0.219 1.000000e+00 3
## HSPA5 7.479449e-04 0.5526409 0.738 0.600 1.000000e+00 3
## CHMP4A 7.682109e-04 0.3080601 0.714 0.557 1.000000e+00 3
## TUBA4A 7.685903e-04 0.2555697 0.833 0.699 1.000000e+00 3
## KLF61 7.725390e-04 0.3305036 1.000 0.857 1.000000e+00 3
## PSMC5 7.729080e-04 0.2607958 0.690 0.516 1.000000e+00 3
## ULK3 7.743598e-04 0.2964701 0.333 0.154 1.000000e+00 3
## PCNX4 7.772885e-04 0.3996516 0.310 0.131 1.000000e+00 3
## SELENOW 7.891096e-04 0.4590400 0.738 0.607 1.000000e+00 3
## CCDC115 7.952397e-04 0.2621680 0.429 0.252 1.000000e+00 3
## GLIPR21 7.971423e-04 0.3454886 0.524 0.309 1.000000e+00 3
## SLBP 8.055861e-04 0.3225864 0.452 0.264 1.000000e+00 3
## PDCD10 8.158431e-04 0.2579822 0.571 0.391 1.000000e+00 3
## SIRT7 8.470491e-04 0.3514379 0.548 0.340 1.000000e+00 3
## LAX1 8.615591e-04 0.2796009 0.262 0.102 1.000000e+00 3
## SRRM2 8.716412e-04 0.3604216 0.881 0.838 1.000000e+00 3
## CYTH41 8.755282e-04 0.3578583 0.548 0.371 1.000000e+00 3
## HIPK2 8.845114e-04 0.4182122 0.381 0.213 1.000000e+00 3
## INPP5D1 8.892681e-04 0.3355932 0.476 0.281 1.000000e+00 3
## EMC7 8.920577e-04 0.2656341 0.476 0.297 1.000000e+00 3
## TMA7 9.078384e-04 0.2531077 1.000 0.982 1.000000e+00 3
## ATP5MF1 9.191247e-04 0.2643409 0.810 0.689 1.000000e+00 3
## CHD9 9.260724e-04 0.2700325 0.452 0.242 1.000000e+00 3
## RNPEPL1 9.383785e-04 0.3347632 0.619 0.463 1.000000e+00 3
## PREX11 9.467631e-04 0.4156300 0.381 0.201 1.000000e+00 3
## CYFIP2 9.691475e-04 0.3346647 0.643 0.455 1.000000e+00 3
## BIN2 9.913540e-04 0.3275008 0.857 0.736 1.000000e+00 3
## ARHGEF1 9.977520e-04 0.3346524 0.762 0.697 1.000000e+00 3
## ORAI1 1.003781e-03 0.3097094 0.571 0.393 1.000000e+00 3
## NCOR1 1.005010e-03 0.2686800 0.738 0.582 1.000000e+00 3
## PRPF38B 1.043054e-03 0.4065788 0.762 0.715 1.000000e+00 3
## WIPF11 1.049965e-03 0.3365653 0.667 0.510 1.000000e+00 3
## PHACTR21 1.054050e-03 0.3993169 0.429 0.242 1.000000e+00 3
## ARAP2 1.072342e-03 0.3725261 0.357 0.186 1.000000e+00 3
## SIPA11 1.090911e-03 0.2995880 0.524 0.324 1.000000e+00 3
## CCDC124 1.103290e-03 0.2713235 0.381 0.203 1.000000e+00 3
## UBE2A 1.106984e-03 0.3178926 0.429 0.256 1.000000e+00 3
## METTL23 1.110091e-03 0.2993452 0.476 0.299 1.000000e+00 3
## MAPK11 1.132823e-03 0.3845452 0.476 0.283 1.000000e+00 3
## GIMAP4 1.150843e-03 0.3543663 0.857 0.777 1.000000e+00 3
## POM121C 1.185946e-03 0.2981942 0.310 0.148 1.000000e+00 3
## BSG1 1.212212e-03 0.3194372 0.619 0.459 1.000000e+00 3
## ADAR 1.293468e-03 0.2991843 0.595 0.404 1.000000e+00 3
## RAPGEF1 1.297083e-03 0.2872264 0.286 0.129 1.000000e+00 3
## SELENOK 1.307910e-03 0.3340735 0.667 0.520 1.000000e+00 3
## GABARAPL1 1.310295e-03 0.3216093 0.357 0.182 1.000000e+00 3
## ZFAND2B 1.314488e-03 0.2687719 0.452 0.264 1.000000e+00 3
## UPF3A 1.355959e-03 0.2974837 0.548 0.332 1.000000e+00 3
## C9orf16 1.373394e-03 0.2654127 0.810 0.705 1.000000e+00 3
## GBP11 1.379524e-03 0.3914221 0.476 0.287 1.000000e+00 3
## CASP8 1.383688e-03 0.3445107 0.548 0.365 1.000000e+00 3
## VASP1 1.384351e-03 0.3876980 0.714 0.572 1.000000e+00 3
## COMMD2 1.397006e-03 0.3081880 0.381 0.223 1.000000e+00 3
## IRF3 1.398572e-03 0.3666657 0.619 0.461 1.000000e+00 3
## PPP6R1 1.409731e-03 0.3172363 0.452 0.283 1.000000e+00 3
## MIB2 1.417821e-03 0.2930689 0.357 0.182 1.000000e+00 3
## ZBTB1 1.516325e-03 0.2541240 0.452 0.242 1.000000e+00 3
## NDUFA12 1.532754e-03 0.2755655 0.881 0.740 1.000000e+00 3
## CAPNS11 1.555087e-03 0.3785416 0.667 0.477 1.000000e+00 3
## SDF2L1 1.560121e-03 0.2859596 0.429 0.246 1.000000e+00 3
## LAIR11 1.576357e-03 0.2682026 0.429 0.236 1.000000e+00 3
## BCL7B 1.586088e-03 0.2696034 0.452 0.275 1.000000e+00 3
## LDHA1 1.612189e-03 0.2928301 0.905 0.789 1.000000e+00 3
## ZCCHC17 1.623664e-03 0.3192976 0.357 0.182 1.000000e+00 3
## GOLGA4 1.627173e-03 0.3130834 0.714 0.547 1.000000e+00 3
## NR4A2 1.650731e-03 0.6112985 0.714 0.660 1.000000e+00 3
## UFD1 1.660366e-03 0.2543109 0.524 0.342 1.000000e+00 3
## MT2A 1.668243e-03 0.4197900 0.452 0.266 1.000000e+00 3
## DAZAP1 1.696337e-03 0.2911976 0.500 0.330 1.000000e+00 3
## COMMD7 1.796362e-03 0.2804349 0.595 0.412 1.000000e+00 3
## MED13 1.834972e-03 0.3029188 0.405 0.236 1.000000e+00 3
## HNRNPDL 1.862693e-03 0.2665721 0.952 0.928 1.000000e+00 3
## PSD4 1.887065e-03 0.2655797 0.310 0.148 1.000000e+00 3
## GPS2 1.905378e-03 0.3240601 0.429 0.266 1.000000e+00 3
## MED6 1.948924e-03 0.2533559 0.405 0.225 1.000000e+00 3
## FKBP2 1.969026e-03 0.3020375 0.500 0.318 1.000000e+00 3
## MAP1LC3B1 2.030315e-03 0.2913241 0.857 0.689 1.000000e+00 3
## PSMD8 2.046500e-03 0.2723731 0.738 0.633 1.000000e+00 3
## SDHC 2.088647e-03 0.3066539 0.571 0.408 1.000000e+00 3
## SRSF71 2.111418e-03 0.3090928 1.000 0.959 1.000000e+00 3
## RNF168 2.142829e-03 0.3582654 0.381 0.223 1.000000e+00 3
## PHACTR4 2.183207e-03 0.3817122 0.405 0.223 1.000000e+00 3
## TMX4 2.223379e-03 0.3500817 0.476 0.295 1.000000e+00 3
## PSMC11 2.238949e-03 0.3692900 0.500 0.334 1.000000e+00 3
## EMB1 2.260270e-03 0.2623627 0.619 0.441 1.000000e+00 3
## NUDT2 2.267244e-03 0.2820156 0.262 0.115 1.000000e+00 3
## BCAP31 2.276115e-03 0.3212010 0.643 0.516 1.000000e+00 3
## SKAP11 2.303744e-03 0.3087528 0.643 0.498 1.000000e+00 3
## ACTR3 2.307737e-03 0.3258606 0.857 0.783 1.000000e+00 3
## CD2BP2 2.319031e-03 0.2811217 0.381 0.207 1.000000e+00 3
## RPS6KA11 2.343480e-03 0.3991599 0.452 0.305 1.000000e+00 3
## MED4 2.366451e-03 0.2910632 0.476 0.322 1.000000e+00 3
## RABGAP1L 2.420972e-03 0.2890626 0.476 0.309 1.000000e+00 3
## MAP2K7 2.447423e-03 0.3035850 0.381 0.203 1.000000e+00 3
## RBM42 2.529583e-03 0.2590215 0.357 0.197 1.000000e+00 3
## ACTR1A 2.544059e-03 0.3450497 0.310 0.160 1.000000e+00 3
## AHSA1 2.561957e-03 0.2954999 0.429 0.256 1.000000e+00 3
## OGA 2.655298e-03 0.2751970 0.619 0.453 1.000000e+00 3
## C1D 2.724953e-03 0.2552736 0.476 0.314 1.000000e+00 3
## SFT2D1 2.789304e-03 0.2633622 0.452 0.297 1.000000e+00 3
## NT5C 3.051176e-03 0.2968613 0.405 0.240 1.000000e+00 3
## INPP4A 3.061289e-03 0.3141281 0.381 0.232 1.000000e+00 3
## ADH5 3.095141e-03 0.2685193 0.548 0.402 1.000000e+00 3
## GBP21 3.164555e-03 0.4342330 0.571 0.441 1.000000e+00 3
## SMG1 3.253866e-03 0.3003302 0.524 0.346 1.000000e+00 3
## APOL6 3.308130e-03 0.3227852 0.524 0.338 1.000000e+00 3
## TMEM160 3.321156e-03 0.2632088 0.548 0.404 1.000000e+00 3
## CHORDC1 3.420262e-03 0.3413631 0.452 0.320 1.000000e+00 3
## ARL6IP1 3.513839e-03 0.3493337 0.643 0.545 1.000000e+00 3
## TINF2 3.538843e-03 0.3025776 0.405 0.244 1.000000e+00 3
## TMX1 3.608564e-03 0.2819694 0.381 0.221 1.000000e+00 3
## TAP1 3.655425e-03 0.3905743 0.595 0.430 1.000000e+00 3
## SMARCA2 3.679811e-03 0.3529308 0.595 0.471 1.000000e+00 3
## LCOR 3.691422e-03 0.2578999 0.405 0.240 1.000000e+00 3
## CAST1 3.739030e-03 0.4372206 0.643 0.564 1.000000e+00 3
## ERLEC1 3.778378e-03 0.2606682 0.310 0.158 1.000000e+00 3
## AC245297.3 3.820936e-03 0.3207634 0.762 0.641 1.000000e+00 3
## PCM1 3.829314e-03 0.2740941 0.667 0.527 1.000000e+00 3
## CDC42SE1 3.878933e-03 0.3556660 0.714 0.662 1.000000e+00 3
## PSMB21 4.010956e-03 0.3164928 0.500 0.348 1.000000e+00 3
## SRI 4.109953e-03 0.3173574 0.571 0.445 1.000000e+00 3
## CDC42SE2 4.115622e-03 0.3052696 0.762 0.717 1.000000e+00 3
## TOR1AIP2 4.127704e-03 0.3258605 0.381 0.219 1.000000e+00 3
## PSENEN 4.316878e-03 0.2738367 0.333 0.184 1.000000e+00 3
## RABAC1 4.340101e-03 0.3526473 0.667 0.584 1.000000e+00 3
## DCTN3 4.344705e-03 0.2797082 0.595 0.459 1.000000e+00 3
## SMIM10L1 4.359468e-03 0.2824654 0.405 0.246 1.000000e+00 3
## WDR55 4.402787e-03 0.2702033 0.262 0.123 1.000000e+00 3
## ZNF2071 4.485661e-03 0.2739087 0.643 0.502 1.000000e+00 3
## JPT11 4.626168e-03 0.2580605 0.571 0.420 1.000000e+00 3
## NDUFA5 4.713043e-03 0.3296908 0.571 0.463 1.000000e+00 3
## DDX52 4.735290e-03 0.2799065 0.357 0.201 1.000000e+00 3
## ATP2A3 4.787247e-03 0.3010014 0.405 0.248 1.000000e+00 3
## STK25 4.881649e-03 0.3019837 0.333 0.191 1.000000e+00 3
## KPNB1 5.001239e-03 0.2602180 0.643 0.527 1.000000e+00 3
## UPF3B 5.024384e-03 0.3418908 0.310 0.168 1.000000e+00 3
## TAF7 5.217810e-03 0.3105822 0.738 0.557 1.000000e+00 3
## SCAND11 5.371428e-03 0.2973865 0.667 0.547 1.000000e+00 3
## VMP11 5.381148e-03 0.4202296 0.619 0.512 1.000000e+00 3
## DYNLL11 5.479488e-03 0.2934895 0.857 0.789 1.000000e+00 3
## ABCF1 5.648021e-03 0.2674174 0.429 0.268 1.000000e+00 3
## TXNDC9 5.718217e-03 0.2691652 0.333 0.189 1.000000e+00 3
## YWHAZ 5.725113e-03 0.3362544 0.929 0.873 1.000000e+00 3
## SELENOS 5.766427e-03 0.2772295 0.429 0.277 1.000000e+00 3
## SSNA1 5.904969e-03 0.2640446 0.524 0.418 1.000000e+00 3
## SNRK 5.931203e-03 0.2678739 0.476 0.322 1.000000e+00 3
## CCDC90B 6.068628e-03 0.2862972 0.381 0.225 1.000000e+00 3
## CPNE3 6.074853e-03 0.2730539 0.429 0.277 1.000000e+00 3
## MRFAP1L1 6.174498e-03 0.2600857 0.357 0.211 1.000000e+00 3
## ATP11B 6.196248e-03 0.2542549 0.333 0.180 1.000000e+00 3
## ADD1 6.200136e-03 0.3251408 0.476 0.332 1.000000e+00 3
## TMEM59 6.279903e-03 0.2646481 0.833 0.693 1.000000e+00 3
## FAM96B 6.365988e-03 0.3161538 0.619 0.486 1.000000e+00 3
## ATP5MD1 6.504932e-03 0.2509976 0.810 0.701 1.000000e+00 3
## SAMD9 6.582031e-03 0.4246496 0.476 0.336 1.000000e+00 3
## IFI35 6.593772e-03 0.3153760 0.381 0.234 1.000000e+00 3
## HCLS11 6.624034e-03 0.2981786 0.738 0.680 1.000000e+00 3
## PMF1 6.681386e-03 0.2504636 0.405 0.254 1.000000e+00 3
## CHMP1A 6.749814e-03 0.3343509 0.405 0.260 1.000000e+00 3
## PSMC4 6.797562e-03 0.2996346 0.452 0.330 1.000000e+00 3
## IAH1 6.800015e-03 0.2512519 0.524 0.377 1.000000e+00 3
## CABIN1 6.826295e-03 0.2825351 0.357 0.211 1.000000e+00 3
## PRCC 6.968884e-03 0.2704438 0.286 0.154 1.000000e+00 3
## NLRC5 6.990098e-03 0.4124770 0.429 0.291 1.000000e+00 3
## UBE2L61 6.994563e-03 0.3306039 0.548 0.424 1.000000e+00 3
## IKBKG 7.106420e-03 0.2769205 0.286 0.154 1.000000e+00 3
## TUT71 7.640766e-03 0.2927928 0.381 0.223 1.000000e+00 3
## GSTK11 7.662304e-03 0.3255073 0.810 0.781 1.000000e+00 3
## CCT7 7.757236e-03 0.2648324 0.619 0.482 1.000000e+00 3
## PURA 7.827145e-03 0.2881672 0.548 0.371 1.000000e+00 3
## UNC13D 7.850133e-03 0.2626304 0.357 0.213 1.000000e+00 3
## SLFN12L 8.035538e-03 0.4082349 0.286 0.158 1.000000e+00 3
## STUB1 8.061463e-03 0.2995198 0.571 0.484 1.000000e+00 3
## FLOT1 8.171906e-03 0.2971992 0.381 0.248 1.000000e+00 3
## EWSR1 8.223714e-03 0.2946242 0.571 0.459 1.000000e+00 3
## SRSF4 8.291096e-03 0.3141818 0.619 0.484 1.000000e+00 3
## LINC00623 8.900181e-03 0.3181758 0.548 0.424 1.000000e+00 3
## TROVE2 9.057864e-03 0.2821452 0.476 0.320 1.000000e+00 3
## JAK1 9.100066e-03 0.3175016 0.833 0.768 1.000000e+00 3
## COX20 9.388218e-03 0.2760629 0.452 0.301 1.000000e+00 3
## CLDND11 9.669739e-03 0.4396017 0.429 0.283 1.000000e+00 3
## ADCY71 9.758528e-03 0.2580832 0.333 0.199 1.000000e+00 3
## IDI1 9.840478e-03 0.3824847 0.571 0.457 1.000000e+00 3
## SPIB 6.552320e-94 1.6549956 0.895 0.004 1.049813e-89 4
## FAM129C 1.054993e-92 1.2709094 0.842 0.002 1.690310e-88 4
## VPREB3 1.281987e-73 1.3564537 0.632 0.000 2.054000e-69 4
## JCHAIN 6.979044e-73 1.8065423 0.789 0.008 1.118182e-68 4
## IGHD 2.460107e-69 2.1875268 0.684 0.004 3.941584e-65 4
## PAX5 1.639350e-67 0.8544455 0.579 0.000 2.626567e-63 4
## BANK1 1.193217e-66 1.9392561 0.842 0.016 1.911773e-62 4
## TSPAN13 7.463267e-62 1.0001609 0.579 0.002 1.195765e-57 4
## IGHM 9.744951e-60 3.3040959 0.842 0.022 1.561336e-55 4
## BLK 2.913892e-57 0.8331991 0.579 0.004 4.668638e-53 4
## CD22 5.032372e-57 0.8925199 0.579 0.004 8.062866e-53 4
## BLNK 6.610480e-57 0.8698489 0.579 0.004 1.059131e-52 4
## CD24 7.074937e-56 0.8449566 0.526 0.002 1.133546e-51 4
## CD19 1.400497e-55 0.6338478 0.526 0.002 2.243876e-51 4
## DERL3 2.318770e-55 0.7694987 0.474 0.000 3.715134e-51 4
## TNFRSF13C 2.505895e-52 1.2680775 0.684 0.014 4.014946e-48 4
## TCF4 3.158290e-52 1.8250774 0.895 0.035 5.060213e-48 4
## CD79A 7.103245e-50 2.7524976 0.895 0.039 1.138082e-45 4
## FCRL1 1.047928e-49 0.9889525 0.579 0.008 1.678990e-45 4
## FCRL2 2.571017e-49 0.6605800 0.421 0.000 4.119283e-45 4
## MS4A1 1.526998e-47 2.3327103 0.789 0.029 2.446556e-43 4
## HLA-DQA1 4.876084e-47 2.0166060 0.789 0.029 7.812461e-43 4
## ADAM28 8.954315e-47 1.0077921 0.632 0.014 1.434660e-42 4
## TCL1A 2.098389e-45 1.7827151 0.474 0.004 3.362039e-41 4
## FCRLA 2.730290e-45 0.8109053 0.474 0.004 4.374470e-41 4
## FCGR2B 2.730290e-45 0.5815641 0.474 0.004 4.374470e-41 4
## BCL11A 2.776613e-40 1.5688690 0.842 0.047 4.448690e-36 4
## TLR10 1.992125e-39 0.7936695 0.421 0.004 3.191783e-35 4
## RUBCNL 2.600144e-38 0.7436336 0.474 0.008 4.165951e-34 4
## COBLL1 6.382849e-38 0.5671545 0.368 0.002 1.022660e-33 4
## LINC00926 1.935062e-37 1.5131942 0.579 0.018 3.100356e-33 4
## MZB1 6.148903e-36 1.0814614 0.526 0.014 9.851773e-32 4
## FCER2 8.230873e-36 0.8305604 0.421 0.006 1.318750e-31 4
## PNOC 1.213089e-35 0.6495265 0.421 0.006 1.943611e-31 4
## CD72 1.491458e-35 0.7181919 0.474 0.010 2.389614e-31 4
## ARHGAP24 5.732309e-35 0.7995860 0.684 0.031 9.184306e-31 4
## HLA-DQB11 6.783754e-35 1.8713212 0.947 0.082 1.086893e-30 4
## IGLC2 2.501200e-33 2.7615825 0.474 0.012 4.007423e-29 4
## CNTNAP2 5.844521e-32 0.5340839 0.316 0.002 9.364092e-28 4
## FCRL5 2.715196e-31 0.4103032 0.263 0.000 4.350287e-27 4
## CXXC5 4.069688e-31 1.1825630 0.789 0.061 6.520455e-27 4
## POU2AF1 3.884512e-30 0.5258419 0.368 0.006 6.223765e-26 4
## SWAP70 3.966041e-30 1.2223142 0.789 0.063 6.354390e-26 4
## P2RX5 9.364822e-30 1.1734519 0.737 0.053 1.500432e-25 4
## CD180 3.469016e-29 0.6197797 0.632 0.033 5.558058e-25 4
## LINC02397 5.354060e-28 0.7403945 0.316 0.004 8.578275e-24 4
## AFF3 1.029534e-26 1.0127067 0.632 0.041 1.649519e-22 4
## RALGPS2 1.612847e-26 1.4685685 0.789 0.080 2.584104e-22 4
## LILRA4 3.949270e-26 1.1685518 0.263 0.002 6.327521e-22 4
## LINC00996 3.949270e-26 0.4588093 0.263 0.002 6.327521e-22 4
## FAM30A 4.315888e-26 0.5094080 0.263 0.002 6.914916e-22 4
## DENND5B 4.315888e-26 0.3118084 0.263 0.002 6.914916e-22 4
## CCDC50 1.685611e-25 1.6610611 0.526 0.027 2.700686e-21 4
## PLD4 2.263044e-25 1.4085014 0.368 0.010 3.625848e-21 4
## CNR2 4.207357e-25 0.5456509 0.368 0.010 6.741028e-21 4
## HLA-DOB 9.769478e-25 0.6625202 0.474 0.022 1.565266e-20 4
## PKIG 1.178322e-24 0.6949923 0.421 0.016 1.887908e-20 4
## HVCN11 2.114845e-24 1.3283163 0.842 0.096 3.388405e-20 4
## PAWR 1.610771e-23 0.6614935 0.474 0.023 2.580778e-19 4
## IRF8 1.858402e-23 1.9081471 0.789 0.092 2.977532e-19 4
## SETBP1 8.088073e-23 0.4340293 0.368 0.012 1.295871e-18 4
## CD200 1.919964e-22 0.4431894 0.316 0.008 3.076166e-18 4
## MEF2C1 2.052842e-22 1.1659935 0.842 0.098 3.289064e-18 4
## AC096733.2 2.444024e-22 0.4051769 0.263 0.004 3.915815e-18 4
## IGKC 4.573317e-22 3.7849616 0.684 0.072 7.327368e-18 4
## IGLC3 8.892328e-22 3.2174047 0.368 0.014 1.424729e-17 4
## BTK1 2.008868e-21 0.7167125 0.684 0.065 3.218609e-17 4
## GNG7 7.136958e-21 0.5962060 0.526 0.037 1.143483e-16 4
## PHACTR1 8.790706e-21 0.9381682 0.579 0.049 1.408447e-16 4
## PLEKHG1 1.717985e-19 0.3296930 0.263 0.006 2.752556e-15 4
## PDLIM1 2.561408e-19 0.6378928 0.421 0.023 4.103888e-15 4
## ADAM19 6.106214e-19 0.5427147 0.526 0.043 9.783375e-15 4
## STX71 1.663397e-18 1.3353932 0.895 0.182 2.665094e-14 4
## HLA-DMB1 6.312283e-18 1.1295473 0.947 0.188 1.011354e-13 4
## GAPT1 8.600005e-18 0.9512838 0.737 0.096 1.377893e-13 4
## HLA-DOA 1.106962e-17 0.5651355 0.421 0.027 1.773575e-13 4
## HLA-DRA1 2.155346e-17 2.0870119 1.000 0.274 3.453296e-13 4
## CIITA1 4.302629e-17 0.9038177 0.632 0.074 6.893672e-13 4
## HLA-DRB11 5.143380e-17 1.9782278 1.000 0.282 8.240724e-13 4
## SH2B2 1.076744e-16 0.3187729 0.316 0.014 1.725159e-12 4
## SLC9A7 1.297405e-15 0.5107181 0.263 0.010 2.078702e-11 4
## NT5E 1.367366e-15 0.3097568 0.263 0.010 2.190794e-11 4
## STAP1 1.518623e-15 0.3428966 0.263 0.010 2.433137e-11 4
## HLA-DPB12 3.469067e-15 1.8717996 1.000 0.380 5.558139e-11 4
## HLA-DPA11 9.091081e-15 2.0829467 1.000 0.421 1.456573e-10 4
## STRBP 9.823801e-15 0.9359595 0.684 0.115 1.573969e-10 4
## HLA-DMA1 1.265151e-14 1.1675169 0.842 0.178 2.027024e-10 4
## CD79B 2.169860e-14 1.7466776 0.684 0.131 3.476550e-10 4
## CBFA2T31 2.481183e-14 0.7792838 0.474 0.049 3.975351e-10 4
## CRIM1 6.074698e-14 0.2730624 0.263 0.012 9.732881e-10 4
## MARCH11 1.123665e-13 0.9021434 0.684 0.110 1.800337e-09 4
## CD741 1.708347e-13 2.4085423 1.000 0.744 2.737113e-09 4
## TSPAN3 1.876627e-13 0.6722253 0.737 0.143 3.006732e-09 4
## BEND5 5.301555e-13 0.4312111 0.368 0.031 8.494151e-09 4
## CD37 1.401113e-12 1.4975407 1.000 0.953 2.244864e-08 4
## IGHA1 1.671767e-12 1.0966053 0.368 0.033 2.678505e-08 4
## KYNU 2.376512e-12 0.3916114 0.421 0.041 3.807647e-08 4
## ADGRG5 2.701539e-12 0.3042900 0.316 0.022 4.328406e-08 4
## CD40 2.799339e-12 0.5974928 0.368 0.033 4.485101e-08 4
## FGD21 4.482445e-12 0.4940643 0.421 0.045 7.181774e-08 4
## PCDH9 5.822923e-12 0.5352639 0.263 0.016 9.329488e-08 4
## BCL7A 6.264522e-12 0.7383449 0.474 0.063 1.003702e-07 4
## LYN1 7.863628e-12 0.7253163 0.789 0.159 1.259911e-07 4
## SMIM141 1.776081e-11 1.0076629 0.737 0.180 2.845636e-07 4
## FCHSD2 2.297734e-11 0.6891480 0.579 0.102 3.681429e-07 4
## ZDHHC21 2.720537e-11 0.5436343 0.474 0.065 4.358845e-07 4
## WDFY4 4.386620e-11 0.3734084 0.263 0.018 7.028243e-07 4
## GGA2 4.761375e-11 0.7713546 0.737 0.176 7.628676e-07 4
## CPNE5 5.552764e-11 0.4918533 0.316 0.027 8.896638e-07 4
## TSPAN33 5.727360e-11 0.5055481 0.316 0.027 9.176377e-07 4
## FAM3C 1.975216e-10 0.6341599 0.579 0.110 3.164692e-06 4
## CYB561A3 2.078617e-10 0.9676699 0.737 0.217 3.330359e-06 4
## SEMA4B 2.694416e-10 0.3880207 0.316 0.029 4.316993e-06 4
## CDCA7L 5.482727e-10 0.6234842 0.526 0.092 8.784425e-06 4
## OSBPL10 5.632183e-10 0.4334966 0.316 0.031 9.023884e-06 4
## SESTD1 8.002044e-10 0.4946388 0.368 0.045 1.282088e-05 4
## TRAF4 1.244552e-09 0.6019488 0.421 0.063 1.994022e-05 4
## HDAC9 1.527197e-09 0.2750246 0.316 0.031 2.446875e-05 4
## PLEKHF2 2.141827e-09 0.5315298 0.632 0.139 3.431634e-05 4
## SP140 2.651398e-09 0.9453279 0.632 0.168 4.248070e-05 4
## EAF2 2.825016e-09 0.5515009 0.526 0.102 4.526240e-05 4
## PRKCB2 3.110160e-09 0.9141253 1.000 0.485 4.983099e-05 4
## UBE2E2 3.814510e-09 0.4616003 0.421 0.065 6.111609e-05 4
## SLC37A1 4.104877e-09 0.4087138 0.368 0.049 6.576834e-05 4
## SNX21 4.656792e-09 0.8295936 0.895 0.356 7.461112e-05 4
## SLC15A41 6.286245e-09 0.6361128 0.526 0.104 1.007182e-04 4
## SYK1 7.431660e-09 0.5665365 0.632 0.131 1.190701e-04 4
## PLAC81 8.475825e-09 0.9833656 1.000 0.699 1.357997e-04 4
## MTM1 9.207697e-09 0.3878791 0.368 0.051 1.475257e-04 4
## TCF3 1.175935e-08 0.6047666 0.526 0.117 1.884084e-04 4
## UNC93B11 1.219880e-08 0.7112204 0.579 0.131 1.954492e-04 4
## REL1 1.423988e-08 0.7835830 0.895 0.405 2.281514e-04 4
## GRK31 1.717306e-08 0.5032428 0.526 0.106 2.751467e-04 4
## PMEPA1 1.827480e-08 0.6681430 0.316 0.039 2.927988e-04 4
## LYL11 2.169757e-08 0.4615788 0.579 0.131 3.476385e-04 4
## MTSS11 2.214876e-08 0.6041712 0.421 0.074 3.548674e-04 4
## NOTCH2NL 2.724355e-08 0.3046910 0.316 0.039 4.364961e-04 4
## CTSZ1 3.280105e-08 0.6820675 0.789 0.223 5.255384e-04 4
## AC027097.1 4.135517e-08 0.4867873 0.421 0.074 6.625926e-04 4
## MAPK8IP3 5.325810e-08 0.3350155 0.368 0.055 8.533013e-04 4
## ITM2C 6.320597e-08 1.5776665 0.526 0.131 1.012686e-03 4
## RHBDF2 9.766513e-08 0.3626772 0.421 0.076 1.564791e-03 4
## DDAH2 1.010595e-07 0.4586275 0.474 0.100 1.619176e-03 4
## SYNGR21 1.911108e-07 0.6026881 0.737 0.252 3.061977e-03 4
## CKS1B 2.192816e-07 0.4059022 0.421 0.082 3.513330e-03 4
## SEL1L3 2.534616e-07 0.6192871 0.421 0.082 4.060962e-03 4
## OPN3 2.794187e-07 0.4052066 0.316 0.045 4.476847e-03 4
## GCNT2 3.147567e-07 0.4116140 0.316 0.047 5.043031e-03 4
## RPS11 3.257752e-07 0.4826837 1.000 0.996 5.219570e-03 4
## GPATCH11 5.975425e-07 0.4864455 0.526 0.127 9.573827e-03 4
## SIMC1 6.976891e-07 0.2949110 0.316 0.047 1.117837e-02 4
## TPD52 7.343067e-07 0.5628684 0.474 0.117 1.176506e-02 4
## ORAI2 7.516210e-07 0.7831959 0.632 0.213 1.204247e-02 4
## P2RY10 8.621484e-07 0.4201122 0.526 0.133 1.381334e-02 4
## PARVB 8.780322e-07 0.4740114 0.316 0.051 1.406783e-02 4
## AC004687.11 1.102600e-06 0.7434530 0.842 0.356 1.766586e-02 4
## METTL7A1 1.142294e-06 0.6115160 0.421 0.094 1.830183e-02 4
## UBE2J11 1.265451e-06 0.8780598 0.632 0.204 2.027505e-02 4
## DOCK21 1.391094e-06 0.4707727 0.842 0.325 2.228810e-02 4
## HHEX1 1.525931e-06 0.5750330 0.421 0.088 2.444847e-02 4
## BASP11 1.581207e-06 0.5893921 0.421 0.084 2.533409e-02 4
## ELL 1.739435e-06 0.3541074 0.368 0.068 2.786923e-02 4
## SKAP21 1.792448e-06 0.6194914 0.579 0.160 2.871861e-02 4
## BTLA 2.099211e-06 0.4432026 0.316 0.055 3.363355e-02 4
## GNA12 2.206423e-06 0.4011757 0.368 0.076 3.535131e-02 4
## SAV1 2.376076e-06 0.3830699 0.316 0.055 3.806949e-02 4
## FMNL3 2.380789e-06 0.4994803 0.368 0.074 3.814500e-02 4
## MARF1 2.393750e-06 0.5863579 0.579 0.172 3.835266e-02 4
## POLM 2.436823e-06 0.3540379 0.526 0.135 3.904278e-02 4
## PLCG21 2.631857e-06 0.4750843 0.526 0.147 4.216761e-02 4
## LY861 2.665719e-06 0.5781330 0.579 0.157 4.271014e-02 4
## ACP5 2.671042e-06 0.4519513 0.474 0.115 4.279544e-02 4
## FAM96A 3.369451e-06 0.5137688 0.632 0.217 5.398534e-02 4
## RUFY3 3.907915e-06 0.4889252 0.421 0.102 6.261262e-02 4
## MAN2B1 4.012845e-06 0.2904940 0.316 0.055 6.429381e-02 4
## PRKCE 4.671739e-06 0.2663317 0.316 0.053 7.485061e-02 4
## SNX31 6.125401e-06 0.6494469 0.947 0.632 9.814117e-02 4
## ZNF736 6.279746e-06 0.3003700 0.263 0.041 1.006141e-01 4
## PTPN62 6.826815e-06 0.5731731 0.947 0.571 1.093792e-01 4
## UGCG 7.621078e-06 0.9431000 0.579 0.200 1.221049e-01 4
## TRAK1 8.830683e-06 0.3504493 0.316 0.059 1.414852e-01 4
## SP100 8.998653e-06 0.6458016 0.842 0.638 1.441764e-01 4
## PLEK2 1.103059e-05 0.6694409 0.632 0.204 1.767321e-01 4
## PLEKHA22 1.228453e-05 0.5148484 0.526 0.168 1.968227e-01 4
## TBC1D32 1.251054e-05 0.3110204 0.263 0.043 2.004439e-01 4
## GPX7 1.258350e-05 0.2750777 0.368 0.078 2.016129e-01 4
## METTL8 1.268993e-05 0.4309964 0.368 0.084 2.033180e-01 4
## ZNF107 1.324763e-05 0.5850577 0.421 0.106 2.122536e-01 4
## ITGAE 1.452978e-05 0.4536532 0.632 0.219 2.327961e-01 4
## TEX261 1.623482e-05 0.3808025 0.368 0.084 2.601143e-01 4
## APPL1 1.632582e-05 0.6400810 0.579 0.221 2.615722e-01 4
## LYSMD2 1.701159e-05 0.4256706 0.737 0.292 2.725597e-01 4
## PGGT1B 1.976170e-05 0.4609379 0.526 0.178 3.166219e-01 4
## METTL17 1.993724e-05 0.4011651 0.579 0.204 3.194345e-01 4
## BISPR 2.075155e-05 0.2731634 0.368 0.082 3.324813e-01 4
## TULP4 2.114774e-05 0.4373130 0.474 0.139 3.388291e-01 4
## PPP1R37 2.119155e-05 0.2592089 0.316 0.063 3.395310e-01 4
## SFT2D2 2.127712e-05 0.4816511 0.579 0.209 3.409020e-01 4
## COLGALT11 2.157632e-05 0.4301534 0.474 0.137 3.456958e-01 4
## CHD7 2.198617e-05 0.4780196 0.579 0.211 3.522624e-01 4
## GANC 2.339088e-05 0.2958265 0.316 0.065 3.747686e-01 4
## RB1 2.532204e-05 0.3523029 0.421 0.112 4.057097e-01 4
## CALHM61 2.575621e-05 0.3552551 0.368 0.082 4.126659e-01 4
## HERPUD1 2.582777e-05 0.8891841 0.895 0.722 4.138125e-01 4
## RXYLT1 2.797589e-05 0.3871545 0.316 0.065 4.482297e-01 4
## ANTXR2 2.799570e-05 0.5568369 0.421 0.117 4.485471e-01 4
## PRDM2 3.143765e-05 0.4526640 0.842 0.417 5.036940e-01 4
## TP53I13 3.214982e-05 0.4874725 0.421 0.117 5.151044e-01 4
## UTRN1 3.823091e-05 0.4506709 0.842 0.423 6.125357e-01 4
## AHI1 3.976553e-05 0.3855560 0.368 0.090 6.371233e-01 4
## IDH3A 4.306892e-05 0.5113034 0.421 0.121 6.900503e-01 4
## TMEM19 4.686283e-05 0.3518156 0.316 0.068 7.508363e-01 4
## NRAS 4.686430e-05 0.3068969 0.368 0.090 7.508598e-01 4
## EZR1 4.689269e-05 0.6501134 0.842 0.501 7.513146e-01 4
## TYW1 4.720935e-05 0.2650134 0.316 0.067 7.563882e-01 4
## SYPL1 4.892615e-05 0.4816164 0.684 0.315 7.838947e-01 4
## ZCCHC7 4.900372e-05 0.6777752 0.579 0.264 7.851377e-01 4
## EXOC6 5.080919e-05 0.3489169 0.368 0.096 8.140648e-01 4
## CD821 5.131342e-05 0.5603777 0.526 0.200 8.221436e-01 4
## UBE2D4 5.174396e-05 0.4055938 0.263 0.051 8.290417e-01 4
## TNKS2 5.601684e-05 0.3865641 0.526 0.182 8.975018e-01 4
## C12orf49 5.797207e-05 0.2976014 0.368 0.090 9.288285e-01 4
## SKIL 6.864910e-05 0.5006353 0.526 0.186 1.000000e+00 4
## DDX11 6.929916e-05 0.2953860 0.368 0.092 1.000000e+00 4
## P2RX11 7.453408e-05 0.3632389 0.263 0.051 1.000000e+00 4
## CRIPT 7.584694e-05 0.3184667 0.526 0.170 1.000000e+00 4
## NEK8 7.796964e-05 0.2664227 0.263 0.049 1.000000e+00 4
## IKZF32 8.247468e-05 0.5527998 0.684 0.301 1.000000e+00 4
## PLPP5 8.306994e-05 0.5382729 0.368 0.104 1.000000e+00 4
## PIK3CG 8.580965e-05 0.3182859 0.263 0.051 1.000000e+00 4
## WWC3 8.802383e-05 0.3167062 0.316 0.072 1.000000e+00 4
## SELENOH 9.052065e-05 0.4180977 0.895 0.654 1.000000e+00 4
## ITSN2 9.109197e-05 0.3456899 0.789 0.362 1.000000e+00 4
## NGLY1 9.833848e-05 0.4573864 0.632 0.270 1.000000e+00 4
## GRB21 1.073734e-04 0.4511518 0.842 0.589 1.000000e+00 4
## AL135925.1 1.089915e-04 0.5218217 0.474 0.153 1.000000e+00 4
## EBLN3P 1.204619e-04 0.3981972 0.737 0.362 1.000000e+00 4
## CYBA2 1.241002e-04 0.5981002 1.000 0.888 1.000000e+00 4
## TAGLN21 1.272774e-04 0.7917607 0.895 0.695 1.000000e+00 4
## PPP3CB 1.331291e-04 0.3254983 0.579 0.221 1.000000e+00 4
## CCR6 1.367376e-04 0.2643920 0.263 0.053 1.000000e+00 4
## HECTD1 1.465894e-04 0.2959066 0.579 0.211 1.000000e+00 4
## NFKBID 1.511600e-04 0.6580422 0.474 0.186 1.000000e+00 4
## RBM6 1.528740e-04 0.4336098 0.789 0.419 1.000000e+00 4
## SPOPL1 1.528983e-04 0.2921127 0.316 0.074 1.000000e+00 4
## CHPT1 1.553368e-04 0.3189859 0.421 0.125 1.000000e+00 4
## DNAJC4 1.582730e-04 0.5074084 0.579 0.258 1.000000e+00 4
## SMARCB1 1.651877e-04 0.5527795 0.579 0.262 1.000000e+00 4
## FAM24B 1.667295e-04 0.3110157 0.263 0.057 1.000000e+00 4
## KIF20B 1.851639e-04 0.3345102 0.421 0.127 1.000000e+00 4
## SRGAP2 1.912651e-04 0.3129729 0.316 0.076 1.000000e+00 4
## TEPSIN 2.113612e-04 0.2789114 0.316 0.076 1.000000e+00 4
## CCDC14 2.287300e-04 0.3677302 0.474 0.160 1.000000e+00 4
## LCORL 2.330336e-04 0.2850158 0.368 0.104 1.000000e+00 4
## SIPA1L1 2.440000e-04 0.4984633 0.368 0.108 1.000000e+00 4
## POU2F21 2.475203e-04 0.7126507 0.789 0.419 1.000000e+00 4
## ADD11 2.544175e-04 0.4364127 0.684 0.331 1.000000e+00 4
## MFN1 2.581354e-04 0.2750612 0.316 0.080 1.000000e+00 4
## PRPS2 2.644134e-04 0.3444774 0.421 0.143 1.000000e+00 4
## APH1A 2.680938e-04 0.3492921 0.789 0.389 1.000000e+00 4
## CDKN1A1 3.036031e-04 0.5245975 0.368 0.106 1.000000e+00 4
## SNX29 3.132502e-04 0.3861157 0.368 0.114 1.000000e+00 4
## TUT4 3.240690e-04 0.4692492 0.737 0.417 1.000000e+00 4
## FLNB 3.343463e-04 0.2537617 0.316 0.082 1.000000e+00 4
## CD532 3.479261e-04 0.4642948 0.947 0.781 1.000000e+00 4
## SLC39A3 3.963491e-04 0.3226691 0.368 0.114 1.000000e+00 4
## IRF7 4.000909e-04 1.3823164 0.526 0.243 1.000000e+00 4
## DOPEY2 4.166512e-04 0.3023185 0.263 0.061 1.000000e+00 4
## GIT2 4.183137e-04 0.3299171 0.632 0.282 1.000000e+00 4
## ARMCX31 4.393616e-04 0.4200456 0.526 0.223 1.000000e+00 4
## ZRANB2 4.552556e-04 0.3849306 0.895 0.519 1.000000e+00 4
## ZNF791 4.894791e-04 0.4579174 0.526 0.223 1.000000e+00 4
## TMED91 5.120686e-04 0.3715487 0.789 0.425 1.000000e+00 4
## DDX39A 5.176124e-04 0.3902128 0.684 0.327 1.000000e+00 4
## AACS 5.188470e-04 0.7073608 0.263 0.063 1.000000e+00 4
## PARP141 5.494437e-04 0.7783097 0.579 0.286 1.000000e+00 4
## CDC40 5.562772e-04 0.4427174 0.684 0.374 1.000000e+00 4
## UCP2 5.602813e-04 0.5474646 1.000 0.820 1.000000e+00 4
## AKAP9 5.613287e-04 0.5370616 0.895 0.577 1.000000e+00 4
## RGS191 5.819673e-04 0.4448380 0.789 0.452 1.000000e+00 4
## STARD7 5.824198e-04 0.3984383 0.579 0.266 1.000000e+00 4
## LYST1 6.038590e-04 0.3779145 0.579 0.223 1.000000e+00 4
## ATAD5 6.205201e-04 0.3344478 0.263 0.063 1.000000e+00 4
## PPP3CA 6.364841e-04 0.4582391 0.526 0.221 1.000000e+00 4
## DDX17 6.389417e-04 0.4145447 0.947 0.773 1.000000e+00 4
## HELLS 6.695305e-04 0.2798200 0.263 0.063 1.000000e+00 4
## SEC62 6.699430e-04 0.4977921 0.947 0.669 1.000000e+00 4
## RHBDD1 7.093512e-04 0.3113751 0.316 0.090 1.000000e+00 4
## RERE 7.099172e-04 0.3895533 0.526 0.219 1.000000e+00 4
## PPP1R9B1 7.212066e-04 0.4108987 0.368 0.121 1.000000e+00 4
## ERGIC11 7.308067e-04 0.3858654 0.474 0.194 1.000000e+00 4
## ZEB22 7.455469e-04 0.4928626 0.579 0.219 1.000000e+00 4
## RABEP2 7.508584e-04 0.3490911 0.316 0.092 1.000000e+00 4
## DRAM2 7.987192e-04 0.3636231 0.579 0.262 1.000000e+00 4
## FAM214A 8.005103e-04 0.3080410 0.526 0.219 1.000000e+00 4
## CAT1 8.099415e-04 0.5459180 0.579 0.315 1.000000e+00 4
## PNN 8.185657e-04 0.4800314 1.000 0.730 1.000000e+00 4
## CHD91 8.368225e-04 0.4169486 0.526 0.249 1.000000e+00 4
## RPL13A1 8.527473e-04 0.2555039 1.000 1.000 1.000000e+00 4
## RABGGTB 8.734565e-04 0.3925176 0.526 0.239 1.000000e+00 4
## WRN 8.963751e-04 0.2742469 0.263 0.068 1.000000e+00 4
## CHD2 8.968753e-04 0.5495501 0.842 0.552 1.000000e+00 4
## PDXDC1 9.049173e-04 0.4348615 0.421 0.155 1.000000e+00 4
## WASHC41 9.693597e-04 0.4200715 0.579 0.280 1.000000e+00 4
## FUOM 9.742309e-04 0.2919282 0.316 0.088 1.000000e+00 4
## CAPG1 9.778251e-04 0.3652945 0.579 0.231 1.000000e+00 4
## ST6GALNAC4 1.017890e-03 0.3100217 0.316 0.094 1.000000e+00 4
## MRPS25 1.033029e-03 0.3478516 0.474 0.180 1.000000e+00 4
## UVRAG 1.079954e-03 0.3586684 0.421 0.159 1.000000e+00 4
## PRKD2 1.186221e-03 0.4061180 0.474 0.204 1.000000e+00 4
## GZMB1 1.191998e-03 1.5285088 0.263 0.070 1.000000e+00 4
## PPM1A 1.192884e-03 0.2577847 0.421 0.153 1.000000e+00 4
## KIAA1147 1.222128e-03 0.3300125 0.474 0.176 1.000000e+00 4
## MED23 1.302379e-03 0.3139327 0.368 0.131 1.000000e+00 4
## ARID3A1 1.308872e-03 0.5539781 0.316 0.096 1.000000e+00 4
## THRAP3 1.317077e-03 0.3549789 0.842 0.587 1.000000e+00 4
## KTN1 1.322499e-03 0.3262691 0.947 0.609 1.000000e+00 4
## SGSM3 1.337297e-03 0.2509150 0.263 0.070 1.000000e+00 4
## RELB 1.359907e-03 0.3442290 0.316 0.100 1.000000e+00 4
## ARID1B 1.366054e-03 0.3941542 0.842 0.620 1.000000e+00 4
## YBX31 1.452236e-03 0.5878611 0.421 0.166 1.000000e+00 4
## CYP20A1 1.475252e-03 0.3346129 0.526 0.237 1.000000e+00 4
## STT3A 1.518337e-03 0.3033606 0.316 0.098 1.000000e+00 4
## AP1AR 1.544730e-03 0.3115259 0.316 0.100 1.000000e+00 4
## CCDC97 1.565982e-03 0.2596709 0.368 0.125 1.000000e+00 4
## DBNL1 1.582253e-03 0.3922247 0.737 0.476 1.000000e+00 4
## CEPT1 1.589202e-03 0.3607124 0.421 0.162 1.000000e+00 4
## ARPC32 1.591810e-03 0.3073039 1.000 0.965 1.000000e+00 4
## ADPRHL2 1.592770e-03 0.3150201 0.316 0.104 1.000000e+00 4
## L3MBTL3 1.606091e-03 0.3576075 0.316 0.100 1.000000e+00 4
## LCOR1 1.664526e-03 0.3843445 0.526 0.243 1.000000e+00 4
## TFEB1 1.671058e-03 0.3218411 0.316 0.102 1.000000e+00 4
## CLIC12 1.679842e-03 0.3177934 0.947 0.632 1.000000e+00 4
## STAT61 1.691267e-03 0.3218907 0.579 0.270 1.000000e+00 4
## RILPL21 1.731693e-03 0.3165127 0.632 0.299 1.000000e+00 4
## WDR11 1.753237e-03 0.3808997 0.368 0.133 1.000000e+00 4
## SFT2D11 1.834735e-03 0.2774741 0.632 0.297 1.000000e+00 4
## PMAIP11 1.835217e-03 0.4668170 0.684 0.386 1.000000e+00 4
## MAPRE2 1.911109e-03 0.2996137 0.474 0.204 1.000000e+00 4
## VPS36 2.001559e-03 0.3855645 0.579 0.301 1.000000e+00 4
## EIF1B 2.040825e-03 0.3992109 0.737 0.501 1.000000e+00 4
## CXCR41 2.049355e-03 0.4855545 0.895 0.620 1.000000e+00 4
## SNF8 2.109717e-03 0.2933541 0.684 0.362 1.000000e+00 4
## SNRNP25 2.112156e-03 0.3578275 0.263 0.074 1.000000e+00 4
## QRSL1 2.140487e-03 0.2730289 0.316 0.102 1.000000e+00 4
## IL4R 2.220773e-03 0.4207923 0.474 0.219 1.000000e+00 4
## TM9SF3 2.267066e-03 0.4409140 0.526 0.252 1.000000e+00 4
## MSL3 2.324104e-03 0.4173786 0.632 0.364 1.000000e+00 4
## IFI44L 2.366732e-03 0.3336705 0.316 0.104 1.000000e+00 4
## EPSTI1 2.418049e-03 0.2778329 0.474 0.204 1.000000e+00 4
## PIP4P1 2.423318e-03 0.3010461 0.421 0.168 1.000000e+00 4
## CLN8 2.433444e-03 0.3975935 0.316 0.104 1.000000e+00 4
## RAB11FIP11 2.444684e-03 0.3977154 0.579 0.286 1.000000e+00 4
## LAMTOR51 2.490521e-03 0.2952930 0.789 0.513 1.000000e+00 4
## OFD1 2.490698e-03 0.6620057 0.579 0.321 1.000000e+00 4
## MDM4 2.553968e-03 0.4352054 0.789 0.560 1.000000e+00 4
## SLC39A10 2.663774e-03 0.4030689 0.579 0.303 1.000000e+00 4
## PPP3CC 2.748226e-03 0.2662186 0.474 0.209 1.000000e+00 4
## VEGFB 2.841785e-03 0.4581054 0.526 0.280 1.000000e+00 4
## NCF11 2.853184e-03 0.4420361 0.737 0.493 1.000000e+00 4
## PDIA62 2.881757e-03 0.3850310 0.684 0.374 1.000000e+00 4
## SP110 3.006050e-03 0.3938337 0.895 0.620 1.000000e+00 4
## NME4 3.096568e-03 0.2656432 0.474 0.207 1.000000e+00 4
## LYPLA11 3.262997e-03 0.3116638 0.632 0.354 1.000000e+00 4
## TRIM56 3.391450e-03 0.4112651 0.632 0.337 1.000000e+00 4
## MTDH1 3.437451e-03 0.4473970 0.789 0.740 1.000000e+00 4
## MAP3K2 3.551289e-03 0.4230443 0.579 0.299 1.000000e+00 4
## LILRB12 3.619545e-03 0.2930743 0.316 0.102 1.000000e+00 4
## EPS15 3.633512e-03 0.2818799 0.526 0.264 1.000000e+00 4
## DMXL1 3.676849e-03 0.2793744 0.316 0.108 1.000000e+00 4
## SEPT6 3.763296e-03 0.3066957 0.947 0.706 1.000000e+00 4
## RAD9A1 3.773554e-03 0.3137570 0.421 0.176 1.000000e+00 4
## SPPL2B 3.777972e-03 0.2902730 0.368 0.145 1.000000e+00 4
## QKI1 3.778964e-03 0.3154958 0.632 0.348 1.000000e+00 4
## VRK1 3.792668e-03 0.3115546 0.368 0.145 1.000000e+00 4
## TRIM11 3.809602e-03 0.2825390 0.368 0.141 1.000000e+00 4
## SNRPD31 3.824191e-03 0.2834140 0.789 0.595 1.000000e+00 4
## MTPN1 3.858912e-03 0.4444456 0.684 0.568 1.000000e+00 4
## MECP21 3.887911e-03 0.3279610 0.632 0.362 1.000000e+00 4
## HEATR5B 3.928289e-03 0.2609626 0.263 0.080 1.000000e+00 4
## ODC1 3.933600e-03 0.4465008 0.684 0.474 1.000000e+00 4
## TANK1 3.971389e-03 0.4697507 0.526 0.280 1.000000e+00 4
## NCOA3 4.001893e-03 0.7706741 0.526 0.331 1.000000e+00 4
## PTK2B1 4.013600e-03 0.3428330 0.526 0.247 1.000000e+00 4
## A1BG 4.178094e-03 0.3842068 0.368 0.157 1.000000e+00 4
## FAM193A 4.263641e-03 0.2507751 0.316 0.110 1.000000e+00 4
## SRSF91 4.294970e-03 0.4091813 0.789 0.630 1.000000e+00 4
## HINT3 4.418488e-03 0.2838079 0.263 0.078 1.000000e+00 4
## TMEM242 4.425834e-03 0.2621422 0.421 0.184 1.000000e+00 4
## ITPR2 4.500902e-03 0.4709409 0.368 0.157 1.000000e+00 4
## RABEP1 4.661049e-03 0.3842459 0.421 0.186 1.000000e+00 4
## ST6GAL1 4.693896e-03 0.4004855 0.474 0.243 1.000000e+00 4
## SNHG7 4.705638e-03 0.4334706 0.842 0.693 1.000000e+00 4
## PITPNA-AS1 4.714877e-03 0.2744057 0.421 0.174 1.000000e+00 4
## BAZ2A 4.796142e-03 0.2945046 0.579 0.301 1.000000e+00 4
## PDE4B 4.802516e-03 0.2538154 0.368 0.139 1.000000e+00 4
## ARHGAP17 4.847754e-03 0.2759559 0.368 0.143 1.000000e+00 4
## RAB3IP 4.870444e-03 0.3555863 0.316 0.117 1.000000e+00 4
## SNRNP40 4.880230e-03 0.2732325 0.474 0.227 1.000000e+00 4
## DAAM1 4.889423e-03 0.2987455 0.316 0.110 1.000000e+00 4
## NUP88 4.922541e-03 0.2698975 0.368 0.145 1.000000e+00 4
## SIRT71 4.970753e-03 0.2882280 0.632 0.346 1.000000e+00 4
## HADH 5.013658e-03 0.2767782 0.316 0.115 1.000000e+00 4
## LMBRD1 5.383997e-03 0.3281518 0.421 0.205 1.000000e+00 4
## SEC31A 5.479222e-03 0.3318082 0.579 0.317 1.000000e+00 4
## CDYL 5.530077e-03 0.2788021 0.368 0.151 1.000000e+00 4
## ING5 5.543070e-03 0.3091130 0.421 0.188 1.000000e+00 4
## EPN11 5.553314e-03 0.3324357 0.421 0.190 1.000000e+00 4
## ACTN42 5.557123e-03 0.4155802 0.526 0.270 1.000000e+00 4
## ZNF83 5.628591e-03 0.2558568 0.421 0.190 1.000000e+00 4
## ZBED1 5.647035e-03 0.2846528 0.316 0.117 1.000000e+00 4
## ARFGAP3 5.683322e-03 0.2751823 0.421 0.186 1.000000e+00 4
## THAP5 5.752245e-03 0.3227680 0.474 0.231 1.000000e+00 4
## CD2AP 5.774116e-03 0.5102391 0.368 0.160 1.000000e+00 4
## PPM1K 5.777637e-03 0.4418034 0.632 0.431 1.000000e+00 4
## RAP1GDS1 5.858562e-03 0.2522017 0.316 0.121 1.000000e+00 4
## CD811 5.932897e-03 0.3914245 0.789 0.571 1.000000e+00 4
## ARHGEF7 6.174955e-03 0.2784699 0.316 0.117 1.000000e+00 4
## NT5C1 6.205901e-03 0.3899510 0.474 0.245 1.000000e+00 4
## EIF2B3 6.205987e-03 0.2578349 0.263 0.084 1.000000e+00 4
## OTUD1 6.234012e-03 0.4746474 0.421 0.215 1.000000e+00 4
## SMAD5 6.264038e-03 0.2590190 0.263 0.084 1.000000e+00 4
## MYO5A1 6.285330e-03 0.2978440 0.263 0.086 1.000000e+00 4
## ZFX 6.462924e-03 0.4484371 0.421 0.217 1.000000e+00 4
## GALNT10 6.533804e-03 0.3904133 0.263 0.088 1.000000e+00 4
## RGS1 6.625264e-03 0.2880850 0.316 0.115 1.000000e+00 4
## WDR60 6.702921e-03 0.3048269 0.316 0.119 1.000000e+00 4
## TMEM134 6.784397e-03 0.3092121 0.526 0.270 1.000000e+00 4
## RBM39 6.799709e-03 0.3214773 1.000 0.892 1.000000e+00 4
## SRSF10 7.226846e-03 0.3606508 0.737 0.616 1.000000e+00 4
## DNAJC151 7.283693e-03 0.4098269 0.684 0.429 1.000000e+00 4
## VPS37B 7.392116e-03 0.5485013 0.421 0.215 1.000000e+00 4
## PLIN31 7.535249e-03 0.2692892 0.421 0.190 1.000000e+00 4
## SH3BP52 7.855131e-03 0.3716880 0.526 0.311 1.000000e+00 4
## UBTF 7.882560e-03 0.3321593 0.684 0.407 1.000000e+00 4
## CALU 8.205239e-03 0.2810627 0.316 0.125 1.000000e+00 4
## BOD1L1 8.259374e-03 0.3817317 0.789 0.542 1.000000e+00 4
## ACSS1 8.280778e-03 0.3224841 0.368 0.162 1.000000e+00 4
## PXK 8.283366e-03 0.4433730 0.316 0.127 1.000000e+00 4
## CCDC121 8.339526e-03 0.3939937 0.579 0.389 1.000000e+00 4
## ALOX5AP 8.400676e-03 0.9155147 0.579 0.364 1.000000e+00 4
## CSNK1G3 8.518568e-03 0.3127655 0.368 0.164 1.000000e+00 4
## LSM7 8.563304e-03 0.3015194 0.842 0.669 1.000000e+00 4
## DNAJB141 8.772088e-03 0.3271929 0.684 0.438 1.000000e+00 4
## CDKN2D1 8.797482e-03 0.3473012 0.684 0.466 1.000000e+00 4
## MRPS12 8.955969e-03 0.3615398 0.474 0.249 1.000000e+00 4
## TMED51 8.983309e-03 0.3216813 0.474 0.217 1.000000e+00 4
## MBD4 9.021945e-03 0.5518879 0.526 0.342 1.000000e+00 4
## PRRC2C 9.129418e-03 0.2607821 0.947 0.867 1.000000e+00 4
## CARD11 9.192267e-03 0.2686178 0.368 0.155 1.000000e+00 4
## CNTRL 9.382859e-03 0.3476857 0.684 0.429 1.000000e+00 4
## LINC01184 9.482203e-03 0.2866803 0.263 0.090 1.000000e+00 4
## SPPL2A1 9.587165e-03 0.3134968 0.474 0.237 1.000000e+00 4
## SH3GLB11 9.685016e-03 0.2761045 0.579 0.311 1.000000e+00 4
## CNOT4 9.741095e-03 0.2922077 0.579 0.337 1.000000e+00 4
## SIPA12 9.825590e-03 0.3483452 0.579 0.331 1.000000e+00 4
## gene
## RPL30 RPL30
## RPS13 RPS13
## RPS3A RPS3A
## RPL32 RPL32
## RPS23 RPS23
## RPL35A RPL35A
## RPL11 RPL11
## RPL9 RPL9
## RPS27 RPS27
## RPL21 RPL21
## RPS25 RPS25
## RPL22 RPL22
## RPS27A RPS27A
## RPS12 RPS12
## RPL34 RPL34
## RPS14 RPS14
## RPL19 RPL19
## TRABD2A TRABD2A
## SARAF SARAF
## RPS16 RPS16
## RPL5 RPL5
## CCR7 CCR7
## RPS15A RPS15A
## RPS5 RPS5
## RPLP2 RPLP2
## RPS15 RPS15
## RPS6 RPS6
## RPL13 RPL13
## RPL39 RPL39
## LEF1 LEF1
## TCF7 TCF7
## RPS21 RPS21
## RPS28 RPS28
## EEF1B2 EEF1B2
## RPL37 RPL37
## RPL18 RPL18
## RPS3 RPS3
## RPS8 RPS8
## CD7 CD7
## RPL14 RPL14
## RPL10 RPL10
## RPL3 RPL3
## RPL10A RPL10A
## RPS26 RPS26
## RPL29 RPL29
## RPS29 RPS29
## NACA NACA
## RPL24 RPL24
## RPS4X RPS4X
## EEF1A1 EEF1A1
## TPT1 TPT1
## FHIT FHIT
## RPS10 RPS10
## NPM1 NPM1
## LRRN3 LRRN3
## RPS20 RPS20
## RPL12 RPL12
## NOSIP NOSIP
## RPL38 RPL38
## SATB1 SATB1
## RPS2 RPS2
## FAU FAU
## RPS18 RPS18
## FOXP1 FOXP1
## RPSA RPSA
## BTG1 BTG1
## PIK3IP1 PIK3IP1
## RPL36 RPL36
## NOP53 NOP53
## JUNB JUNB
## RPL18A RPL18A
## RPS9 RPS9
## TOMM7 TOMM7
## RPL37A RPL37A
## OXNAD1 OXNAD1
## RPS7 RPS7
## RPL26 RPL26
## RPL7A RPL7A
## LDHB LDHB
## RPS4Y1 RPS4Y1
## RPL4 RPL4
## RGS10 RGS10
## GYPC GYPC
## LBH LBH
## RPS19 RPS19
## RCAN3 RCAN3
## CAMK4 CAMK4
## MAL MAL
## RPL6 RPL6
## RPL31 RPL31
## RPL41 RPL41
## MT-CYB MT-CYB
## LEPROTL1 LEPROTL1
## RPL23A RPL23A
## BCL11B BCL11B
## RPL13A RPL13A
## RACK1 RACK1
## APBA2 APBA2
## EPHX2 EPHX2
## NOG NOG
## IL7R IL7R
## RPLP0 RPLP0
## EIF3E EIF3E
## MARCKSL1 MARCKSL1
## PDE7A PDE7A
## C12orf57 C12orf57
## CHRM3-AS2 CHRM3-AS2
## PRKCA PRKCA
## EEF1D EEF1D
## CD3E CD3E
## MALAT1 MALAT1
## CD27 CD27
## CHI3L2 CHI3L2
## RETREG1 RETREG1
## CYTIP CYTIP
## SELL SELL
## ETS1 ETS1
## LINC01550 LINC01550
## IL6ST IL6ST
## NUCB2 NUCB2
## CD40LG CD40LG
## ID3 ID3
## RPL36A RPL36A
## RPL23 RPL23
## ABLIM1 ABLIM1
## CXCR4 CXCR4
## ST13 ST13
## FCMR FCMR
## OCIAD2 OCIAD2
## MAN1C1 MAN1C1
## HIST1H4C HIST1H4C
## ACTN1 ACTN1
## HSPB1 HSPB1
## C6orf48 C6orf48
## SNHG8 SNHG8
## MAML2 MAML2
## PDK1 PDK1
## CD69 CD69
## DGKA DGKA
## LINC00861 LINC00861
## LTB LTB
## UQCRB UQCRB
## ITGA6 ITGA6
## MYC MYC
## RGCC RGCC
## RHOH RHOH
## TXK TXK
## DUSP2 DUSP2
## RASGRP1 RASGRP1
## ITK ITK
## STK17A STK17A
## LDLRAP1 LDLRAP1
## LAT LAT
## FAM102A FAM102A
## PDE3B PDE3B
## SOCS3 SOCS3
## BACH2 BACH2
## MZT2B MZT2B
## ITM2A ITM2A
## SCML4 SCML4
## KLF2 KLF2
## CD3G CD3G
## ILF3-DT ILF3-DT
## AAK1 AAK1
## ATP6V0E2 ATP6V0E2
## ANP32B ANP32B
## EIF2S3 EIF2S3
## AC114760.2 AC114760.2
## GCC2 GCC2
## NR4A1 NR4A1
## STMN1 STMN1
## TRAT1 TRAT1
## ACAP1 ACAP1
## ATM ATM
## TRBC2 TRBC2
## PGGHG PGGHG
## AC026979.2 AC026979.2
## AREG AREG
## ZFP36L2 ZFP36L2
## MLLT3 MLLT3
## LCK LCK
## ZNF331 ZNF331
## DNAJB1 DNAJB1
## TRBC1 TRBC1
## SOCS1 SOCS1
## PSIP1 PSIP1
## TMEM204 TMEM204
## BTG2 BTG2
## FLT3LG FLT3LG
## NSA2 NSA2
## SPTBN1 SPTBN1
## TNRC6C TNRC6C
## ARMH1 ARMH1
## TESPA1 TESPA1
## TBCC TBCC
## THEMIS THEMIS
## INTS6 INTS6
## SERINC5 SERINC5
## SLC2A3 SLC2A3
## CITED4 CITED4
## TLE4 TLE4
## TSHZ2 TSHZ2
## CHMP7 CHMP7
## ZBTB20 ZBTB20
## FAM133B FAM133B
## H2AFX H2AFX
## AC025164.1 AC025164.1
## PRMT2 PRMT2
## DDIT4 DDIT4
## NPDC1 NPDC1
## AQP3 AQP3
## ITGB1 ITGB1
## LMNA LMNA
## MAF MAF
## TRADD TRADD
## B2M B2M
## TNFRSF4 TNFRSF4
## LIMS1 LIMS1
## FUT7 FUT7
## KLRB1 KLRB1
## IL32 IL32
## OPTN OPTN
## PBXIP1 PBXIP1
## SYNE2 SYNE2
## RORA RORA
## NSG1 NSG1
## CDC25B CDC25B
## LTB1 LTB
## FAS FAS
## TRAC TRAC
## PRDM1 PRDM1
## HLA-A HLA-A
## ZC3H12D ZC3H12D
## CD2 CD2
## CD52 CD52
## AHNAK AHNAK
## S100A10 S100A10
## CDC14A CDC14A
## GSTK1 GSTK1
## TTC39C TTC39C
## CALM1 CALM1
## HSPA8 HSPA8
## TAGLN2 TAGLN2
## AC058791.1 AC058791.1
## TNFRSF25 TNFRSF25
## BORCS5 BORCS5
## ISG20 ISG20
## CASK CASK
## LDHA LDHA
## CLDND1 CLDND1
## CD82 CD82
## CD99 CD99
## ODF2L ODF2L
## GPR183 GPR183
## BIRC3 BIRC3
## LDHB1 LDHB
## CCND2 CCND2
## IL10RA IL10RA
## ATP8B2 ATP8B2
## MIAT MIAT
## HINT1 HINT1
## PIM2 PIM2
## IKZF3 IKZF3
## GBP1 GBP1
## SPOCK2 SPOCK2
## FAM129A FAM129A
## SKAP1 SKAP1
## CD28 CD28
## PAG1 PAG1
## SMC4 SMC4
## AC091271.1 AC091271.1
## CD84 CD84
## PHACTR2 PHACTR2
## INPP4B INPP4B
## FXYD5 FXYD5
## PRDX2 PRDX2
## PRKAG1 PRKAG1
## FAM107B FAM107B
## IL2RG IL2RG
## GBP5 GBP5
## ANKRD12 ANKRD12
## SIT1 SIT1
## AES AES
## PARP1 PARP1
## LPAR6 LPAR6
## TRBC21 TRBC2
## ICAM2 ICAM2
## TRIB2 TRIB2
## TRAF1 TRAF1
## PASK PASK
## SH3BP5 SH3BP5
## IL7R1 IL7R
## EIF3A EIF3A
## CD271 CD27
## EMP3 EMP3
## PPP2R5C PPP2R5C
## DNAJA1 DNAJA1
## PEBP1 PEBP1
## ARID5B ARID5B
## S1PR4 S1PR4
## SRSF7 SRSF7
## YWHAQ YWHAQ
## PRDX1 PRDX1
## PLP2 PLP2
## HSP90AA1 HSP90AA1
## TBC1D4 TBC1D4
## KMT2A KMT2A
## SLFN5 SLFN5
## GBP2 GBP2
## EZR EZR
## ATP2B1 ATP2B1
## CD5 CD5
## CORO1B CORO1B
## CYTOR CYTOR
## CD6 CD6
## PIM3 PIM3
## FGFR1OP2 FGFR1OP2
## CEP290 CEP290
## ANXA1 ANXA1
## USP10 USP10
## CYCS CYCS
## IER5 IER5
## ARL4A ARL4A
## TNF TNF
## RPS27L RPS27L
## PMAIP1 PMAIP1
## TFRC TFRC
## STAT1 STAT1
## CSTA CSTA
## S100A12 S100A12
## CD14 CD14
## CLEC12A CLEC12A
## SERPINA1 SERPINA1
## MPEG1 MPEG1
## FPR1 FPR1
## CYBB CYBB
## FCN1 FCN1
## MNDA MNDA
## CD36 CD36
## CEBPD CEBPD
## VCAN VCAN
## CPVL CPVL
## SLC7A7 SLC7A7
## FCER1G FCER1G
## IGSF6 IGSF6
## SPI1 SPI1
## NCF2 NCF2
## MS4A6A MS4A6A
## CSF3R CSF3R
## CD68 CD68
## RBP7 RBP7
## TMEM176B TMEM176B
## CLEC7A CLEC7A
## S100A8 S100A8
## TNFAIP2 TNFAIP2
## TGFBI TGFBI
## ASGR1 ASGR1
## CST3 CST3
## PLBD1 PLBD1
## TYROBP TYROBP
## MS4A7 MS4A7
## CD93 CD93
## FGR FGR
## FGL2 FGL2
## CFD CFD
## FCGR2A FCGR2A
## TNFSF13B TNFSF13B
## SYK SYK
## RAB31 RAB31
## RAB32 RAB32
## HCK HCK
## CD302 CD302
## TMEM176A TMEM176A
## TIMP2 TIMP2
## KLF4 KLF4
## LY86 LY86
## BST1 BST1
## RGS18 RGS18
## NRGN NRGN
## CYP1B1 CYP1B1
## ALDH2 ALDH2
## PRAM1 PRAM1
## RNF130 RNF130
## IRAK3 IRAK3
## LMO2 LMO2
## LRRC25 LRRC25
## S100A9 S100A9
## LILRB2 LILRB2
## KCNE3 KCNE3
## GRN GRN
## CLEC4A CLEC4A
## CD300LF CD300LF
## PTAFR PTAFR
## DUSP6 DUSP6
## IL1B IL1B
## C5AR1 C5AR1
## CDA CDA
## CD33 CD33
## RXRA RXRA
## CD300E CD300E
## MAFB MAFB
## HNMT HNMT
## RNASE6 RNASE6
## LILRA5 LILRA5
## BLVRB BLVRB
## DMXL2 DMXL2
## ALOX5 ALOX5
## FAM198B FAM198B
## ZNF385A ZNF385A
## LST1 LST1
## CPPED1 CPPED1
## SLC24A4 SLC24A4
## KCTD12 KCTD12
## TYMP TYMP
## NFE2 NFE2
## PLXDC2 PLXDC2
## MSRB1 MSRB1
## LGALS3 LGALS3
## CFP CFP
## CD86 CD86
## CCR1 CCR1
## LYZ LYZ
## SIRPB1 SIRPB1
## CTSZ CTSZ
## LRRK2 LRRK2
## MGST1 MGST1
## TLR4 TLR4
## APLP2 APLP2
## TBXAS1 TBXAS1
## HLA-DMB HLA-DMB
## SLC11A1 SLC11A1
## LILRA2 LILRA2
## LRP1 LRP1
## NFAM1 NFAM1
## CTSH CTSH
## NUP214 NUP214
## PILRA PILRA
## RASSF4 RASSF4
## LYN LYN
## GAS7 GAS7
## P2RY13 P2RY13
## C19orf38 C19orf38
## PLXNB2 PLXNB2
## LILRB3 LILRB3
## CAPG CAPG
## AIF1 AIF1
## MEGF9 MEGF9
## TLR2 TLR2
## AP1S2 AP1S2
## PYGL PYGL
## HLA-DRA HLA-DRA
## PGD PGD
## PLAUR PLAUR
## PECAM1 PECAM1
## ZEB2 ZEB2
## SNX10 SNX10
## MARCKS MARCKS
## DPYSL2 DPYSL2
## PSAP PSAP
## MARCH1 MARCH1
## OSCAR OSCAR
## IL13RA1 IL13RA1
## ADA2 ADA2
## SLC16A3 SLC16A3
## LGALS1 LGALS1
## HLA-DRB1 HLA-DRB1
## ENTPD1 ENTPD1
## CSF1R CSF1R
## SKAP2 SKAP2
## PIK3AP1 PIK3AP1
## WARS WARS
## RAB3D RAB3D
## IFI30 IFI30
## CLEC4E CLEC4E
## LGALS2 LGALS2
## SHTN1 SHTN1
## LILRA1 LILRA1
## SECTM1 SECTM1
## RBM47 RBM47
## AGTRAP AGTRAP
## FES FES
## OGFRL1 OGFRL1
## APOBEC3A APOBEC3A
## BRI3 BRI3
## SULT1A1 SULT1A1
## RNASE2 RNASE2
## SMIM25 SMIM25
## TREM1 TREM1
## HMOX1 HMOX1
## MYO1F MYO1F
## SLC8A1 SLC8A1
## JAML JAML
## CTSS CTSS
## AOAH AOAH
## S100A11 S100A11
## COTL1 COTL1
## FTL FTL
## LAT2 LAT2
## CTSD CTSD
## LGALS9 LGALS9
## TLR8 TLR8
## STAB1 STAB1
## TFEC TFEC
## FTH1 FTH1
## OAZ1 OAZ1
## RGS2 RGS2
## ALDH1A1 ALDH1A1
## EMILIN2 EMILIN2
## FCGRT FCGRT
## TALDO1 TALDO1
## BASP1 BASP1
## CD1D CD1D
## S100A6 S100A6
## CKAP4 CKAP4
## AL034397.3 AL034397.3
## CXCL8 CXCL8
## SRGN SRGN
## H3F3A H3F3A
## GSTP1 GSTP1
## GAPT GAPT
## TSPO TSPO
## CTSB CTSB
## RETN RETN
## MEF2C MEF2C
## ANPEP ANPEP
## CD163 CD163
## ASAH1 ASAH1
## CREB5 CREB5
## GCA GCA
## CHST15 CHST15
## ITGAM ITGAM
## NADK NADK
## HLA-DMA HLA-DMA
## TKT TKT
## PRKCD PRKCD
## NCF1 NCF1
## QPCT QPCT
## AC096667.1 AC096667.1
## HHEX HHEX
## SIRPA SIRPA
## ALDH3B1 ALDH3B1
## CCDC88A CCDC88A
## EVI5 EVI5
## SLC43A2 SLC43A2
## RAC1 RAC1
## CEBPA CEBPA
## LTA4H LTA4H
## GAPDH GAPDH
## S100A4 S100A4
## METTL7A METTL7A
## F13A1 F13A1
## IL1RN IL1RN
## ASGR2 ASGR2
## PLXNC1 PLXNC1
## ANXA5 ANXA5
## ADAP2 ADAP2
## STXBP2 STXBP2
## NPC2 NPC2
## CRTAP CRTAP
## SCIMP SCIMP
## ZFHX3 ZFHX3
## GRINA GRINA
## VSIR VSIR
## MEFV MEFV
## EFHD2 EFHD2
## IL17RA IL17RA
## LYST LYST
## YBX3 YBX3
## NEAT1 NEAT1
## PYCARD PYCARD
## CARD16 CARD16
## TTYH3 TTYH3
## CYP27A1 CYP27A1
## CYBA CYBA
## PLEK PLEK
## SEMA4A SEMA4A
## ATP6V0B ATP6V0B
## NAGK NAGK
## IFITM3 IFITM3
## ANXA2 ANXA2
## CNPY3 CNPY3
## GRK3 GRK3
## GLIPR1 GLIPR1
## ATP6V0D1 ATP6V0D1
## HK3 HK3
## CD74 CD74
## SH3BP2 SH3BP2
## IFNGR2 IFNGR2
## NAIP NAIP
## TNFRSF1B TNFRSF1B
## CHP1 CHP1
## FBXL5 FBXL5
## TPP1 TPP1
## NAMPT NAMPT
## MT-ND1 MT-ND1
## SMCO4 SMCO4
## ODF3B ODF3B
## GLUL GLUL
## RASGRP4 RASGRP4
## EVI2B EVI2B
## ARHGAP26 ARHGAP26
## KIAA0930 KIAA0930
## NOTCH2 NOTCH2
## ZNF467 ZNF467
## PPT1 PPT1
## SCPEP1 SCPEP1
## SLC15A3 SLC15A3
## MTMR11 MTMR11
## ST3GAL6 ST3GAL6
## GLIPR2 GLIPR2
## LINC00877 LINC00877
## CASP1 CASP1
## LY96 LY96
## ITPRIPL2 ITPRIPL2
## ATP6V1B2 ATP6V1B2
## ARPC5 ARPC5
## ITGB2 ITGB2
## PADI4 PADI4
## SDCBP SDCBP
## ADAM15 ADAM15
## MYL6 MYL6
## ARPC3 ARPC3
## AP2S1 AP2S1
## STEAP4 STEAP4
## LCP1 LCP1
## SERPINB1 SERPINB1
## CTNNA1 CTNNA1
## SH3BGRL3 SH3BGRL3
## NLRP3 NLRP3
## CAMK1 CAMK1
## CSF2RA CSF2RA
## TESC TESC
## CES1 CES1
## ITGAX ITGAX
## SMARCD3 SMARCD3
## ATP5F1E ATP5F1E
## LAMTOR1 LAMTOR1
## RHOA RHOA
## HK2 HK2
## TNFSF10 TNFSF10
## MCEMP1 MCEMP1
## OLIG1 OLIG1
## TET2 TET2
## GNAI2 GNAI2
## NACC2 NACC2
## CLIC1 CLIC1
## VIM VIM
## ELOB ELOB
## LILRA6 LILRA6
## TSPAN4 TSPAN4
## DOCK5 DOCK5
## CSF2RB CSF2RB
## GSN GSN
## SAT1 SAT1
## FAM49A FAM49A
## PTPRE PTPRE
## ROGDI ROGDI
## IRF5 IRF5
## ZYX ZYX
## RAB11FIP1 RAB11FIP1
## PDXK PDXK
## GNS GNS
## CCR2 CCR2
## KLF10 KLF10
## FCGR1A FCGR1A
## MBOAT7 MBOAT7
## NCF4 NCF4
## UNC93B1 UNC93B1
## GPBAR1 GPBAR1
## HLA-DPA1 HLA-DPA1
## LILRB1 LILRB1
## ADM ADM
## SERPINB6 SERPINB6
## AC020916.1 AC020916.1
## IER3 IER3
## IFNGR1 IFNGR1
## IQGAP1 IQGAP1
## CYFIP1 CYFIP1
## SH3BGRL SH3BGRL
## LPCAT2 LPCAT2
## PLA2G7 PLA2G7
## AQP9 AQP9
## ASRGL1 ASRGL1
## BTK BTK
## ARPC1B ARPC1B
## WDFY3 WDFY3
## CTDSPL CTDSPL
## LINC02432 LINC02432
## NLRP12 NLRP12
## GLT1D1 GLT1D1
## CEBPB CEBPB
## SERF2 SERF2
## STAC3 STAC3
## RNPEP RNPEP
## TBC1D9 TBC1D9
## SIGLEC7 SIGLEC7
## C4orf48 C4orf48
## ACTB ACTB
## THEMIS2 THEMIS2
## PDLIM7 PDLIM7
## ARAP1 ARAP1
## FKBP1A FKBP1A
## CAP1 CAP1
## H2AFY H2AFY
## MCL1 MCL1
## AHNAK1 AHNAK
## CXCL16 CXCL16
## RTN3 RTN3
## EIF4EBP1 EIF4EBP1
## KIF13A KIF13A
## NHSL2 NHSL2
## TNS3 TNS3
## HLA-DPB1 HLA-DPB1
## ACTR2 ACTR2
## MYCL MYCL
## MCTP1 MCTP1
## CTBP2 CTBP2
## MAP3K3 MAP3K3
## MFSD1 MFSD1
## METRNL METRNL
## GSTO1 GSTO1
## SAMHD1 SAMHD1
## BACH1 BACH1
## HSBP1 HSBP1
## MIS18BP1 MIS18BP1
## ATP6V1A ATP6V1A
## ADGRE2 ADGRE2
## GNB4 GNB4
## C3AR1 C3AR1
## INSR INSR
## SULF2 SULF2
## RHOQ RHOQ
## PLEKHO1 PLEKHO1
## ADAP1 ADAP1
## LAMTOR4 LAMTOR4
## DAZAP2 DAZAP2
## NCOA4 NCOA4
## COMT COMT
## TRIB1 TRIB1
## UBE2D1 UBE2D1
## VNN2 VNN2
## RNF135 RNF135
## LYL1 LYL1
## CAST CAST
## GM2A GM2A
## CORO1C CORO1C
## CX3CR1 CX3CR1
## TMSB4X TMSB4X
## P2RX1 P2RX1
## AGO4 AGO4
## GLRX GLRX
## LSP1 LSP1
## C1orf162 C1orf162
## ARRB1 ARRB1
## EPB41L3 EPB41L3
## PLSCR1 PLSCR1
## DOK3 DOK3
## MSN MSN
## ATF3 ATF3
## EHBP1L1 EHBP1L1
## UBXN11 UBXN11
## TLR5 TLR5
## DAPP1 DAPP1
## ZNF516 ZNF516
## RHOB RHOB
## CAPNS1 CAPNS1
## SOD2 SOD2
## MT-ND2 MT-ND2
## DUSP3 DUSP3
## ANXA11 ANXA1
## PHLDA2 PHLDA2
## LAMP2 LAMP2
## SPINT1 SPINT1
## ATP5MPL ATP5MPL
## VASP VASP
## P2RX7 P2RX7
## CD63 CD63
## GPCPD1 GPCPD1
## STX11 STX11
## CREG1 CREG1
## GDI2 GDI2
## ACSL1 ACSL1
## TMEM205 TMEM205
## UQCRC1 UQCRC1
## CCL3 CCL3
## IMPA2 IMPA2
## GNB2 GNB2
## NAGA NAGA
## LAPTM5 LAPTM5
## PAK1 PAK1
## PKM PKM
## S100A101 S100A10
## ZNF106 ZNF106
## LACTB LACTB
## PTPN12 PTPN12
## MPST MPST
## RASSF2 RASSF2
## CALHM6 CALHM6
## AC020656.1 AC020656.1
## TCIRG1 TCIRG1
## SH2B3 SH2B3
## PPM1F PPM1F
## GLB1 GLB1
## DUSP1 DUSP1
## SERPINB8 SERPINB8
## SPTSSA SPTSSA
## SLC31A1 SLC31A1
## VAMP8 VAMP8
## S100Z S100Z
## VMP1 VMP1
## JDP2 JDP2
## FBP1 FBP1
## PLPPR2 PLPPR2
## STAT2 STAT2
## EVI2A EVI2A
## PLIN3 PLIN3
## TRIOBP TRIOBP
## SLC2A6 SLC2A6
## TOM1 TOM1
## LAPTM4A LAPTM4A
## DPYD DPYD
## TMEM154 TMEM154
## PICALM PICALM
## SAT2 SAT2
## AC007952.4 AC007952.4
## MTPN MTPN
## FAM120A FAM120A
## ATP6V0A1 ATP6V0A1
## MPP1 MPP1
## KIAA0513 KIAA0513
## RELT RELT
## NFKBIZ NFKBIZ
## TMEM170B TMEM170B
## NBPF14 NBPF14
## PPIF PPIF
## PLEKHO2 PLEKHO2
## PRCP PRCP
## C15orf39 C15orf39
## FLNA FLNA
## CBFA2T3 CBFA2T3
## SPECC1 SPECC1
## CKLF CKLF
## TPM3 TPM3
## HPSE HPSE
## MFSD14B MFSD14B
## NFKBIA NFKBIA
## TM9SF2 TM9SF2
## SYNGR2 SYNGR2
## QKI QKI
## ENO1 ENO1
## CXorf21 CXorf21
## BMP2K BMP2K
## TNFRSF1A TNFRSF1A
## CARD19 CARD19
## OAS1 OAS1
## DIAPH2 DIAPH2
## BAZ2B BAZ2B
## IMPDH1 IMPDH1
## MYD88 MYD88
## PRELID1 PRELID1
## BICD2 BICD2
## RAB27A RAB27A
## MYO1G MYO1G
## CDKN1A CDKN1A
## RHOG RHOG
## POU2F2 POU2F2
## HRH2 HRH2
## CMTM6 CMTM6
## TK2 TK2
## JAK2 JAK2
## ATP2B1-AS1 ATP2B1-AS1
## C9orf72 C9orf72
## CUX1 CUX1
## ARPC4 ARPC4
## TPI1 TPI1
## PABPC1 PABPC1
## FHL3 FHL3
## INPPL1 INPPL1
## RP2 RP2
## RPN1 RPN1
## CTSA CTSA
## MICAL2 MICAL2
## SLC31A2 SLC31A2
## RAB34 RAB34
## AGTPBP1 AGTPBP1
## ARRB2 ARRB2
## CD300A CD300A
## SPG21 SPG21
## CDC42EP3 CDC42EP3
## ATG3 ATG3
## FAM214B FAM214B
## BID BID
## SNX27 SNX27
## CLTC CLTC
## ATG16L2 ATG16L2
## CD83 CD83
## MTRNR2L8 MTRNR2L8
## METTL9 METTL9
## LAMTOR2 LAMTOR2
## MOB1A MOB1A
## PTPN18 PTPN18
## RNF149 RNF149
## LRRFIP1 LRRFIP1
## GAA GAA
## PRKACA PRKACA
## ATOX1 ATOX1
## PLCB2 PLCB2
## CALM2 CALM2
## HACD4 HACD4
## RAB5IF RAB5IF
## DENND3 DENND3
## E2F3 E2F3
## ACAP2 ACAP2
## REEP5 REEP5
## FGD2 FGD2
## MAPKAPK3 MAPKAPK3
## CANX CANX
## ZSWIM6 ZSWIM6
## ATP6V1F ATP6V1F
## IQGAP2 IQGAP2
## MAP3K8 MAP3K8
## ITPK1 ITPK1
## FNDC3B FNDC3B
## ARPC2 ARPC2
## CHMP2A CHMP2A
## RILPL2 RILPL2
## ABHD2 ABHD2
## MAP3K20 MAP3K20
## TMEM127 TMEM127
## ATP6AP2 ATP6AP2
## GABARAP GABARAP
## APOBR APOBR
## PISD PISD
## RAB10 RAB10
## B4GALT5 B4GALT5
## UBXN2B UBXN2B
## FKBP15 FKBP15
## ATP11A ATP11A
## ANO6 ANO6
## PCBP1 PCBP1
## BST2 BST2
## FERMT3 FERMT3
## CIITA CIITA
## ATP6V0E1 ATP6V0E1
## SGK1 SGK1
## DENND6B DENND6B
## NOP10 NOP10
## METTL22 METTL22
## CD4 CD4
## PFDN5 PFDN5
## BCKDK BCKDK
## PSMB3 PSMB3
## CAMKK2 CAMKK2
## ZFAND5 ZFAND5
## NUMB NUMB
## MAP3K5 MAP3K5
## HOTAIRM1 HOTAIRM1
## TMEM167A TMEM167A
## SQSTM1 SQSTM1
## PGAM1 PGAM1
## PGLS PGLS
## CARS2 CARS2
## SHKBP1 SHKBP1
## VCL VCL
## COLGALT1 COLGALT1
## PSTPIP1 PSTPIP1
## MAP2K3 MAP2K3
## HSPA1A HSPA1A
## CD44 CD44
## TMED5 TMED5
## ORAI3 ORAI3
## GNAQ GNAQ
## TMEM91 TMEM91
## FLI1 FLI1
## SNX2 SNX2
## RNF13 RNF13
## GRB2 GRB2
## MTMR10 MTMR10
## ETV6 ETV6
## EMP31 EMP3
## BLVRA BLVRA
## QSOX1 QSOX1
## GTF2I GTF2I
## ATP6V1E1 ATP6V1E1
## HEXB HEXB
## HLA-DQB1 HLA-DQB1
## ACER3 ACER3
## PTPN6 PTPN6
## TBL1X TBL1X
## ARID3A ARID3A
## SSFA2 SSFA2
## HVCN1 HVCN1
## PSMA4 PSMA4
## AGPAT2 AGPAT2
## EIF4E2 EIF4E2
## CLTA CLTA
## TYK2 TYK2
## PEA15 PEA15
## TET3 TET3
## LMO4 LMO4
## NINJ1 NINJ1
## GSAP GSAP
## UBR4 UBR4
## MGST2 MGST2
## RNF181 RNF181
## MCOLN1 MCOLN1
## FAR1 FAR1
## RARA RARA
## C20orf27 C20orf27
## FOS FOS
## MANBA MANBA
## RCBTB2 RCBTB2
## SLC43A3 SLC43A3
## GNG5 GNG5
## TIMP1 TIMP1
## PCBP2 PCBP2
## TMEM219 TMEM219
## RGS19 RGS19
## TMEM131 TMEM131
## NAAA NAAA
## PREX1 PREX1
## VAMP3 VAMP3
## CAPN2 CAPN2
## RAB5C RAB5C
## LIPA LIPA
## CMIP CMIP
## HOOK3 HOOK3
## DYNLT1 DYNLT1
## EIF4G1 EIF4G1
## SMAP2 SMAP2
## SERP1 SERP1
## UBE2R2 UBE2R2
## SQOR SQOR
## MGAT1 MGAT1
## LRCH4 LRCH4
## COX5B COX5B
## ETS2 ETS2
## PTTG1IP PTTG1IP
## FEZ2 FEZ2
## TRMT1 TRMT1
## RALB RALB
## TNRC18 TNRC18
## NCKAP1L NCKAP1L
## RIT1 RIT1
## SLFN11 SLFN11
## BLOC1S1 BLOC1S1
## ZMIZ1 ZMIZ1
## DNAJC5 DNAJC5
## DYNLL1 DYNLL1
## POLE4 POLE4
## SPTLC2 SPTLC2
## ZDHHC7 ZDHHC7
## DICER1 DICER1
## LTB4R LTB4R
## SOAT1 SOAT1
## ATG7 ATG7
## PTPRJ PTPRJ
## OAZ2 OAZ2
## DOCK2 DOCK2
## CAPZA1 CAPZA1
## TXN TXN
## TRPS1 TRPS1
## RIN3 RIN3
## TFEB TFEB
## MAP3K1 MAP3K1
## CCPG1 CCPG1
## ADGRE5 ADGRE5
## TLN1 TLN1
## MLKL MLKL
## KIAA2013 KIAA2013
## IFI44 IFI44
## SPOPL SPOPL
## DLEU2 DLEU2
## MYO9B MYO9B
## CCDC159 CCDC159
## WAS WAS
## SEC11A SEC11A
## HEBP1 HEBP1
## COX7B COX7B
## TTC7A TTC7A
## APAF1 APAF1
## PAPSS1 PAPSS1
## SLCO3A1 SLCO3A1
## PTK2B PTK2B
## YWHAB YWHAB
## SMIM14 SMIM14
## RPS6KA4 RPS6KA4
## HEBP2 HEBP2
## IQSEC1 IQSEC1
## FRMD4B FRMD4B
## AGO1 AGO1
## CAT CAT
## STMP1 STMP1
## ARL5B ARL5B
## SEC61B SEC61B
## WDR83OS WDR83OS
## DERA DERA
## HCLS1 HCLS1
## NBEAL2 NBEAL2
## CYB5R4 CYB5R4
## BRK1 BRK1
## SSH1 SSH1
## EFTUD2 EFTUD2
## NPTN NPTN
## FOXO3 FOXO3
## CEP170 CEP170
## PARVG PARVG
## PLA2G16 PLA2G16
## ARF3 ARF3
## ITM2B ITM2B
## CPD CPD
## PRDX5 PRDX5
## KDELR1 KDELR1
## DENND5A DENND5A
## BNIP3L BNIP3L
## NUDT16 NUDT16
## GLTP GLTP
## RBX1 RBX1
## FOSL2 FOSL2
## EIF4EBP2 EIF4EBP2
## NPEPL1 NPEPL1
## LPGAT1 LPGAT1
## PNPLA6 PNPLA6
## GDE1 GDE1
## NQO2 NQO2
## HPS1 HPS1
## SLC6A6 SLC6A6
## CLCN7 CLCN7
## EIF6 EIF6
## COX8A COX8A
## FAM45A FAM45A
## WASHC4 WASHC4
## KCNK6 KCNK6
## SCARB2 SCARB2
## OS9 OS9
## ZFP36 ZFP36
## MYO5A MYO5A
## OSBPL11 OSBPL11
## CPT1A CPT1A
## RRAS RRAS
## ARHGEF2 ARHGEF2
## COX5A COX5A
## NDUFA1 NDUFA1
## HDLBP HDLBP
## TNFAIP8L2 TNFAIP8L2
## CSTB CSTB
## RNF19B RNF19B
## VMA21 VMA21
## AHR AHR
## ASL ASL
## POLR2L POLR2L
## CAPZA2 CAPZA2
## SEC14L1 SEC14L1
## AGFG1 AGFG1
## STAT6 STAT6
## ADAM10 ADAM10
## XRN2 XRN2
## SNX18 SNX18
## MCFD2 MCFD2
## SEC61A1 SEC61A1
## LEPROT LEPROT
## MRPL28 MRPL28
## ACTN4 ACTN4
## MAPK14 MAPK14
## UBE2J1 UBE2J1
## SELENOO SELENOO
## HSD17B11 HSD17B11
## HM13 HM13
## PCMT1 PCMT1
## ANXA4 ANXA4
## ATP5MF ATP5MF
## DHRS4L2 DHRS4L2
## RTN4 RTN4
## AZI2 AZI2
## FAM200B FAM200B
## TXNIP TXNIP
## CDC42 CDC42
## PTP4A2 PTP4A2
## EXOC3 EXOC3
## IFI16 IFI16
## CCDC88B CCDC88B
## ZFAND3 ZFAND3
## PPP1R9B PPP1R9B
## BSG BSG
## PRKCB PRKCB
## CCNY CCNY
## UQCR11 UQCR11
## IFFO1 IFFO1
## CTSC CTSC
## HSP90B1 HSP90B1
## GGA3 GGA3
## CPEB4 CPEB4
## FAM50A FAM50A
## ATP5MD ATP5MD
## ATP5ME ATP5ME
## MOB3A MOB3A
## RNF24 RNF24
## IFI27L2 IFI27L2
## PTBP3 PTBP3
## TACC1 TACC1
## NDUFB7 NDUFB7
## ATP6AP1 ATP6AP1
## NKIRAS2 NKIRAS2
## SSR1 SSR1
## DPEP2 DPEP2
## ZDHHC20 ZDHHC20
## COMMD9 COMMD9
## HCST HCST
## NBPF19 NBPF19
## TENT5A TENT5A
## WDR26 WDR26
## COPS9 COPS9
## YWHAG YWHAG
## MAP3K11 MAP3K11
## KLF6 KLF6
## CTSO CTSO
## ZFYVE16 ZFYVE16
## CSK CSK
## MED13L MED13L
## KCNQ1 KCNQ1
## PLD3 PLD3
## DUSP22 DUSP22
## ITGA5 ITGA5
## MID1IP1 MID1IP1
## ADCY7 ADCY7
## GPX4 GPX4
## UQCRQ UQCRQ
## INPP5D INPP5D
## TXNDC17 TXNDC17
## PSMA7 PSMA7
## TMEM120A TMEM120A
## GIMAP8 GIMAP8
## LIMS11 LIMS1
## TMBIM6 TMBIM6
## CYTH4 CYTH4
## ZNHIT1 ZNHIT1
## MIDN MIDN
## RAB7A RAB7A
## PPP4C PPP4C
## QARS QARS
## ASAP1 ASAP1
## PELI1 PELI1
## COL4A3BP COL4A3BP
## PANK2 PANK2
## FRAT1 FRAT1
## MAPK1 MAPK1
## LFNG LFNG
## GMIP GMIP
## GRK2 GRK2
## RPS6KA1 RPS6KA1
## MTDH MTDH
## STX7 STX7
## IFIH1 IFIH1
## SLC44A1 SLC44A1
## RCOR1 RCOR1
## CNIH4 CNIH4
## KDM3B KDM3B
## CYTOR1 CYTOR
## DOCK8 DOCK8
## NDUFS6 NDUFS6
## MAN1A2 MAN1A2
## ADAM17 ADAM17
## MEF2A MEF2A
## MRPL33 MRPL33
## PRNP PRNP
## RMND5A RMND5A
## PSTPIP2 PSTPIP2
## ACOX1 ACOX1
## CTDNEP1 CTDNEP1
## TGOLN2 TGOLN2
## CSGALNACT2 CSGALNACT2
## NPLOC4 NPLOC4
## TAX1BP1 TAX1BP1
## MOSPD2 MOSPD2
## ANAPC11 ANAPC11
## ENY2 ENY2
## SMARCD2 SMARCD2
## EP300 EP300
## OTULINL OTULINL
## DBI DBI
## CYB5R3 CYB5R3
## P4HB P4HB
## WASHC2C WASHC2C
## MBD3 MBD3
## INTS3 INTS3
## MICU1 MICU1
## JOSD2 JOSD2
## CEBPG CEBPG
## COX6B1 COX6B1
## SF3B5 SF3B5
## YWHAH YWHAH
## NDUFC2 NDUFC2
## ATP5F1C ATP5F1C
## SETX SETX
## RAB1A RAB1A
## TUT7 TUT7
## TNF1 TNF
## TRIP12 TRIP12
## PET100 PET100
## GNB1 GNB1
## PTEN PTEN
## CSNK2B CSNK2B
## SLC40A1 SLC40A1
## PLCG2 PLCG2
## PRKAR1A PRKAR1A
## PIP4P2 PIP4P2
## TMEM14C TMEM14C
## PARP14 PARP14
## ATP5F1B ATP5F1B
## NRIP1 NRIP1
## EMC3 EMC3
## MSRB2 MSRB2
## ACSL4 ACSL4
## PHF20L1 PHF20L1
## PCYT1A PCYT1A
## BNIP2 BNIP2
## ABTB1 ABTB1
## G6PD G6PD
## WDR13 WDR13
## PRDX6 PRDX6
## ATP2B11 ATP2B1
## IKBIP IKBIP
## NXF1 NXF1
## PRDX3 PRDX3
## CASP4 CASP4
## POMP POMP
## MSL1 MSL1
## PGK1 PGK1
## TOLLIP TOLLIP
## BHLHE40 BHLHE40
## ZMAT2 ZMAT2
## DEK DEK
## PAK2 PAK2
## AK2 AK2
## PXN PXN
## MPP7 MPP7
## HK1 HK1
## GYG1 GYG1
## SIN3B SIN3B
## HIPK3 HIPK3
## IL6R IL6R
## HADHB HADHB
## EMB EMB
## PSMC1 PSMC1
## RAB1B RAB1B
## TSEN34 TSEN34
## NDUFA2 NDUFA2
## ANP32A ANP32A
## SCNM1 SCNM1
## EGR1 EGR1
## WIPF1 WIPF1
## XAF1 XAF1
## SND1 SND1
## KIAA0319L KIAA0319L
## IRF2BP2 IRF2BP2
## MAST3 MAST3
## PHPT1 PHPT1
## SHOC2 SHOC2
## ILK ILK
## TMEM258 TMEM258
## NEDD8 NEDD8
## SLA SLA
## TWF2 TWF2
## TMBIM4 TMBIM4
## CCDC69 CCDC69
## ZNF217 ZNF217
## CHMP5 CHMP5
## TANK TANK
## RNH1 RNH1
## IST1 IST1
## CFLAR CFLAR
## SLC38A10 SLC38A10
## RAE1 RAE1
## EIF3A1 EIF3A
## MAP1LC3B MAP1LC3B
## STAG2 STAG2
## MBD6 MBD6
## AZIN1 AZIN1
## SNAP23 SNAP23
## ADPGK ADPGK
## TGFB1 TGFB1
## RBM5 RBM5
## LAIR1 LAIR1
## Z93241.1 Z93241.1
## MKNK1 MKNK1
## SEC61G SEC61G
## REL REL
## SEC13 SEC13
## RPN2 RPN2
## JARID2 JARID2
## ACAA1 ACAA1
## NAPRT NAPRT
## AKR1A1 AKR1A1
## GALNT1 GALNT1
## LRPAP1 LRPAP1
## ARF1 ARF1
## NIN NIN
## GPI GPI
## FLII FLII
## ARHGAP27 ARHGAP27
## FAM110A FAM110A
## SBF2 SBF2
## NELFE NELFE
## WNK1 WNK1
## DYNC1LI1 DYNC1LI1
## CELF1 CELF1
## LYPLA1 LYPLA1
## ATP5PB ATP5PB
## CHCHD2 CHCHD2
## USP3 USP3
## PPP1R18 PPP1R18
## JPT1 JPT1
## TRIM8 TRIM8
## PLEKHA2 PLEKHA2
## POLR2E POLR2E
## RNASEH2C RNASEH2C
## CTBS CTBS
## SUPT4H1 SUPT4H1
## PIAS1 PIAS1
## SMS SMS
## GMFG GMFG
## DNASE2 DNASE2
## COA3 COA3
## PRKAG2 PRKAG2
## RUFY1 RUFY1
## CHMP4B CHMP4B
## OAS2 OAS2
## RBPJ RBPJ
## MX2 MX2
## FOSB FOSB
## MAU2 MAU2
## TUBGCP2 TUBGCP2
## JMJD1C JMJD1C
## VPS29 VPS29
## HELZ HELZ
## SDHB SDHB
## PRR13 PRR13
## SNX3 SNX3
## DNTTIP1 DNTTIP1
## RAB18 RAB18
## MRPL51 MRPL51
## ARHGDIA ARHGDIA
## MBD2 MBD2
## NIPBL NIPBL
## VPS13C VPS13C
## TRIM27 TRIM27
## GLUD1 GLUD1
## RIOK3 RIOK3
## COPE COPE
## ETHE1 ETHE1
## KMT2C KMT2C
## NRBF2 NRBF2
## COPA COPA
## EPN1 EPN1
## RASSF3 RASSF3
## NDUFA10 NDUFA10
## ARL8A ARL8A
## ARHGAP4 ARHGAP4
## ARID1A ARID1A
## ERP44 ERP44
## PQLC1 PQLC1
## SH3GLB1 SH3GLB1
## COMMD3 COMMD3
## LASP1 LASP1
## SPAG7 SPAG7
## OGFR OGFR
## PSMA1 PSMA1
## WASF2 WASF2
## AP2M1 AP2M1
## NDUFA13 NDUFA13
## TPM4 TPM4
## NDUFB5 NDUFB5
## NDUFA11 NDUFA11
## SPCS3 SPCS3
## PDCD6IP PDCD6IP
## WDR74 WDR74
## PPP1CA PPP1CA
## NAPA NAPA
## DCAF7 DCAF7
## GNAI3 GNAI3
## EIF4E3 EIF4E3
## TXNRD1 TXNRD1
## BRD4 BRD4
## OSTF1 OSTF1
## TMED10 TMED10
## UBE2E3 UBE2E3
## CD53 CD53
## HMGB2 HMGB2
## ZNF207 ZNF207
## BLOC1S2 BLOC1S2
## ATF4 ATF4
## DELE1 DELE1
## CCNL1 CCNL1
## ELOVL5 ELOVL5
## RAB8A RAB8A
## RAD23B RAD23B
## CMTM7 CMTM7
## UBA1 UBA1
## SELPLG SELPLG
## KDELR2 KDELR2
## H2AFJ H2AFJ
## RAB8B RAB8B
## PPP1R15B PPP1R15B
## MRPL27 MRPL27
## MTX1 MTX1
## DBNL DBNL
## PPP2R5A PPP2R5A
## SLC25A11 SLC25A11
## ASNA1 ASNA1
## ERGIC1 ERGIC1
## CAMTA1 CAMTA1
## SLC25A5 SLC25A5
## ATP5MC3 ATP5MC3
## PSMB2 PSMB2
## IFIT2 IFIT2
## CD164 CD164
## GPR65 GPR65
## LAMTOR5 LAMTOR5
## PDIA6 PDIA6
## KLF7 KLF7
## ADAM8 ADAM8
## ABHD5 ABHD5
## OXR1 OXR1
## LSM6 LSM6
## TIMM8B TIMM8B
## ATP5F1D ATP5F1D
## TPD52L2 TPD52L2
## CBWD1 CBWD1
## TRAPPC1 TRAPPC1
## SOS2 SOS2
## PAPOLA PAPOLA
## SIPA1 SIPA1
## PLP21 PLP2
## IFI6 IFI6
## COX7A2 COX7A2
## AKIRIN2 AKIRIN2
## FAM43A FAM43A
## TACC3 TACC3
## ARL6IP5 ARL6IP5
## YWHAE YWHAE
## SSR3 SSR3
## VTI1B VTI1B
## CREBBP CREBBP
## RRBP1 RRBP1
## PSMB7 PSMB7
## TMOD3 TMOD3
## PITPNA PITPNA
## MON1B MON1B
## NAA38 NAA38
## ARHGAP30 ARHGAP30
## PTDSS1 PTDSS1
## SCAND1 SCAND1
## TMEM33 TMEM33
## VAPA VAPA
## TUBA1C TUBA1C
## FLOT2 FLOT2
## PTRHD1 PTRHD1
## CEP350 CEP350
## HDAC2 HDAC2
## SERINC1 SERINC1
## HIGD2A HIGD2A
## SAP30BP SAP30BP
## RAB2A RAB2A
## M6PR M6PR
## PLIN2 PLIN2
## PQLC3 PQLC3
## SEPT2 SEPT2
## CALCOCO2 CALCOCO2
## NLRP1 NLRP1
## UQCR10 UQCR10
## DNAJC15 DNAJC15
## EFCAB14 EFCAB14
## UBE2L6 UBE2L6
## TRA2B TRA2B
## RAP2B RAP2B
## CDV3 CDV3
## ID2 ID2
## RAB11A RAB11A
## ETF1 ETF1
## HTATIP2 HTATIP2
## GZMH GZMH
## CST7 CST7
## ADGRG1 ADGRG1
## GZMA GZMA
## C1orf21 C1orf21
## FGFBP2 FGFBP2
## TBX21 TBX21
## FCRL6 FCRL6
## CCL5 CCL5
## NKG7 NKG7
## IFNG IFNG
## KLRD1 KLRD1
## KLRC2 KLRC2
## S1PR5 S1PR5
## HOPX HOPX
## GZMB GZMB
## PRSS23 PRSS23
## KLRF1 KLRF1
## PRF1 PRF1
## CCL4 CCL4
## FCGR3A FCGR3A
## CLIC3 CLIC3
## TTC38 TTC38
## PTGDR PTGDR
## TRGC2 TRGC2
## SPON2 SPON2
## MATK MATK
## CTSW CTSW
## GNLY GNLY
## ABI3 ABI3
## ASCL2 ASCL2
## TRDC TRDC
## MYBL1 MYBL1
## RGS9 RGS9
## TIGIT TIGIT
## TRGC1 TRGC1
## APOBEC3G APOBEC3G
## PRSS57 PRSS57
## PRR5L PRR5L
## GZMM GZMM
## PLEK1 PLEK
## F2R F2R
## TMEM273 TMEM273
## C12orf75 C12orf75
## PPP2R2B PPP2R2B
## MCTP2 MCTP2
## AKR1C3 AKR1C3
## CHST12 CHST12
## CD8A CD8A
## SYNGR1 SYNGR1
## RUNX3 RUNX3
## CD244 CD244
## ZEB21 ZEB2
## EFHD21 EFHD2
## B2M1 B2M
## CX3CR11 CX3CR1
## APMAP APMAP
## HLA-B HLA-B
## RHOC RHOC
## LYAR LYAR
## HLA-A1 HLA-A
## CD991 CD99
## CYTOR2 CYTOR
## IL2RB IL2RB
## HLA-C HLA-C
## MIAT1 MIAT
## TPST2 TPST2
## TRG-AS1 TRG-AS1
## CD81 CD81
## GZMK GZMK
## EOMES EOMES
## HCST1 HCST
## PLA2G161 PLA2G16
## PTGDS PTGDS
## PLEKHF1 PLEKHF1
## TGFBR3 TGFBR3
## LAG3 LAG3
## SAMD3 SAMD3
## PRR5 PRR5
## APOBEC3C APOBEC3C
## TSEN54 TSEN54
## RASSF1 RASSF1
## MYL12A MYL12A
## MYL12B MYL12B
## TKTL1 TKTL1
## SLAMF7 SLAMF7
## SYNE21 SYNE2
## AC004687.1 AC004687.1
## ARPC5L ARPC5L
## ABHD17A ABHD17A
## SLC9A3R1 SLC9A3R1
## CTSC1 CTSC
## HRASLS2 HRASLS2
## PPP2R5C1 PPP2R5C
## ZAP70 ZAP70
## PYHIN1 PYHIN1
## PTMS PTMS
## IL321 IL32
## ITGAL ITGAL
## TTC16 TTC16
## KLRG1 KLRG1
## RAB29 RAB29
## LITAF LITAF
## CLIC11 CLIC1
## MBP MBP
## SH3BGRL31 SH3BGRL3
## ATP2B4 ATP2B4
## CD300A1 CD300A
## TMSB4X1 TMSB4X
## ACTN41 ACTN4
## SH2D2A SH2D2A
## KLRB11 KLRB1
## LINC01871 LINC01871
## GAB3 GAB3
## TGFBR1 TGFBR1
## ARPC21 ARPC2
## LLGL2 LLGL2
## DHRS7 DHRS7
## STOM STOM
## GK5 GK5
## METRN METRN
## PFN1 PFN1
## CALM11 CALM1
## CD631 CD63
## DOK2 DOK2
## CFL1 CFL1
## CD247 CD247
## ABCA2 ABCA2
## PSMB9 PSMB9
## SYNE1 SYNE1
## RAB27A1 RAB27A
## RAP1GAP2 RAP1GAP2
## HLA-E HLA-E
## FAM173A FAM173A
## OASL OASL
## STARD3NL STARD3NL
## CEP78 CEP78
## ACTG1 ACTG1
## CDKN2D CDKN2D
## ZBTB38 ZBTB38
## PPP1CA1 PPP1CA
## MYO1G1 MYO1G
## CD3D CD3D
## RAB9A RAB9A
## BHLHE401 BHLHE40
## NCR3 NCR3
## FLNA1 FLNA
## CYBA1 CYBA
## FAM53B FAM53B
## GNPTAB GNPTAB
## ARL4C ARL4C
## PRDM11 PRDM1
## ANXA12 ANXA1
## SERPINB61 SERPINB6
## GBP51 GBP5
## SYTL3 SYTL3
## CAPN15 CAPN15
## PTPN4 PTPN4
## MYO1F1 MYO1F
## SUN2 SUN2
## CISD3 CISD3
## RAP1B RAP1B
## SYTL2 SYTL2
## METRNL1 METRNL
## ZNF600 ZNF600
## CD531 CD53
## IL12RB1 IL12RB1
## PPP5C PPP5C
## DDX23 DDX23
## ADAM81 ADAM8
## DBI1 DBI
## MIR4435-2HG MIR4435-2HG
## SLC25A4 SLC25A4
## HSH2D HSH2D
## IFITM2 IFITM2
## PTPN7 PTPN7
## SEPT7 SEPT7
## PSME1 PSME1
## ARL6IP51 ARL6IP5
## ACTB1 ACTB
## RAC2 RAC2
## GNG2 GNG2
## PTPN22 PTPN22
## HLA-DPB11 HLA-DPB1
## ITGB21 ITGB2
## S100A41 S100A4
## SPN SPN
## CCDC107 CCDC107
## CCDC88C CCDC88C
## EMP32 EMP3
## PPIA PPIA
## ADRB2 ADRB2
## MXRA7 MXRA7
## SCP2 SCP2
## ANXA21 ANXA2
## LGALS11 LGALS1
## CTBP21 CTBP2
## CMC1 CMC1
## TES TES
## RFTN1 RFTN1
## SLC15A4 SLC15A4
## TBCB TBCB
## RAP2A RAP2A
## SELENOT SELENOT
## MYL61 MYL6
## PRELID11 PRELID1
## AHNAK2 AHNAK
## SPCS2 SPCS2
## PDIA3 PDIA3
## ANXA6 ANXA6
## SLC27A3 SLC27A3
## GYG11 GYG1
## PTGER2 PTGER2
## MTSS1 MTSS1
## PDIA61 PDIA6
## ITGB7 ITGB7
## BCL2L1 BCL2L1
## PCBD1 PCBD1
## TMEM50A TMEM50A
## CES11 CES1
## PTPN121 PTPN12
## FBXO6 FBXO6
## POMP1 POMP
## ITGB11 ITGB1
## PDAP1 PDAP1
## CD8B CD8B
## SNTB2 SNTB2
## PPP1R12A PPP1R12A
## A2M-AS1 A2M-AS1
## STAT4 STAT4
## CYB561D2 CYB561D2
## DSTN DSTN
## GUK1 GUK1
## RNF213 RNF213
## RORA1 RORA
## MAP3K81 MAP3K8
## CALR CALR
## CCL31 CCL3
## PAXX PAXX
## TBK1 TBK1
## YWHAQ1 YWHAQ
## BATF BATF
## RGS3 RGS3
## FBXW5 FBXW5
## GTF3C1 GTF3C1
## CCND3 CCND3
## ARPC41 ARPC4
## PARP15 PARP15
## PTPRC PTPRC
## IKZF31 IKZF3
## MFSD10 MFSD10
## LPCAT1 LPCAT1
## CRTAM CRTAM
## DERL1 DERL1
## SERF21 SERF2
## NFATC3 NFATC3
## CIB1 CIB1
## AKNA AKNA
## NRROS NRROS
## HNRNPA3 HNRNPA3
## PPIB PPIB
## CELF2 CELF2
## ETFA ETFA
## PPP1R181 PPP1R18
## TLN11 TLN1
## C1orf56 C1orf56
## FDPS FDPS
## SRGN1 SRGN
## TCF25 TCF25
## IL2RG1 IL2RG
## PGAM11 PGAM1
## HSPB11 HSPB11
## MAP2K2 MAP2K2
## SLC25A42 SLC25A42
## EIF4G3 EIF4G3
## NEU1 NEU1
## RNF166 RNF166
## CD21 CD2
## AKAP13 AKAP13
## SERPINB9 SERPINB9
## GPRIN3 GPRIN3
## CHCHD21 CHCHD2
## PCSK7 PCSK7
## PIP4K2A PIP4K2A
## PSMA5 PSMA5
## RAP2B1 RAP2B
## LILRB11 LILRB1
## IGF2R IGF2R
## BST21 BST2
## ORMDL3 ORMDL3
## PRKCB1 PRKCB
## TMCO4 TMCO4
## WDR1 WDR1
## IBTK IBTK
## UBB UBB
## VPS16 VPS16
## CFLAR1 CFLAR
## SBK1 SBK1
## FMNL1 FMNL1
## STK10 STK10
## SSBP4 SSBP4
## FAM49B FAM49B
## FADS2 FADS2
## IFIT21 IFIT2
## ARPC31 ARPC3
## TGFB11 TGFB1
## HLA-F HLA-F
## ANXA41 ANXA4
## FYN FYN
## MIDN1 MIDN
## COPE1 COPE
## AOAH1 AOAH
## MLLT6 MLLT6
## ADGRE51 ADGRE5
## CDS2 CDS2
## PSME2 PSME2
## MAGED2 MAGED2
## MACF1 MACF1
## KIFAP3 KIFAP3
## RAP2C RAP2C
## BLOC1S11 BLOC1S1
## CCNDBP1 CCNDBP1
## HMOX2 HMOX2
## C19orf66 C19orf66
## CAPN21 CAPN2
## LSP11 LSP1
## GCLM GCLM
## PSMB1 PSMB1
## MIEN1 MIEN1
## ATP5MC31 ATP5MC3
## AMZ2 AMZ2
## MCRIP1 MCRIP1
## RNF167 RNF167
## IL10RA1 IL10RA
## TPM41 TPM4
## ZBTB7A ZBTB7A
## DIAPH1 DIAPH1
## CDK2AP2 CDK2AP2
## PATL2 PATL2
## NDUFB71 NDUFB7
## GPR174 GPR174
## CYB5B CYB5B
## ENO11 ENO1
## BTN3A1 BTN3A1
## FAM104A FAM104A
## NEDD81 NEDD8
## RARRES3 RARRES3
## IDH2 IDH2
## RBM8A RBM8A
## MAGOH MAGOH
## CXorf38 CXorf38
## AKR1B1 AKR1B1
## PLAC8 PLAC8
## NBEAL21 NBEAL2
## EBP EBP
## UBE2F UBE2F
## ARPP19 ARPP19
## TPMT TPMT
## ATXN1 ATXN1
## GRAP2 GRAP2
## TSPAN14 TSPAN14
## RAD9A RAD9A
## MXD4 MXD4
## TEX264 TEX264
## TMEM165 TMEM165
## CLEC2B CLEC2B
## TYROBP1 TYROBP
## TBC1D10C TBC1D10C
## PAFAH2 PAFAH2
## PLEKHA21 PLEKHA2
## BCAS2 BCAS2
## CD151 CD151
## PITPNC1 PITPNC1
## MAP4 MAP4
## AC016831.7 AC016831.7
## ARHGDIB ARHGDIB
## ASNA11 ASNA1
## NEAT11 NEAT1
## TMBIM1 TMBIM1
## CAPN1 CAPN1
## LASP11 LASP1
## CORO1A CORO1A
## TNF2 TNF
## STK39 STK39
## CSK1 CSK
## DNAJC1 DNAJC1
## IQGAP21 IQGAP2
## DPM2 DPM2
## IRF1 IRF1
## CASC4 CASC4
## SPPL2A SPPL2A
## NAPA1 NAPA
## LMAN2 LMAN2
## PSMD13 PSMD13
## BCL9L BCL9L
## EPG5 EPG5
## TMEM109 TMEM109
## PRDX51 PRDX5
## MAD2L2 MAD2L2
## UBL5 UBL5
## ZNF276 ZNF276
## USP39 USP39
## NEDD9 NEDD9
## OSTF11 OSTF1
## MSN1 MSN
## PPM1G PPM1G
## MANF MANF
## YWHAB1 YWHAB
## RAN RAN
## ZDHHC24 ZDHHC24
## HMGB1 HMGB1
## DDHD1 DDHD1
## SARS SARS
## SIGIRR SIGIRR
## RAB8A1 RAB8A
## EMC31 EMC3
## POLR2K POLR2K
## TFDP2 TFDP2
## TRPV2 TRPV2
## PRKCH PRKCH
## RASAL3 RASAL3
## RHOA1 RHOA
## SSBP3 SSBP3
## AP3S1 AP3S1
## SON SON
## IQGAP11 IQGAP1
## BTN3A3 BTN3A3
## ID21 ID2
## ARFGAP2 ARFGAP2
## HMGN3 HMGN3
## NDUFS3 NDUFS3
## MGST3 MGST3
## YAF2 YAF2
## EVL EVL
## SERPINB11 SERPINB1
## SNX6 SNX6
## PXN1 PXN
## OPTN1 OPTN
## TPM31 TPM3
## SNRPB SNRPB
## KLHDC4 KLHDC4
## LNPEP LNPEP
## LY6E LY6E
## SH2D1A SH2D1A
## AKT1 AKT1
## SELPLG1 SELPLG
## COMMD8 COMMD8
## MRPS6 MRPS6
## TMEM181 TMEM181
## ARF6 ARF6
## CDC42EP31 CDC42EP3
## SPATA13 SPATA13
## ILK1 ILK
## MAP2K31 MAP2K3
## FKBP8 FKBP8
## CD3G1 CD3G
## RRBP11 RRBP1
## EIF61 EIF6
## MEAF6 MEAF6
## P4HB1 P4HB
## PPDPF PPDPF
## SRSF9 SRSF9
## RTF1 RTF1
## BAK1 BAK1
## DIP2A DIP2A
## C1orf174 C1orf174
## LCK1 LCK
## PRMT1 PRMT1
## JMJD6 JMJD6
## TMED9 TMED9
## SH3BP51 SH3BP5
## ATP6V0E11 ATP6V0E1
## SYTL1 SYTL1
## HNRNPF HNRNPF
## LAMP1 LAMP1
## GHITM GHITM
## DCTN2 DCTN2
## SRP14 SRP14
## UBE2I UBE2I
## BRD2 BRD2
## NCK1 NCK1
## RNF4 RNF4
## ALYREF ALYREF
## CAP11 CAP1
## ISG20L2 ISG20L2
## CLPTM1L CLPTM1L
## NIPA2 NIPA2
## CD226 CD226
## TSC22D4 TSC22D4
## UAP1 UAP1
## SH3KBP1 SH3KBP1
## ADRM1 ADRM1
## SLFN13 SLFN13
## MECP2 MECP2
## RPA2 RPA2
## GLTP1 GLTP
## AC044849.1 AC044849.1
## PSMB8 PSMB8
## CDC421 CDC42
## COX6A1 COX6A1
## ATP1B3 ATP1B3
## RER1 RER1
## SEMA4D SEMA4D
## ARF11 ARF1
## HSP90AA11 HSP90AA1
## ZNF830 ZNF830
## TRAPPC11 TRAPPC1
## FAM129A1 FAM129A
## CD3E1 CD3E
## SUMO1 SUMO1
## GPAA1 GPAA1
## TAPBP TAPBP
## UBE2Q1 UBE2Q1
## WDR83OS1 WDR83OS
## BIN1 BIN1
## PTPN61 PTPN6
## IQSEC11 IQSEC1
## TMED2 TMED2
## CSNK1D CSNK1D
## ZNRD1 ZNRD1
## IDS IDS
## NDUFB2 NDUFB2
## LSM8 LSM8
## UTRN UTRN
## POLR2L1 POLR2L
## RALGDS RALGDS
## ARL8A1 ARL8A
## APOPT1 APOPT1
## HERPUD2 HERPUD2
## G6PD1 G6PD
## SLC20A1 SLC20A1
## SETD5 SETD5
## ELOVL1 ELOVL1
## SUB1 SUB1
## TNFRSF1B1 TNFRSF1B
## DEF6 DEF6
## CRIP1 CRIP1
## SASH3 SASH3
## PTGES3 PTGES3
## SNRPD3 SNRPD3
## TUSC2 TUSC2
## CD47 CD47
## UBE2L3 UBE2L3
## CCDC47 CCDC47
## POLR2G POLR2G
## ENSA ENSA
## FERMT31 FERMT3
## DNAJB14 DNAJB14
## SNX5 SNX5
## HDDC2 HDDC2
## PTPRE1 PTPRE
## DRAP1 DRAP1
## OGT OGT
## ITGB1BP1 ITGB1BP1
## CCDC12 CCDC12
## ARMCX3 ARMCX3
## HSPA5 HSPA5
## CHMP4A CHMP4A
## TUBA4A TUBA4A
## KLF61 KLF6
## PSMC5 PSMC5
## ULK3 ULK3
## PCNX4 PCNX4
## SELENOW SELENOW
## CCDC115 CCDC115
## GLIPR21 GLIPR2
## SLBP SLBP
## PDCD10 PDCD10
## SIRT7 SIRT7
## LAX1 LAX1
## SRRM2 SRRM2
## CYTH41 CYTH4
## HIPK2 HIPK2
## INPP5D1 INPP5D
## EMC7 EMC7
## TMA7 TMA7
## ATP5MF1 ATP5MF
## CHD9 CHD9
## RNPEPL1 RNPEPL1
## PREX11 PREX1
## CYFIP2 CYFIP2
## BIN2 BIN2
## ARHGEF1 ARHGEF1
## ORAI1 ORAI1
## NCOR1 NCOR1
## PRPF38B PRPF38B
## WIPF11 WIPF1
## PHACTR21 PHACTR2
## ARAP2 ARAP2
## SIPA11 SIPA1
## CCDC124 CCDC124
## UBE2A UBE2A
## METTL23 METTL23
## MAPK11 MAPK1
## GIMAP4 GIMAP4
## POM121C POM121C
## BSG1 BSG
## ADAR ADAR
## RAPGEF1 RAPGEF1
## SELENOK SELENOK
## GABARAPL1 GABARAPL1
## ZFAND2B ZFAND2B
## UPF3A UPF3A
## C9orf16 C9orf16
## GBP11 GBP1
## CASP8 CASP8
## VASP1 VASP
## COMMD2 COMMD2
## IRF3 IRF3
## PPP6R1 PPP6R1
## MIB2 MIB2
## ZBTB1 ZBTB1
## NDUFA12 NDUFA12
## CAPNS11 CAPNS1
## SDF2L1 SDF2L1
## LAIR11 LAIR1
## BCL7B BCL7B
## LDHA1 LDHA
## ZCCHC17 ZCCHC17
## GOLGA4 GOLGA4
## NR4A2 NR4A2
## UFD1 UFD1
## MT2A MT2A
## DAZAP1 DAZAP1
## COMMD7 COMMD7
## MED13 MED13
## HNRNPDL HNRNPDL
## PSD4 PSD4
## GPS2 GPS2
## MED6 MED6
## FKBP2 FKBP2
## MAP1LC3B1 MAP1LC3B
## PSMD8 PSMD8
## SDHC SDHC
## SRSF71 SRSF7
## RNF168 RNF168
## PHACTR4 PHACTR4
## TMX4 TMX4
## PSMC11 PSMC1
## EMB1 EMB
## NUDT2 NUDT2
## BCAP31 BCAP31
## SKAP11 SKAP1
## ACTR3 ACTR3
## CD2BP2 CD2BP2
## RPS6KA11 RPS6KA1
## MED4 MED4
## RABGAP1L RABGAP1L
## MAP2K7 MAP2K7
## RBM42 RBM42
## ACTR1A ACTR1A
## AHSA1 AHSA1
## OGA OGA
## C1D C1D
## SFT2D1 SFT2D1
## NT5C NT5C
## INPP4A INPP4A
## ADH5 ADH5
## GBP21 GBP2
## SMG1 SMG1
## APOL6 APOL6
## TMEM160 TMEM160
## CHORDC1 CHORDC1
## ARL6IP1 ARL6IP1
## TINF2 TINF2
## TMX1 TMX1
## TAP1 TAP1
## SMARCA2 SMARCA2
## LCOR LCOR
## CAST1 CAST
## ERLEC1 ERLEC1
## AC245297.3 AC245297.3
## PCM1 PCM1
## CDC42SE1 CDC42SE1
## PSMB21 PSMB2
## SRI SRI
## CDC42SE2 CDC42SE2
## TOR1AIP2 TOR1AIP2
## PSENEN PSENEN
## RABAC1 RABAC1
## DCTN3 DCTN3
## SMIM10L1 SMIM10L1
## WDR55 WDR55
## ZNF2071 ZNF207
## JPT11 JPT1
## NDUFA5 NDUFA5
## DDX52 DDX52
## ATP2A3 ATP2A3
## STK25 STK25
## KPNB1 KPNB1
## UPF3B UPF3B
## TAF7 TAF7
## SCAND11 SCAND1
## VMP11 VMP1
## DYNLL11 DYNLL1
## ABCF1 ABCF1
## TXNDC9 TXNDC9
## YWHAZ YWHAZ
## SELENOS SELENOS
## SSNA1 SSNA1
## SNRK SNRK
## CCDC90B CCDC90B
## CPNE3 CPNE3
## MRFAP1L1 MRFAP1L1
## ATP11B ATP11B
## ADD1 ADD1
## TMEM59 TMEM59
## FAM96B FAM96B
## ATP5MD1 ATP5MD
## SAMD9 SAMD9
## IFI35 IFI35
## HCLS11 HCLS1
## PMF1 PMF1
## CHMP1A CHMP1A
## PSMC4 PSMC4
## IAH1 IAH1
## CABIN1 CABIN1
## PRCC PRCC
## NLRC5 NLRC5
## UBE2L61 UBE2L6
## IKBKG IKBKG
## TUT71 TUT7
## GSTK11 GSTK1
## CCT7 CCT7
## PURA PURA
## UNC13D UNC13D
## SLFN12L SLFN12L
## STUB1 STUB1
## FLOT1 FLOT1
## EWSR1 EWSR1
## SRSF4 SRSF4
## LINC00623 LINC00623
## TROVE2 TROVE2
## JAK1 JAK1
## COX20 COX20
## CLDND11 CLDND1
## ADCY71 ADCY7
## IDI1 IDI1
## SPIB SPIB
## FAM129C FAM129C
## VPREB3 VPREB3
## JCHAIN JCHAIN
## IGHD IGHD
## PAX5 PAX5
## BANK1 BANK1
## TSPAN13 TSPAN13
## IGHM IGHM
## BLK BLK
## CD22 CD22
## BLNK BLNK
## CD24 CD24
## CD19 CD19
## DERL3 DERL3
## TNFRSF13C TNFRSF13C
## TCF4 TCF4
## CD79A CD79A
## FCRL1 FCRL1
## FCRL2 FCRL2
## MS4A1 MS4A1
## HLA-DQA1 HLA-DQA1
## ADAM28 ADAM28
## TCL1A TCL1A
## FCRLA FCRLA
## FCGR2B FCGR2B
## BCL11A BCL11A
## TLR10 TLR10
## RUBCNL RUBCNL
## COBLL1 COBLL1
## LINC00926 LINC00926
## MZB1 MZB1
## FCER2 FCER2
## PNOC PNOC
## CD72 CD72
## ARHGAP24 ARHGAP24
## HLA-DQB11 HLA-DQB1
## IGLC2 IGLC2
## CNTNAP2 CNTNAP2
## FCRL5 FCRL5
## CXXC5 CXXC5
## POU2AF1 POU2AF1
## SWAP70 SWAP70
## P2RX5 P2RX5
## CD180 CD180
## LINC02397 LINC02397
## AFF3 AFF3
## RALGPS2 RALGPS2
## LILRA4 LILRA4
## LINC00996 LINC00996
## FAM30A FAM30A
## DENND5B DENND5B
## CCDC50 CCDC50
## PLD4 PLD4
## CNR2 CNR2
## HLA-DOB HLA-DOB
## PKIG PKIG
## HVCN11 HVCN1
## PAWR PAWR
## IRF8 IRF8
## SETBP1 SETBP1
## CD200 CD200
## MEF2C1 MEF2C
## AC096733.2 AC096733.2
## IGKC IGKC
## IGLC3 IGLC3
## BTK1 BTK
## GNG7 GNG7
## PHACTR1 PHACTR1
## PLEKHG1 PLEKHG1
## PDLIM1 PDLIM1
## ADAM19 ADAM19
## STX71 STX7
## HLA-DMB1 HLA-DMB
## GAPT1 GAPT
## HLA-DOA HLA-DOA
## HLA-DRA1 HLA-DRA
## CIITA1 CIITA
## HLA-DRB11 HLA-DRB1
## SH2B2 SH2B2
## SLC9A7 SLC9A7
## NT5E NT5E
## STAP1 STAP1
## HLA-DPB12 HLA-DPB1
## HLA-DPA11 HLA-DPA1
## STRBP STRBP
## HLA-DMA1 HLA-DMA
## CD79B CD79B
## CBFA2T31 CBFA2T3
## CRIM1 CRIM1
## MARCH11 MARCH1
## CD741 CD74
## TSPAN3 TSPAN3
## BEND5 BEND5
## CD37 CD37
## IGHA1 IGHA1
## KYNU KYNU
## ADGRG5 ADGRG5
## CD40 CD40
## FGD21 FGD2
## PCDH9 PCDH9
## BCL7A BCL7A
## LYN1 LYN
## SMIM141 SMIM14
## FCHSD2 FCHSD2
## ZDHHC21 ZDHHC21
## WDFY4 WDFY4
## GGA2 GGA2
## CPNE5 CPNE5
## TSPAN33 TSPAN33
## FAM3C FAM3C
## CYB561A3 CYB561A3
## SEMA4B SEMA4B
## CDCA7L CDCA7L
## OSBPL10 OSBPL10
## SESTD1 SESTD1
## TRAF4 TRAF4
## HDAC9 HDAC9
## PLEKHF2 PLEKHF2
## SP140 SP140
## EAF2 EAF2
## PRKCB2 PRKCB
## UBE2E2 UBE2E2
## SLC37A1 SLC37A1
## SNX21 SNX2
## SLC15A41 SLC15A4
## SYK1 SYK
## PLAC81 PLAC8
## MTM1 MTM1
## TCF3 TCF3
## UNC93B11 UNC93B1
## REL1 REL
## GRK31 GRK3
## PMEPA1 PMEPA1
## LYL11 LYL1
## MTSS11 MTSS1
## NOTCH2NL NOTCH2NL
## CTSZ1 CTSZ
## AC027097.1 AC027097.1
## MAPK8IP3 MAPK8IP3
## ITM2C ITM2C
## RHBDF2 RHBDF2
## DDAH2 DDAH2
## SYNGR21 SYNGR2
## CKS1B CKS1B
## SEL1L3 SEL1L3
## OPN3 OPN3
## GCNT2 GCNT2
## RPS11 RPS11
## GPATCH11 GPATCH11
## SIMC1 SIMC1
## TPD52 TPD52
## ORAI2 ORAI2
## P2RY10 P2RY10
## PARVB PARVB
## AC004687.11 AC004687.1
## METTL7A1 METTL7A
## UBE2J11 UBE2J1
## DOCK21 DOCK2
## HHEX1 HHEX
## BASP11 BASP1
## ELL ELL
## SKAP21 SKAP2
## BTLA BTLA
## GNA12 GNA12
## SAV1 SAV1
## FMNL3 FMNL3
## MARF1 MARF1
## POLM POLM
## PLCG21 PLCG2
## LY861 LY86
## ACP5 ACP5
## FAM96A FAM96A
## RUFY3 RUFY3
## MAN2B1 MAN2B1
## PRKCE PRKCE
## SNX31 SNX3
## ZNF736 ZNF736
## PTPN62 PTPN6
## UGCG UGCG
## TRAK1 TRAK1
## SP100 SP100
## PLEK2 PLEK
## PLEKHA22 PLEKHA2
## TBC1D32 TBC1D32
## GPX7 GPX7
## METTL8 METTL8
## ZNF107 ZNF107
## ITGAE ITGAE
## TEX261 TEX261
## APPL1 APPL1
## LYSMD2 LYSMD2
## PGGT1B PGGT1B
## METTL17 METTL17
## BISPR BISPR
## TULP4 TULP4
## PPP1R37 PPP1R37
## SFT2D2 SFT2D2
## COLGALT11 COLGALT1
## CHD7 CHD7
## GANC GANC
## RB1 RB1
## CALHM61 CALHM6
## HERPUD1 HERPUD1
## RXYLT1 RXYLT1
## ANTXR2 ANTXR2
## PRDM2 PRDM2
## TP53I13 TP53I13
## UTRN1 UTRN
## AHI1 AHI1
## IDH3A IDH3A
## TMEM19 TMEM19
## NRAS NRAS
## EZR1 EZR
## TYW1 TYW1
## SYPL1 SYPL1
## ZCCHC7 ZCCHC7
## EXOC6 EXOC6
## CD821 CD82
## UBE2D4 UBE2D4
## TNKS2 TNKS2
## C12orf49 C12orf49
## SKIL SKIL
## DDX11 DDX11
## P2RX11 P2RX1
## CRIPT CRIPT
## NEK8 NEK8
## IKZF32 IKZF3
## PLPP5 PLPP5
## PIK3CG PIK3CG
## WWC3 WWC3
## SELENOH SELENOH
## ITSN2 ITSN2
## NGLY1 NGLY1
## GRB21 GRB2
## AL135925.1 AL135925.1
## EBLN3P EBLN3P
## CYBA2 CYBA
## TAGLN21 TAGLN2
## PPP3CB PPP3CB
## CCR6 CCR6
## HECTD1 HECTD1
## NFKBID NFKBID
## RBM6 RBM6
## SPOPL1 SPOPL
## CHPT1 CHPT1
## DNAJC4 DNAJC4
## SMARCB1 SMARCB1
## FAM24B FAM24B
## KIF20B KIF20B
## SRGAP2 SRGAP2
## TEPSIN TEPSIN
## CCDC14 CCDC14
## LCORL LCORL
## SIPA1L1 SIPA1L1
## POU2F21 POU2F2
## ADD11 ADD1
## MFN1 MFN1
## PRPS2 PRPS2
## APH1A APH1A
## CDKN1A1 CDKN1A
## SNX29 SNX29
## TUT4 TUT4
## FLNB FLNB
## CD532 CD53
## SLC39A3 SLC39A3
## IRF7 IRF7
## DOPEY2 DOPEY2
## GIT2 GIT2
## ARMCX31 ARMCX3
## ZRANB2 ZRANB2
## ZNF791 ZNF791
## TMED91 TMED9
## DDX39A DDX39A
## AACS AACS
## PARP141 PARP14
## CDC40 CDC40
## UCP2 UCP2
## AKAP9 AKAP9
## RGS191 RGS19
## STARD7 STARD7
## LYST1 LYST
## ATAD5 ATAD5
## PPP3CA PPP3CA
## DDX17 DDX17
## HELLS HELLS
## SEC62 SEC62
## RHBDD1 RHBDD1
## RERE RERE
## PPP1R9B1 PPP1R9B
## ERGIC11 ERGIC1
## ZEB22 ZEB2
## RABEP2 RABEP2
## DRAM2 DRAM2
## FAM214A FAM214A
## CAT1 CAT
## PNN PNN
## CHD91 CHD9
## RPL13A1 RPL13A
## RABGGTB RABGGTB
## WRN WRN
## CHD2 CHD2
## PDXDC1 PDXDC1
## WASHC41 WASHC4
## FUOM FUOM
## CAPG1 CAPG
## ST6GALNAC4 ST6GALNAC4
## MRPS25 MRPS25
## UVRAG UVRAG
## PRKD2 PRKD2
## GZMB1 GZMB
## PPM1A PPM1A
## KIAA1147 KIAA1147
## MED23 MED23
## ARID3A1 ARID3A
## THRAP3 THRAP3
## KTN1 KTN1
## SGSM3 SGSM3
## RELB RELB
## ARID1B ARID1B
## YBX31 YBX3
## CYP20A1 CYP20A1
## STT3A STT3A
## AP1AR AP1AR
## CCDC97 CCDC97
## DBNL1 DBNL
## CEPT1 CEPT1
## ARPC32 ARPC3
## ADPRHL2 ADPRHL2
## L3MBTL3 L3MBTL3
## LCOR1 LCOR
## TFEB1 TFEB
## CLIC12 CLIC1
## STAT61 STAT6
## RILPL21 RILPL2
## WDR11 WDR11
## SFT2D11 SFT2D1
## PMAIP11 PMAIP1
## MAPRE2 MAPRE2
## VPS36 VPS36
## EIF1B EIF1B
## CXCR41 CXCR4
## SNF8 SNF8
## SNRNP25 SNRNP25
## QRSL1 QRSL1
## IL4R IL4R
## TM9SF3 TM9SF3
## MSL3 MSL3
## IFI44L IFI44L
## EPSTI1 EPSTI1
## PIP4P1 PIP4P1
## CLN8 CLN8
## RAB11FIP11 RAB11FIP1
## LAMTOR51 LAMTOR5
## OFD1 OFD1
## MDM4 MDM4
## SLC39A10 SLC39A10
## PPP3CC PPP3CC
## VEGFB VEGFB
## NCF11 NCF1
## PDIA62 PDIA6
## SP110 SP110
## NME4 NME4
## LYPLA11 LYPLA1
## TRIM56 TRIM56
## MTDH1 MTDH
## MAP3K2 MAP3K2
## LILRB12 LILRB1
## EPS15 EPS15
## DMXL1 DMXL1
## SEPT6 SEPT6
## RAD9A1 RAD9A
## SPPL2B SPPL2B
## QKI1 QKI
## VRK1 VRK1
## TRIM11 TRIM11
## SNRPD31 SNRPD3
## MTPN1 MTPN
## MECP21 MECP2
## HEATR5B HEATR5B
## ODC1 ODC1
## TANK1 TANK
## NCOA3 NCOA3
## PTK2B1 PTK2B
## A1BG A1BG
## FAM193A FAM193A
## SRSF91 SRSF9
## HINT3 HINT3
## TMEM242 TMEM242
## ITPR2 ITPR2
## RABEP1 RABEP1
## ST6GAL1 ST6GAL1
## SNHG7 SNHG7
## PITPNA-AS1 PITPNA-AS1
## BAZ2A BAZ2A
## PDE4B PDE4B
## ARHGAP17 ARHGAP17
## RAB3IP RAB3IP
## SNRNP40 SNRNP40
## DAAM1 DAAM1
## NUP88 NUP88
## SIRT71 SIRT7
## HADH HADH
## LMBRD1 LMBRD1
## SEC31A SEC31A
## CDYL CDYL
## ING5 ING5
## EPN11 EPN1
## ACTN42 ACTN4
## ZNF83 ZNF83
## ZBED1 ZBED1
## ARFGAP3 ARFGAP3
## THAP5 THAP5
## CD2AP CD2AP
## PPM1K PPM1K
## RAP1GDS1 RAP1GDS1
## CD811 CD81
## ARHGEF7 ARHGEF7
## NT5C1 NT5C
## EIF2B3 EIF2B3
## OTUD1 OTUD1
## SMAD5 SMAD5
## MYO5A1 MYO5A
## ZFX ZFX
## GALNT10 GALNT10
## RGS1 RGS1
## WDR60 WDR60
## TMEM134 TMEM134
## RBM39 RBM39
## SRSF10 SRSF10
## DNAJC151 DNAJC15
## VPS37B VPS37B
## PLIN31 PLIN3
## SH3BP52 SH3BP5
## UBTF UBTF
## CALU CALU
## BOD1L1 BOD1L1
## ACSS1 ACSS1
## PXK PXK
## CCDC121 CCDC12
## ALOX5AP ALOX5AP
## CSNK1G3 CSNK1G3
## LSM7 LSM7
## DNAJB141 DNAJB14
## CDKN2D1 CDKN2D
## MRPS12 MRPS12
## TMED51 TMED5
## MBD4 MBD4
## PRRC2C PRRC2C
## CARD11 CARD11
## CNTRL CNTRL
## LINC01184 LINC01184
## SPPL2A1 SPPL2A
## SH3GLB11 SH3GLB1
## CNOT4 CNOT4
## SIPA12 SIPA1pbmc.markers %>% group_by(cluster) %>% top_n(n = 2, wt = avg_logFC)## # A tibble: 10 x 7
## # Groups: cluster [5]
## p_val avg_logFC pct.1 pct.2 p_val_adj cluster gene
## <dbl> <dbl> <dbl> <dbl> <dbl> <fct> <chr>
## 1 8.49e-49 0.871 0.845 0.238 1.36e-44 0 TRABD2A
## 2 1.78e-45 0.914 0.886 0.288 2.86e-41 0 CCR7
## 3 9.89e-28 0.896 0.84 0.316 1.58e-23 1 AQP3
## 4 6.13e-20 0.960 0.49 0.109 9.82e-16 1 KLRB1
## 5 9.23e-71 5.21 1 0.157 1.48e-66 2 S100A9
## 6 1.47e-57 4.89 1 0.286 2.35e-53 2 LYZ
## 7 1.46e-62 3.49 1 0.09 2.33e-58 3 CCL5
## 8 1.32e-61 3.88 1 0.094 2.11e-57 3 NKG7
## 9 9.74e-60 3.30 0.842 0.022 1.56e-55 4 IGHM
## 10 4.57e-22 3.78 0.684 0.072 7.33e-18 4 IGKC# Identify putative biomarkers for each cell subpopulation
# Finding differentially expressed features (cluster biomarkers)
# Find all markers of cluster 0
cluster0.markers <- FindMarkers(pbmcclust, ident.1 = 0, min.pct = 0.25)
"Putative biomarkers (differentially expressed features) for cluster 0 (cell subpopulation 0)"## [1] "Putative biomarkers (differentially expressed features) for cluster 0 (cell subpopulation 0)"head(cluster0.markers, n = 5)## p_val avg_logFC pct.1 pct.2 p_val_adj
## RPL30 6.310100e-65 0.5583264 1.000 1.000 1.011004e-60
## RPS13 1.572497e-64 0.5429216 1.000 1.000 2.519455e-60
## RPS3A 2.808906e-62 0.5747505 1.000 0.996 4.500429e-58
## ANXA2 4.649351e-61 -1.2680937 0.103 0.796 7.449191e-57
## RPL32 1.155869e-59 0.5570842 1.000 1.000 1.851933e-55cluster0.markers## p_val avg_logFC pct.1 pct.2 p_val_adj
## RPL30 6.310100e-65 0.5583264 1.000 1.000 1.011004e-60
## RPS13 1.572497e-64 0.5429216 1.000 1.000 2.519455e-60
## RPS3A 2.808906e-62 0.5747505 1.000 0.996 4.500429e-58
## ANXA2 4.649351e-61 -1.2680937 0.103 0.796 7.449191e-57
## RPL32 1.155869e-59 0.5570842 1.000 1.000 1.851933e-55
## AHNAK 4.501928e-59 -1.2704806 0.210 0.863 7.212990e-55
## CLIC1 6.231030e-58 -1.2701701 0.407 0.929 9.983357e-54
## SH3BGRL3 9.741075e-57 -1.0033252 0.959 1.000 1.560715e-52
## RPS23 1.556523e-56 0.5256483 1.000 1.000 2.493861e-52
## S100A4 2.944775e-55 -2.2118846 0.631 0.912 4.718118e-51
## RPL35A 5.597548e-54 0.4675750 1.000 1.000 8.968392e-50
## RPL11 1.034134e-52 0.4927001 1.000 1.000 1.656890e-48
## RPL9 5.029399e-52 0.5086423 1.000 1.000 8.058103e-48
## RPS27 8.537818e-52 0.5366938 1.000 1.000 1.367929e-47
## RPL21 3.258312e-51 0.4827334 1.000 1.000 5.220468e-47
## RPS25 4.637471e-51 0.5436607 1.000 0.992 7.430156e-47
## RPL22 5.141551e-51 0.5051650 1.000 0.992 8.237793e-47
## RPS27A 7.535921e-51 0.5288348 1.000 1.000 1.207405e-46
## RPS12 3.746856e-50 0.5570598 1.000 1.000 6.003212e-46
## RPL34 1.155847e-49 0.4743073 1.000 1.000 1.851898e-45
## RPS14 1.471683e-49 0.4307927 1.000 0.996 2.357930e-45
## RPL19 6.782968e-49 0.4739262 1.000 1.000 1.086767e-44
## TRABD2A 8.487169e-49 0.8708457 0.845 0.238 1.359814e-44
## S100A11 1.027363e-48 -1.5439443 0.386 0.875 1.646041e-44
## CYBA 4.758977e-47 -1.2148348 0.817 0.983 7.624833e-43
## SARAF 9.786310e-47 0.6916201 1.000 0.887 1.567963e-42
## RPS16 5.556859e-46 0.4819068 1.000 0.996 8.903199e-42
## RPL5 1.370560e-45 0.4988120 1.000 1.000 2.195911e-41
## CCR7 1.782843e-45 0.9143938 0.886 0.288 2.856472e-41
## RPS15A 2.149231e-45 0.4450846 1.000 1.000 3.443498e-41
## RPS5 2.358928e-45 0.5658968 1.000 0.996 3.779474e-41
## RPLP2 7.945615e-45 0.3963106 1.000 0.996 1.273046e-40
## HLA-DRB1 2.882991e-44 -2.2257954 0.062 0.604 4.619129e-40
## LGALS1 7.162620e-44 -1.8642226 0.103 0.646 1.147595e-39
## MYO1F 1.090261e-43 -0.9844753 0.021 0.554 1.746816e-39
## RPS15 2.975753e-43 0.3937701 1.000 0.996 4.767751e-39
## RPS6 3.323553e-43 0.5001683 1.000 1.000 5.324997e-39
## RPL13 3.337422e-42 0.4342204 1.000 1.000 5.347218e-38
## LGALS3 4.704391e-42 -1.1917254 0.014 0.525 7.537375e-38
## RPL39 4.946140e-42 0.3567970 1.000 1.000 7.924706e-38
## LEF1 9.644131e-42 0.8670950 0.852 0.279 1.545183e-37
## TCF7 2.365905e-41 0.8456422 0.955 0.488 3.790653e-37
## RPS21 2.760980e-40 0.4781013 1.000 0.996 4.423642e-36
## RPS28 6.153442e-40 0.3722911 1.000 1.000 9.859045e-36
## EEF1B2 1.206355e-39 0.5789655 1.000 0.975 1.932822e-35
## RPL37 2.505830e-39 0.3779128 1.000 0.996 4.014841e-35
## RPL18 3.947015e-39 0.4000847 1.000 0.996 6.323908e-35
## RPS3 1.619449e-38 0.4416503 1.000 0.996 2.594682e-34
## MYL6 1.870297e-38 -0.7366643 0.959 1.000 2.996590e-34
## RPS8 3.135718e-38 0.4144121 1.000 0.996 5.024047e-34
## ZEB2 3.146678e-38 -1.2155495 0.017 0.492 5.041607e-34
## CD7 5.240391e-38 0.8427866 0.914 0.408 8.396154e-34
## RPL14 8.820813e-38 0.4473179 1.000 0.996 1.413271e-33
## ITGB1 1.221943e-37 -0.9991313 0.176 0.675 1.957797e-33
## OAZ1 1.513201e-37 -0.9908509 0.934 0.996 2.424451e-33
## CD74 1.844538e-37 -1.9274296 0.617 0.917 2.955319e-33
## RPL10 2.833392e-37 0.3886420 1.000 1.000 4.539661e-33
## RPL3 5.007567e-37 0.4556627 1.000 1.000 8.023124e-33
## TNFRSF1B 5.011576e-37 -0.9244784 0.114 0.625 8.029547e-33
## S100A6 1.672070e-36 -1.4753435 0.917 0.988 2.678991e-32
## EFHD2 2.049903e-36 -1.0991561 0.090 0.579 3.284355e-32
## PLEK 3.565952e-36 -0.9713541 0.014 0.467 5.713368e-32
## ARPC1B 5.276175e-36 -0.7036522 0.776 0.946 8.453488e-32
## RPL10A 6.115530e-36 0.4423495 1.000 0.996 9.798302e-32
## RPS26 6.641554e-36 0.3890931 1.000 0.992 1.064110e-31
## RPL29 2.402891e-35 0.3539645 1.000 1.000 3.849913e-31
## SRGN 3.016870e-35 -1.3749485 0.597 0.871 4.833629e-31
## RPS29 5.081022e-35 0.4471419 1.000 1.000 8.140813e-31
## S100A10 5.678226e-35 -0.9095932 0.810 0.925 9.097654e-31
## HLA-B 6.000430e-35 -0.4213026 1.000 1.000 9.613889e-31
## NACA 6.601487e-35 0.3528393 1.000 0.996 1.057690e-30
## ANXA5 1.313564e-34 -0.8257370 0.131 0.621 2.104592e-30
## RPL24 1.350593e-34 0.3517077 1.000 0.996 2.163921e-30
## ARPC3 1.698274e-34 -0.6613059 0.945 0.992 2.720974e-30
## GAPDH 1.842009e-34 -0.8466584 0.948 0.992 2.951266e-30
## HLA-A 5.202000e-34 -0.4714693 1.000 1.000 8.334645e-30
## RPS4X 6.367224e-34 0.4313088 1.000 1.000 1.020157e-29
## TMSB4X 7.369523e-34 -0.3845887 1.000 1.000 1.180745e-29
## EEF1A1 1.694532e-33 0.3635411 1.000 1.000 2.714979e-29
## ANXA1 2.174728e-33 -1.2017808 0.345 0.762 3.484349e-29
## TPT1 3.132872e-33 0.3350019 1.000 1.000 5.019487e-29
## NEAT1 3.805990e-33 -1.3376804 0.814 0.942 6.097958e-29
## FHIT 5.141770e-33 0.7180857 0.659 0.146 8.238144e-29
## ACTN4 6.357776e-33 -0.6013465 0.066 0.537 1.018643e-28
## HLA-DRA 1.364916e-32 -2.4053990 0.100 0.542 2.186868e-28
## RPS10 2.647283e-32 0.3842393 1.000 0.996 4.241476e-28
## NPM1 3.242237e-32 0.5020585 0.993 0.958 5.194712e-28
## TYROBP 6.074801e-32 -2.2732960 0.038 0.458 9.733046e-28
## LRRN3 1.134650e-31 0.7853658 0.538 0.062 1.817936e-27
## RPS20 2.054824e-31 0.4198104 1.000 0.992 3.292240e-27
## RPL12 2.879814e-31 0.3449980 1.000 0.996 4.614038e-27
## EMP3 3.138996e-31 -0.6660157 0.831 0.992 5.029299e-27
## HLA-DPA1 3.316220e-31 -1.5822026 0.259 0.662 5.313248e-27
## FLNA 6.055568e-31 -0.8179070 0.283 0.717 9.702231e-27
## NOSIP 1.872777e-30 0.6969043 0.907 0.608 3.000564e-26
## GLIPR1 2.315297e-30 -0.9040658 0.197 0.637 3.709569e-26
## CYTOR 2.346771e-30 -0.7664749 0.010 0.400 3.759996e-26
## LYN 3.532942e-30 -0.7627222 0.007 0.392 5.660480e-26
## HLA-DPB1 3.763651e-30 -1.4391178 0.217 0.625 6.030121e-26
## FGL2 4.372331e-30 -1.3766238 0.048 0.454 7.005349e-26
## REEP5 5.368530e-30 -0.6434806 0.197 0.662 8.601458e-26
## RPL38 9.165408e-30 0.3959783 1.000 0.988 1.468482e-25
## SATB1 1.485142e-29 0.7187160 0.755 0.317 2.379494e-25
## COTL1 2.837280e-29 -1.1992483 0.576 0.867 4.545890e-25
## RPS2 7.371590e-29 0.3510150 1.000 0.996 1.181076e-24
## ACTB 1.783687e-28 -0.5632936 1.000 1.000 2.857824e-24
## ARPC2 2.707390e-28 -0.5693317 0.910 0.983 4.337781e-24
## IQGAP1 2.889512e-28 -0.7453647 0.410 0.825 4.629576e-24
## FAU 7.826997e-28 0.2558862 1.000 1.000 1.254041e-23
## RPS18 1.544544e-27 0.3804388 1.000 0.996 2.474669e-23
## FGR 1.937942e-27 -0.9128766 0.024 0.392 3.104971e-23
## CTSZ 2.349889e-27 -0.8854459 0.066 0.458 3.764992e-23
## CD63 2.551545e-27 -0.8567648 0.217 0.633 4.088085e-23
## FOXP1 3.580501e-27 0.5839025 0.979 0.708 5.736679e-23
## RPSA 3.612862e-27 0.4292774 1.000 0.996 5.788528e-23
## BTG1 3.952760e-27 0.4489974 1.000 1.000 6.333112e-23
## CTSH 5.278917e-27 -0.6432458 0.031 0.404 8.457881e-23
## PIK3IP1 5.618313e-27 0.6456776 0.872 0.496 9.001662e-23
## LSP1 6.112193e-27 -0.6827263 0.738 0.904 9.792955e-23
## RPL36 6.832856e-27 0.3758420 1.000 0.996 1.094760e-22
## GRN 1.156323e-26 -1.1702550 0.069 0.454 1.852661e-22
## NOP53 2.997298e-26 0.4833431 0.983 0.892 4.802271e-22
## CARD16 3.209779e-26 -0.7653947 0.262 0.662 5.142708e-22
## JUNB 4.022576e-26 0.5687110 0.993 0.988 6.444972e-22
## RPL18A 4.300760e-26 0.3256666 1.000 1.000 6.890678e-22
## SKAP2 5.771879e-26 -0.6267925 0.017 0.367 9.247705e-22
## SYK 5.940521e-26 -0.6713508 0.000 0.329 9.517902e-22
## FCER1G 7.142496e-26 -1.5672458 0.021 0.367 1.144371e-21
## RPS9 7.578111e-26 0.2812098 1.000 1.000 1.214165e-21
## ITGB2 1.087006e-25 -0.7768712 0.738 0.908 1.741601e-21
## PREX1 1.098957e-25 -0.5144956 0.045 0.421 1.760749e-21
## CAST 1.511385e-25 -0.7220268 0.407 0.767 2.421541e-21
## TPM3 1.639291e-25 -0.5561839 0.800 0.979 2.626472e-21
## APLP2 2.070449e-25 -0.9683254 0.141 0.533 3.317274e-21
## TOMM7 2.190658e-25 0.3946392 1.000 0.971 3.509873e-21
## TNFSF13B 2.275136e-25 -0.8252545 0.017 0.358 3.645223e-21
## SNX10 2.735220e-25 -0.6574225 0.031 0.388 4.382370e-21
## GNAI2 2.768849e-25 -0.6038055 0.897 0.975 4.436250e-21
## CYBB 2.814516e-25 -1.3447752 0.017 0.354 4.509417e-21
## MPEG1 3.041861e-25 -0.9452009 0.000 0.321 4.873669e-21
## RPL37A 3.460347e-25 0.2804680 1.000 0.996 5.544167e-21
## OXNAD1 6.275404e-25 0.5823389 0.621 0.217 1.005445e-20
## RPS7 6.693676e-25 0.2791863 1.000 1.000 1.072461e-20
## RPL26 7.208180e-25 0.2531127 1.000 1.000 1.154895e-20
## RPL7A 8.557675e-25 0.2853590 1.000 1.000 1.371111e-20
## LCP1 1.083324e-24 -0.8222900 0.610 0.854 1.735702e-20
## CEBPD 1.116205e-24 -0.9933661 0.014 0.342 1.788384e-20
## LDHB 1.296999e-24 0.5312887 1.000 0.771 2.078052e-20
## CD14 1.334099e-24 -1.2139278 0.003 0.321 2.137494e-20
## RPS4Y1 1.441838e-24 0.4191099 1.000 0.958 2.310113e-20
## GLIPR2 1.672029e-24 -0.6498801 0.145 0.546 2.678926e-20
## CD99 2.227299e-24 -0.6844776 0.648 0.879 3.568578e-20
## CSTA 2.714704e-24 -1.0846667 0.003 0.317 4.349499e-20
## CASP1 3.316754e-24 -0.7036198 0.162 0.562 5.314103e-20
## RPL4 3.474029e-24 0.3471994 1.000 0.992 5.566089e-20
## PGAM1 4.525541e-24 -0.5651566 0.390 0.746 7.250823e-20
## S100A12 4.832262e-24 -1.7568765 0.007 0.321 7.742250e-20
## CD36 6.177012e-24 -0.8911155 0.003 0.312 9.896809e-20
## NCF4 6.379366e-24 -0.4468035 0.010 0.329 1.022102e-19
## RHOA 9.949241e-24 -0.5751044 0.807 0.942 1.594067e-19
## PPP1CA 1.118374e-23 -0.5688924 0.617 0.887 1.791859e-19
## RGS10 1.613782e-23 0.4434639 0.890 0.596 2.585601e-19
## FCN1 1.633849e-23 -2.1970486 0.031 0.358 2.617754e-19
## GYPC 1.737221e-23 0.5392678 0.838 0.512 2.783375e-19
## SPI1 2.104164e-23 -0.9640239 0.024 0.346 3.371291e-19
## MNDA 2.500995e-23 -2.1244987 0.028 0.350 4.007094e-19
## MS4A6A 2.875574e-23 -1.1144918 0.014 0.325 4.607244e-19
## LBH 3.204438e-23 0.5678937 0.876 0.471 5.134151e-19
## S100A9 4.065494e-23 -4.1475317 0.117 0.483 6.513735e-19
## SERF2 5.282626e-23 -0.4489529 1.000 1.000 8.463824e-19
## CLEC12A 5.321762e-23 -1.0008466 0.007 0.308 8.526527e-19
## HLA-DMB 6.183017e-23 -0.7695997 0.062 0.400 9.906430e-19
## CPVL 7.423156e-23 -0.9128626 0.003 0.300 1.189338e-18
## ATP6V0B 7.763557e-23 -0.8401086 0.359 0.688 1.243877e-18
## MYO1G 7.818121e-23 -0.6233463 0.241 0.633 1.252619e-18
## PSAP 8.584276e-23 -1.7202446 0.324 0.683 1.375373e-18
## TSPO 9.128713e-23 -0.9801431 0.662 0.846 1.462602e-18
## RPS19 1.336065e-22 0.2998579 1.000 1.000 2.140643e-18
## GSTP1 1.379325e-22 -1.0899194 0.483 0.783 2.209955e-18
## NCF2 1.633630e-22 -1.0202370 0.014 0.317 2.617401e-18
## TYMP 1.743610e-22 -1.3444143 0.179 0.537 2.793612e-18
## RCAN3 1.817806e-22 0.5256757 0.800 0.396 2.912488e-18
## FPR1 1.859676e-22 -0.7355762 0.000 0.288 2.979573e-18
## CAMK4 2.647375e-22 0.5654692 0.634 0.233 4.241625e-18
## MAL 3.267103e-22 0.5862817 0.721 0.300 5.234553e-18
## RPL6 5.891765e-22 0.2604331 1.000 1.000 9.439786e-18
## RPL31 8.100311e-22 0.3463429 1.000 0.983 1.297832e-17
## TGFBI 1.368912e-21 -0.6647071 0.007 0.292 2.193270e-17
## HLA-DMA 1.476811e-21 -0.7143542 0.055 0.379 2.366147e-17
## CD53 1.615037e-21 -0.5706959 0.693 0.900 2.587612e-17
## MARCH1 1.761595e-21 -0.5852322 0.003 0.283 2.822427e-17
## ARPC4 1.862602e-21 -0.6200486 0.528 0.825 2.984260e-17
## SLC7A7 1.863499e-21 -0.5986715 0.003 0.283 2.985698e-17
## CD68 1.864829e-21 -1.0691208 0.048 0.362 2.987829e-17
## CAPG 2.010035e-21 -0.8083236 0.090 0.429 3.220477e-17
## IQGAP2 2.028662e-21 -0.6278884 0.224 0.596 3.250322e-17
## LST1 2.234446e-21 -1.4181874 0.186 0.529 3.580030e-17
## CAPN2 2.663854e-21 -0.5652248 0.269 0.646 4.268028e-17
## LAT2 2.723071e-21 -0.5010392 0.010 0.296 4.362905e-17
## CST3 2.893261e-21 -2.1689880 0.086 0.412 4.635582e-17
## VCAN 2.946046e-21 -1.8866018 0.034 0.338 4.720154e-17
## CDC42EP3 3.120746e-21 -0.5339682 0.117 0.492 5.000059e-17
## ACTR2 3.834308e-21 -0.5644915 0.769 0.954 6.143328e-17
## H3F3A 3.884885e-21 -0.6602328 0.990 1.000 6.224363e-17
## RPL41 4.710880e-21 0.2864139 1.000 1.000 7.547771e-17
## LY86 5.899417e-21 -0.7203559 0.034 0.338 9.452045e-17
## MT-CYB 6.554579e-21 0.2785670 1.000 1.000 1.050175e-16
## S100A8 7.203266e-21 -3.7490830 0.079 0.400 1.154107e-16
## SERPINA1 7.640191e-21 -1.1279299 0.028 0.321 1.224111e-16
## CST7 8.064532e-21 -1.1871223 0.010 0.292 1.292099e-16
## ENO1 1.020531e-20 -0.5724012 0.697 0.908 1.635094e-16
## LEPROTL1 1.327332e-20 0.5273797 0.852 0.550 2.126652e-16
## VMP1 1.507821e-20 -0.7137525 0.369 0.704 2.415831e-16
## TMEM176B 1.582889e-20 -0.7398245 0.007 0.279 2.536104e-16
## CTSS 2.026373e-20 -2.1845910 0.497 0.783 3.246654e-16
## VIM 2.082667e-20 -0.6741915 0.969 0.971 3.336849e-16
## RPL23A 2.289114e-20 0.2824558 1.000 0.996 3.667619e-16
## IGSF6 2.544697e-20 -0.8388841 0.021 0.304 4.077114e-16
## TAGLN2 2.670814e-20 -0.7684523 0.607 0.817 4.279177e-16
## CD302 2.950384e-20 -0.5706203 0.010 0.283 4.727105e-16
## DUSP6 3.367953e-20 -1.0014618 0.083 0.400 5.396134e-16
## BCL11B 3.628730e-20 0.5234538 0.834 0.450 5.813951e-16
## CAPNS1 4.232432e-20 -0.5989179 0.334 0.683 6.781202e-16
## RBP7 4.388830e-20 -0.6357417 0.000 0.258 7.031783e-16
## CLEC7A 5.053665e-20 -0.6695939 0.014 0.288 8.096983e-16
## LIMS1 7.674598e-20 -0.7211860 0.252 0.629 1.229624e-15
## RPL13A 8.236657e-20 0.2585919 1.000 1.000 1.319677e-15
## MCL1 8.411729e-20 -0.6538814 0.786 0.904 1.347727e-15
## LGALS9 1.011841e-19 -0.4810708 0.059 0.371 1.621171e-15
## RNF130 1.401828e-19 -0.7925122 0.086 0.400 2.246009e-15
## MEF2C 1.583039e-19 -0.5397921 0.007 0.267 2.536345e-15
## RAB27A 1.811065e-19 -0.4577921 0.086 0.412 2.901688e-15
## ATP6V0E1 1.838952e-19 -0.4593157 0.762 0.929 2.946369e-15
## FERMT3 2.038822e-19 -0.5214862 0.310 0.675 3.266600e-15
## MSRB1 2.114671e-19 -0.5493278 0.041 0.333 3.388126e-15
## GAPT 2.335321e-19 -0.4749772 0.003 0.258 3.741651e-15
## RAB11FIP1 2.647254e-19 -0.5969279 0.141 0.483 4.241430e-15
## TXN 3.062215e-19 -0.5151478 0.324 0.692 4.906280e-15
## CFD 3.177308e-19 -0.8844968 0.045 0.333 5.090683e-15
## PYCARD 3.484099e-19 -0.7334208 0.286 0.621 5.582223e-15
## RACK1 3.688937e-19 0.2517452 1.000 1.000 5.910415e-15
## CSF3R 4.260231e-19 -0.8615447 0.041 0.325 6.825742e-15
## TNFAIP2 4.377872e-19 -0.7430811 0.017 0.283 7.014226e-15
## CTSB 4.452433e-19 -0.7366348 0.197 0.537 7.133688e-15
## APBA2 4.818611e-19 0.4525786 0.390 0.058 7.720379e-15
## DPYSL2 5.198224e-19 -0.5216940 0.048 0.342 8.328595e-15
## EPHX2 5.207710e-19 0.4180491 0.438 0.096 8.343794e-15
## CMTM6 5.229997e-19 -0.5778466 0.241 0.567 8.379501e-15
## IL10RA 5.243408e-19 -0.5698839 0.324 0.667 8.400989e-15
## ARL6IP5 6.878501e-19 -0.4657930 0.762 0.904 1.102073e-14
## SERPINB6 7.041169e-19 -0.4196499 0.038 0.329 1.128136e-14
## NOG 8.835742e-19 0.4273256 0.331 0.025 1.415663e-14
## LMO2 9.587624e-19 -0.5433163 0.007 0.258 1.536129e-14
## TALDO1 9.600015e-19 -0.9240356 0.445 0.738 1.538114e-14
## TPP1 1.235267e-18 -0.5514894 0.159 0.500 1.979144e-14
## CPPED1 1.332555e-18 -0.5603292 0.014 0.271 2.135020e-14
## OGFRL1 1.629654e-18 -0.4705461 0.024 0.292 2.611032e-14
## CTSC 2.036962e-18 -0.5898802 0.283 0.613 3.263621e-14
## AOAH 2.255448e-18 -0.5684361 0.038 0.317 3.613679e-14
## ALDH2 3.402911e-18 -0.5119744 0.010 0.258 5.452144e-14
## CD300A 3.416752e-18 -0.4402873 0.028 0.296 5.474320e-14
## LRRFIP1 3.538451e-18 -0.5446911 0.700 0.879 5.669306e-14
## PFN1 3.984369e-18 -0.3722025 0.993 1.000 6.383756e-14
## RNASE6 6.427865e-18 -0.5050338 0.014 0.262 1.029873e-13
## IL7R 8.024682e-18 0.3081925 0.897 0.396 1.285714e-13
## RGS2 8.946617e-18 -1.0131148 0.293 0.596 1.433427e-13
## PTPRE 9.348929e-18 -0.5101231 0.114 0.433 1.497885e-13
## GNB2 9.356173e-18 -0.5241415 0.386 0.688 1.499046e-13
## TNF 1.113859e-17 -0.6998311 0.083 0.388 1.784625e-13
## RPLP0 1.146952e-17 0.2695206 1.000 0.992 1.837646e-13
## EIF3E 1.338792e-17 0.3399959 0.990 0.950 2.145012e-13
## KLF4 1.536511e-17 -1.1456592 0.079 0.362 2.461798e-13
## B2M 1.607772e-17 -0.3244218 1.000 1.000 2.575973e-13
## YWHAH 1.711448e-17 -0.5202098 0.110 0.421 2.742082e-13
## EIF3A 1.811038e-17 -0.4797690 0.497 0.771 2.901645e-13
## EVI2B 2.015576e-17 -0.6672351 0.586 0.804 3.229356e-13
## RAC1 2.282878e-17 -0.7277581 0.583 0.821 3.657627e-13
## TPI1 2.364639e-17 -0.4884276 0.583 0.829 3.788624e-13
## TIMP2 2.550541e-17 -0.5059055 0.028 0.283 4.086477e-13
## BHLHE40 2.905832e-17 -0.3839951 0.017 0.262 4.655724e-13
## SAT1 4.015160e-17 -0.6648243 0.824 0.954 6.433089e-13
## ZYX 4.590474e-17 -0.5863506 0.193 0.512 7.354857e-13
## PRKCB 5.120962e-17 -0.5652468 0.362 0.675 8.204805e-13
## CFL1 5.632638e-17 -0.3451906 0.997 0.996 9.024612e-13
## FTH1 6.574587e-17 -0.8299678 1.000 1.000 1.053380e-12
## AC020916.1 7.398253e-17 -0.7053266 0.114 0.417 1.185348e-12
## CALM2 7.993903e-17 -0.5276067 0.721 0.900 1.280783e-12
## RILPL2 9.221085e-17 -0.4686611 0.169 0.483 1.477402e-12
## SH3BP2 1.049970e-16 -0.4591592 0.076 0.362 1.682262e-12
## CHMP2A 1.071311e-16 -0.4705637 0.345 0.633 1.716454e-12
## MARCKSL1 1.260704e-16 0.5432984 0.803 0.525 2.019899e-12
## BLVRB 1.361844e-16 -0.7409793 0.103 0.392 2.181946e-12
## RXRA 1.739416e-16 -0.4759948 0.028 0.275 2.786892e-12
## ATP5F1E 1.851053e-16 -0.3749818 0.993 0.996 2.965756e-12
## DBI 1.887342e-16 -0.5137552 0.510 0.775 3.023899e-12
## BST2 1.966681e-16 -0.5245722 0.362 0.692 3.151016e-12
## CHCHD2 2.772297e-16 -0.3656652 0.900 0.958 4.441774e-12
## VAMP8 2.922149e-16 -0.5159124 0.666 0.817 4.681866e-12
## PDE7A 3.050772e-16 0.5132178 0.603 0.300 4.887947e-12
## ARPC5 3.068849e-16 -0.5833182 0.652 0.850 4.916910e-12
## CAPZA1 4.639527e-16 -0.5018428 0.345 0.658 7.433451e-12
## VASP 4.985875e-16 -0.5708102 0.466 0.725 7.988369e-12
## CTSD 5.140355e-16 -1.0458427 0.476 0.692 8.235878e-12
## C12orf57 5.397153e-16 0.4055585 0.952 0.683 8.647319e-12
## SEC61B 5.472683e-16 -0.4929834 0.555 0.817 8.768332e-12
## CHRM3-AS2 5.952138e-16 0.4166865 0.383 0.083 9.536516e-12
## WARS 6.462228e-16 -0.5232270 0.048 0.304 1.035378e-11
## ELOB 6.531413e-16 -0.4562854 0.838 0.925 1.046463e-11
## UNC93B1 7.112393e-16 -0.4212570 0.034 0.283 1.139548e-11
## CAP1 1.009452e-15 -0.5257870 0.769 0.892 1.617343e-11
## NRGN 1.149581e-15 -0.7375473 0.024 0.258 1.841859e-11
## MTPN 1.230361e-15 -0.5660340 0.466 0.700 1.971285e-11
## AGTRAP 1.290125e-15 -0.6267144 0.141 0.421 2.067038e-11
## RTN3 1.489551e-15 -0.5865529 0.228 0.529 2.386558e-11
## TCIRG1 1.538615e-15 -0.4441435 0.159 0.467 2.465169e-11
## PRKCA 1.961397e-15 0.4322372 0.614 0.292 3.142550e-11
## FTL 2.104112e-15 -1.3837776 0.986 1.000 3.371209e-11
## AC004687.1 2.236515e-15 -0.6002617 0.234 0.542 3.583344e-11
## UBC 2.621939e-15 -0.2908640 0.997 1.000 4.200871e-11
## MYL12B 3.292716e-15 -0.3736432 0.921 0.975 5.275590e-11
## EEF1D 4.468730e-15 0.2581237 1.000 0.996 7.159799e-11
## CD3E 4.622652e-15 0.4419629 0.990 0.604 7.406414e-11
## IL1B 4.629099e-15 -1.0989196 0.031 0.258 7.416742e-11
## TLN1 4.638364e-15 -0.5388113 0.455 0.725 7.431587e-11
## RBX1 5.017996e-15 -0.4942682 0.459 0.725 8.039833e-11
## MALAT1 5.971017e-15 0.3509591 1.000 1.000 9.566763e-11
## SLC16A3 5.978469e-15 -0.3977788 0.034 0.271 9.578703e-11
## SERPINB1 6.132413e-15 -0.6258889 0.431 0.688 9.825353e-11
## LYZ 6.379329e-15 -3.8110776 0.276 0.533 1.022096e-10
## AP1S2 6.714861e-15 -0.8480417 0.255 0.521 1.075855e-10
## KLF6 6.798306e-15 -0.5232211 0.807 0.942 1.089225e-10
## CD27 7.359746e-15 0.3183670 0.831 0.425 1.179178e-10
## CRTAP 7.677338e-15 -0.5000441 0.100 0.371 1.230063e-10
## PTPN6 9.778943e-15 -0.5452248 0.472 0.721 1.566782e-10
## SQSTM1 1.010178e-14 -0.5053516 0.486 0.746 1.618508e-10
## CHI3L2 1.344700e-14 0.3703222 0.303 0.042 2.154478e-10
## NADK 1.415875e-14 -0.4525919 0.055 0.300 2.268515e-10
## RETREG1 1.453956e-14 0.3968886 0.452 0.158 2.329528e-10
## TGFB1 1.468778e-14 -0.4899674 0.600 0.838 2.353275e-10
## CYTIP 1.603827e-14 0.3977733 0.766 0.492 2.569652e-10
## STOM 1.670515e-14 -0.3116316 0.045 0.288 2.676500e-10
## LAMTOR1 1.892723e-14 -0.5980658 0.431 0.713 3.032521e-10
## ATP6V0D1 1.977487e-14 -0.5428485 0.197 0.471 3.168330e-10
## DAZAP2 2.181679e-14 -0.4633268 0.666 0.883 3.495487e-10
## NAGK 2.670695e-14 -0.5957662 0.166 0.433 4.278987e-10
## SH3BGRL 2.689444e-14 -0.4866089 0.634 0.833 4.309027e-10
## DOK2 2.775150e-14 -0.4892662 0.300 0.588 4.446345e-10
## PTPN18 3.058068e-14 -0.4518588 0.131 0.412 4.899636e-10
## ATP2B1-AS1 3.805033e-14 -0.5629965 0.248 0.550 6.096424e-10
## MIS18BP1 4.181200e-14 -0.4297073 0.190 0.496 6.699119e-10
## RNF149 4.250824e-14 -0.4316454 0.200 0.479 6.810670e-10
## ATXN1 4.539840e-14 -0.3366275 0.062 0.312 7.273731e-10
## PDIA6 4.764412e-14 -0.4282342 0.248 0.550 7.633542e-10
## SELL 5.302698e-14 0.3991002 0.907 0.621 8.495983e-10
## STXBP2 5.615453e-14 -0.6825612 0.262 0.533 8.997079e-10
## ATP2B4 6.083745e-14 -0.3212017 0.069 0.325 9.747377e-10
## ETS1 7.188648e-14 0.4340356 0.852 0.537 1.151765e-09
## KLRB1 8.017117e-14 -0.9211761 0.072 0.312 1.284502e-09
## LINC01550 8.481623e-14 0.3939544 0.372 0.104 1.358926e-09
## APOBEC3C 9.137437e-14 -0.3805404 0.107 0.379 1.464000e-09
## IL6ST 9.965874e-14 0.4041836 0.628 0.329 1.596732e-09
## VSIR 9.970156e-14 -0.6717205 0.414 0.662 1.597418e-09
## LYST 1.123679e-13 -0.5883445 0.117 0.379 1.800358e-09
## NUCB2 1.127454e-13 0.4182139 0.638 0.329 1.806406e-09
## ATP6V1B2 1.142132e-13 -0.3851155 0.117 0.383 1.829924e-09
## TPM4 1.212879e-13 -0.4810363 0.248 0.554 1.943275e-09
## CD40LG 1.358799e-13 0.4185556 0.469 0.188 2.177067e-09
## YWHAB 1.359036e-13 -0.3613125 0.890 0.963 2.177448e-09
## NUP214 1.359144e-13 -0.6433642 0.117 0.367 2.177620e-09
## BRI3 1.363377e-13 -0.9083499 0.469 0.688 2.184403e-09
## KCTD12 1.425291e-13 -0.6242173 0.072 0.308 2.283601e-09
## ID3 1.490853e-13 0.4760071 0.552 0.262 2.388645e-09
## TET2 1.529390e-13 -0.3767255 0.069 0.312 2.450388e-09
## HSPA1A 1.637079e-13 -0.4493753 0.128 0.404 2.622928e-09
## RPL36A 1.792382e-13 0.3149278 0.983 0.908 2.871755e-09
## RNPEP 2.156658e-13 -0.3641479 0.079 0.329 3.455397e-09
## RPL23 2.226220e-13 0.2878928 1.000 0.988 3.566850e-09
## ABLIM1 2.258179e-13 0.4306746 0.524 0.229 3.618054e-09
## DYNLL1 2.465362e-13 -0.4192633 0.707 0.900 3.950002e-09
## RGS19 3.181852e-13 -0.4308814 0.338 0.617 5.097963e-09
## CXCR4 3.333472e-13 0.5332224 0.734 0.504 5.340889e-09
## COPE 3.405157e-13 -0.3997833 0.572 0.812 5.455742e-09
## THEMIS2 3.776003e-13 -0.4116801 0.134 0.400 6.049912e-09
## SNX2 3.879541e-13 -0.4054849 0.245 0.533 6.215801e-09
## CKLF 3.929032e-13 -0.4317610 0.279 0.567 6.295095e-09
## PGD 4.107901e-13 -0.4849914 0.079 0.317 6.581679e-09
## PRELID1 4.326263e-13 -0.5461356 0.552 0.742 6.931538e-09
## MBOAT7 4.379911e-13 -0.3306427 0.055 0.283 7.017493e-09
## MAF 4.822280e-13 -0.4557170 0.083 0.333 7.726257e-09
## AGO4 5.037722e-13 -0.3145208 0.041 0.262 8.071437e-09
## MSN 5.154250e-13 -0.4725799 0.555 0.787 8.258140e-09
## LYL1 5.769651e-13 -0.4207965 0.048 0.267 9.244135e-09
## ST13 6.062876e-13 0.4021408 0.817 0.583 9.713941e-09
## FCMR 6.271454e-13 0.3852287 0.676 0.371 1.004812e-08
## OCIAD2 6.481081e-13 0.3742762 0.662 0.362 1.038399e-08
## ATG3 6.820649e-13 -0.3869492 0.269 0.562 1.092804e-08
## RHOG 6.926261e-13 -0.4452015 0.479 0.729 1.109726e-08
## TMBIM6 6.936947e-13 -0.3313890 0.886 0.946 1.111438e-08
## KIAA0930 7.201420e-13 -0.3809436 0.048 0.262 1.153811e-08
## MAN1C1 7.251114e-13 0.3333139 0.303 0.062 1.161774e-08
## HIST1H4C 7.486130e-13 0.4057912 0.886 0.721 1.199428e-08
## IFI16 7.952454e-13 -0.4717102 0.366 0.658 1.274142e-08
## PSMB9 9.828530e-13 -0.4941286 0.610 0.817 1.574727e-08
## OSTF1 1.015126e-12 -0.4128466 0.379 0.646 1.626435e-08
## STAT2 1.067610e-12 -0.3689429 0.121 0.375 1.710525e-08
## ACTN1 1.178580e-12 0.3266241 0.572 0.275 1.888320e-08
## MEGF9 1.274363e-12 -0.5084215 0.069 0.296 2.041785e-08
## ASAH1 1.326933e-12 -0.6569878 0.317 0.558 2.126011e-08
## BLOC1S1 1.391324e-12 -0.4324165 0.448 0.692 2.229179e-08
## C4orf48 1.474035e-12 -0.4370719 0.190 0.454 2.361699e-08
## CCDC88A 1.627754e-12 -0.5196187 0.076 0.308 2.607987e-08
## HLA-C 1.737158e-12 -0.3646623 1.000 1.000 2.783274e-08
## BSG 1.791531e-12 -0.4116439 0.341 0.629 2.870390e-08
## WDR83OS 2.299759e-12 -0.4062026 0.531 0.750 3.684675e-08
## ARHGDIA 2.595466e-12 -0.4152070 0.517 0.746 4.158456e-08
## ATP6V1F 2.805047e-12 -0.4319476 0.445 0.696 4.494247e-08
## HSPB1 2.872341e-12 0.4196399 0.552 0.283 4.602065e-08
## POU2F2 3.078221e-12 -0.6567754 0.310 0.579 4.931926e-08
## C6orf48 3.140117e-12 0.3862771 0.724 0.504 5.031096e-08
## SNHG8 3.270926e-12 0.3740106 0.841 0.600 5.240678e-08
## AC007952.4 3.496876e-12 -0.4988024 0.545 0.771 5.602694e-08
## AP2S1 3.829814e-12 -0.5136979 0.410 0.646 6.136128e-08
## ATP2B1 3.940190e-12 -0.4415334 0.203 0.462 6.312972e-08
## MAML2 3.940196e-12 0.3955582 0.438 0.179 6.312981e-08
## JPT1 4.079915e-12 -0.3645824 0.314 0.575 6.536840e-08
## PDK1 4.228143e-12 0.3467001 0.390 0.125 6.774330e-08
## MYD88 4.291758e-12 -0.3380004 0.072 0.304 6.876254e-08
## ABI3 4.317605e-12 -0.4358982 0.052 0.258 6.917667e-08
## PSME2 4.583316e-12 -0.4444937 0.683 0.825 7.343389e-08
## CANX 4.640979e-12 -0.4433784 0.352 0.625 7.435777e-08
## CD69 4.718166e-12 0.4091240 0.866 0.562 7.559446e-08
## ATF3 5.051133e-12 -0.4486569 0.079 0.317 8.092925e-08
## PSMB3 5.133062e-12 -0.4345208 0.528 0.779 8.224192e-08
## SYNGR2 5.439448e-12 -0.3756478 0.155 0.408 8.715084e-08
## P4HB 5.490161e-12 -0.4150789 0.472 0.704 8.796337e-08
## DGKA 5.634991e-12 0.3228918 0.610 0.342 9.028382e-08
## DOCK2 6.191172e-12 -0.3514999 0.224 0.488 9.919495e-08
## LAPTM4A 6.597859e-12 -0.3967118 0.272 0.533 1.057109e-07
## LINC00861 6.839249e-12 0.3981258 0.624 0.354 1.095784e-07
## ATOX1 7.504542e-12 -0.3329455 0.100 0.342 1.202378e-07
## MAP2K3 7.602433e-12 -0.3514886 0.152 0.412 1.218062e-07
## LPGAT1 7.680464e-12 -0.2962973 0.069 0.288 1.230564e-07
## BLVRA 8.430436e-12 -0.2964524 0.066 0.288 1.350724e-07
## LTB 8.570697e-12 0.2517397 0.993 0.633 1.373197e-07
## PSMA7 8.602049e-12 -0.3523753 0.776 0.904 1.378220e-07
## NAIP 9.171868e-12 -0.3452428 0.072 0.296 1.469517e-07
## LTA4H 9.767376e-12 -0.6214821 0.286 0.533 1.564929e-07
## ATP5MPL 1.026525e-11 -0.4141549 0.652 0.817 1.644699e-07
## BRK1 1.045939e-11 -0.3472945 0.597 0.812 1.675803e-07
## UQCRB 1.071453e-11 0.2586220 1.000 0.963 1.716681e-07
## NEDD8 1.073732e-11 -0.3107736 0.703 0.867 1.720333e-07
## RAB5IF 1.225977e-11 -0.4028554 0.307 0.579 1.964260e-07
## ASNA1 1.308584e-11 -0.3148222 0.131 0.388 2.096614e-07
## ITGA6 1.385725e-11 0.4083514 0.397 0.158 2.220208e-07
## CSTB 1.546181e-11 -0.3459940 0.628 0.817 2.477291e-07
## COX5A 1.789589e-11 -0.3329369 0.476 0.767 2.867279e-07
## CTSA 1.838473e-11 -0.4737637 0.152 0.400 2.945601e-07
## EHBP1L1 2.009265e-11 -0.3711824 0.148 0.396 3.219245e-07
## UBXN11 2.024255e-11 -0.3344329 0.083 0.308 3.243262e-07
## MYC 2.059329e-11 0.3805027 0.593 0.325 3.299456e-07
## SQOR 2.242367e-11 -0.3878829 0.172 0.425 3.592721e-07
## RAB8A 2.420089e-11 -0.3525884 0.269 0.562 3.877466e-07
## SHKBP1 2.684961e-11 -0.3855414 0.190 0.442 4.301844e-07
## PTGER2 2.777186e-11 -0.2645074 0.052 0.262 4.449607e-07
## IFNGR1 3.172535e-11 -0.3596189 0.117 0.354 5.083036e-07
## LMO4 3.276688e-11 -0.3621442 0.107 0.346 5.249910e-07
## RGCC 3.499790e-11 0.3612950 0.641 0.379 5.607364e-07
## RHOH 3.525302e-11 0.3594126 0.686 0.417 5.648238e-07
## RHOB 3.577045e-11 -0.5414464 0.224 0.479 5.731141e-07
## H2AFY 3.935257e-11 -0.5157663 0.455 0.671 6.305068e-07
## VCL 4.313157e-11 -0.2989240 0.079 0.300 6.910541e-07
## CFLAR 4.375755e-11 -0.3758896 0.517 0.746 7.010835e-07
## TXK 4.515270e-11 0.2979608 0.503 0.225 7.234365e-07
## ARHGAP26 4.530408e-11 -0.4013437 0.090 0.300 7.258620e-07
## CCL5 4.640210e-11 -2.1062526 0.072 0.271 7.434544e-07
## NPC2 5.090843e-11 -0.7647052 0.372 0.596 8.156548e-07
## RNF181 5.382697e-11 -0.3505305 0.241 0.504 8.624157e-07
## GRINA 5.425326e-11 -0.4212095 0.121 0.350 8.692457e-07
## PRR13 5.647961e-11 -0.3533175 0.648 0.846 9.049163e-07
## POLR2L 5.796371e-11 -0.3665571 0.524 0.758 9.286945e-07
## CHP1 5.808935e-11 -0.3113965 0.072 0.283 9.307076e-07
## LAMTOR2 5.960780e-11 -0.3792237 0.241 0.500 9.550362e-07
## PLIN3 6.196034e-11 -0.2961320 0.097 0.321 9.927286e-07
## TMED5 7.079990e-11 -0.3252417 0.121 0.354 1.134356e-06
## SSBP4 7.551519e-11 -0.3731831 0.214 0.471 1.209904e-06
## NDUFB7 9.210695e-11 -0.3790160 0.441 0.679 1.475738e-06
## CFP 9.384584e-11 -0.6266360 0.128 0.338 1.503598e-06
## DUSP2 9.425055e-11 0.4175668 0.755 0.492 1.510082e-06
## RASGRP1 9.569737e-11 0.2667296 0.676 0.388 1.533263e-06
## GLUL 1.004117e-10 -0.4709583 0.145 0.375 1.608797e-06
## MGST3 1.129047e-10 -0.3723535 0.445 0.675 1.808959e-06
## CSK 1.268616e-10 -0.3843692 0.445 0.708 2.032577e-06
## FAM50A 1.327281e-10 -0.3055686 0.190 0.450 2.126570e-06
## CD52 1.531145e-10 -0.3248209 1.000 0.967 2.453200e-06
## ITK 1.569607e-10 0.3311770 0.500 0.262 2.514824e-06
## STX7 1.625853e-10 -0.4487726 0.110 0.325 2.604941e-06
## YBX3 1.662445e-10 -0.5460383 0.083 0.288 2.663570e-06
## STK17A 1.809827e-10 0.3675286 0.724 0.458 2.899705e-06
## EMB 2.072291e-10 -0.3447321 0.328 0.608 3.320225e-06
## HSP90AA1 2.158859e-10 -0.3802006 0.959 0.988 3.458924e-06
## ARF1 2.498887e-10 -0.3650455 0.634 0.783 4.003717e-06
## APOBEC3G 2.504586e-10 -0.5031306 0.186 0.433 4.012847e-06
## PPP1R18 2.607358e-10 -0.3683065 0.428 0.658 4.177509e-06
## PDXK 2.622316e-10 -0.3671105 0.103 0.317 4.201475e-06
## PMAIP1 2.669142e-10 -0.5563895 0.290 0.525 4.276500e-06
## PKM 2.701288e-10 -0.3865934 0.669 0.838 4.328004e-06
## ATP6V1A 2.991832e-10 -0.3173737 0.079 0.283 4.793513e-06
## LDLRAP1 3.003315e-10 0.3230084 0.517 0.262 4.811911e-06
## LAT 3.312840e-10 0.3255624 0.762 0.512 5.307832e-06
## SEC11A 3.790754e-10 -0.3414734 0.531 0.762 6.073546e-06
## FAM102A 4.165069e-10 0.3047922 0.479 0.225 6.673274e-06
## SELPLG 4.306411e-10 -0.3961852 0.328 0.554 6.899732e-06
## MOB1A 4.398673e-10 -0.3822810 0.400 0.650 7.047554e-06
## FAM120A 4.676953e-10 -0.3657237 0.248 0.500 7.493414e-06
## SUMO2 4.685756e-10 -0.2609755 0.917 0.975 7.507519e-06
## CLTC 4.774965e-10 -0.2976431 0.100 0.312 7.650449e-06
## TKT 4.966602e-10 -0.8415140 0.548 0.725 7.957489e-06
## CDC42 5.207790e-10 -0.2741257 0.890 0.954 8.343921e-06
## TMEM165 5.353268e-10 -0.3152149 0.314 0.575 8.577007e-06
## PDE3B 5.372898e-10 0.3140992 0.445 0.196 8.608457e-06
## CASP4 5.661085e-10 -0.3141143 0.386 0.658 9.070190e-06
## SOCS3 5.957999e-10 0.4288443 0.662 0.408 9.545907e-06
## FBXL5 5.976510e-10 -0.3842739 0.183 0.412 9.575564e-06
## UTRN 6.097994e-10 -0.3483100 0.324 0.575 9.770206e-06
## BACH2 6.144556e-10 0.2995593 0.286 0.079 9.844808e-06
## MZT2B 6.424420e-10 0.2754505 0.886 0.783 1.029321e-05
## GUK1 6.424761e-10 -0.3437055 0.617 0.808 1.029375e-05
## BID 6.817814e-10 -0.2974403 0.138 0.367 1.092350e-05
## ITM2A 6.861451e-10 0.3185279 0.634 0.358 1.099342e-05
## SEC11C 6.916171e-10 -0.2783591 0.262 0.521 1.108109e-05
## DIAPH1 7.331079e-10 -0.3150871 0.348 0.629 1.174585e-05
## ADAM8 7.908668e-10 -0.3272090 0.103 0.312 1.267127e-05
## TPST2 8.274072e-10 -0.3683138 0.121 0.329 1.325672e-05
## PAK2 9.198811e-10 -0.3649456 0.445 0.675 1.473833e-05
## GSTO1 9.594584e-10 -0.5287600 0.352 0.583 1.537244e-05
## PICALM 1.040280e-09 -0.3499474 0.121 0.329 1.666736e-05
## ATP5F1B 1.097118e-09 -0.3343224 0.628 0.792 1.757803e-05
## HSP90B1 1.144439e-09 -0.4761447 0.559 0.725 1.833620e-05
## LY96 1.155942e-09 -0.3467407 0.086 0.283 1.852050e-05
## GRB2 1.177386e-09 -0.3784594 0.510 0.704 1.886408e-05
## PHACTR2 1.202042e-09 -0.3444854 0.155 0.379 1.925912e-05
## GNG5 1.224695e-09 -0.3792078 0.572 0.733 1.962206e-05
## SCML4 1.234837e-09 0.2774746 0.393 0.162 1.978455e-05
## PCBP1 1.237441e-09 -0.3858696 0.734 0.850 1.982629e-05
## FKBP1A 1.239498e-09 -0.4774089 0.534 0.721 1.985924e-05
## NBEAL2 1.241412e-09 -0.2735587 0.086 0.288 1.988991e-05
## GBP5 1.260529e-09 -0.4025155 0.145 0.358 2.019619e-05
## PPIB 1.261138e-09 -0.3492233 0.752 0.846 2.020595e-05
## CD84 1.426560e-09 -0.3257051 0.141 0.371 2.285634e-05
## POMP 1.436169e-09 -0.3529438 0.414 0.633 2.301030e-05
## IQSEC1 1.561749e-09 -0.3345684 0.107 0.308 2.502235e-05
## KLF2 1.592103e-09 0.3133693 0.986 0.958 2.550867e-05
## NKG7 1.608450e-09 -2.2498925 0.083 0.267 2.577059e-05
## CD3G 1.742480e-09 0.2664237 0.938 0.575 2.791802e-05
## ILF3-DT 1.851139e-09 0.2964581 0.793 0.525 2.965896e-05
## CLTA 1.936363e-09 -0.3452783 0.417 0.642 3.102441e-05
## PSME1 1.995063e-09 -0.3074452 0.866 0.946 3.196490e-05
## SPPL2A 2.267770e-09 -0.2899422 0.148 0.362 3.633421e-05
## GCA 2.397412e-09 -0.4705790 0.134 0.329 3.841133e-05
## TMBIM4 2.509062e-09 -0.2965720 0.572 0.767 4.020019e-05
## GDI2 2.555754e-09 -0.3531831 0.600 0.758 4.094829e-05
## RPN1 2.560964e-09 -0.2621492 0.145 0.375 4.103177e-05
## TRADD 2.575014e-09 -0.3183990 0.238 0.479 4.125687e-05
## PTBP3 2.667943e-09 -0.3446449 0.321 0.571 4.274578e-05
## NCOA4 2.705173e-09 -0.4568163 0.279 0.496 4.334228e-05
## NCF1 2.725107e-09 -0.9442648 0.424 0.596 4.366166e-05
## ADA2 2.784692e-09 -0.5173121 0.179 0.383 4.461633e-05
## SPTLC2 2.902905e-09 -0.2738321 0.086 0.279 4.651034e-05
## ADGRE5 2.966497e-09 -0.4149941 0.328 0.546 4.752922e-05
## GNB1 3.062071e-09 -0.3619378 0.424 0.658 4.906049e-05
## NAMPT 3.085567e-09 -0.5768022 0.245 0.458 4.943696e-05
## ATP6V1E1 3.116455e-09 -0.3076092 0.190 0.412 4.993184e-05
## ITGAL 3.205730e-09 -0.3810766 0.276 0.517 5.136221e-05
## PECAM1 3.212162e-09 -0.5185286 0.162 0.354 5.146526e-05
## CNPY3 3.326749e-09 -0.5273104 0.348 0.558 5.330117e-05
## AAK1 3.416227e-09 0.3045060 0.793 0.558 5.473478e-05
## NFKBIA 3.778146e-09 -0.4738507 0.883 0.904 6.053346e-05
## SELENOT 3.834906e-09 -0.3508463 0.341 0.571 6.144286e-05
## ATP6V0E2 3.842801e-09 0.2870094 0.469 0.229 6.156936e-05
## ANP32B 3.861620e-09 0.2617373 0.934 0.846 6.187088e-05
## ILK 3.952826e-09 -0.2798641 0.145 0.362 6.333217e-05
## ANAPC11 4.005114e-09 -0.3146712 0.366 0.629 6.416993e-05
## TANK 4.055146e-09 -0.3315589 0.190 0.408 6.497155e-05
## ACAP2 4.153806e-09 -0.3302164 0.386 0.625 6.655229e-05
## COX5B 4.191391e-09 -0.3009043 0.786 0.867 6.715447e-05
## SH3GLB1 5.143204e-09 -0.3119667 0.217 0.446 8.240442e-05
## SULT1A1 5.277085e-09 -0.4678755 0.090 0.267 8.454946e-05
## FAM173A 5.448700e-09 -0.2504940 0.079 0.262 8.729907e-05
## YWHAQ 5.518510e-09 -0.3648181 0.438 0.642 8.841757e-05
## MYO9B 6.196968e-09 -0.3108582 0.200 0.421 9.928782e-05
## REL 6.467030e-09 -0.3565276 0.317 0.550 1.036148e-04
## PPP1R12A 6.484033e-09 -0.2968674 0.486 0.717 1.038872e-04
## MXD4 6.525194e-09 -0.3373764 0.255 0.475 1.045467e-04
## DHRS7 6.629085e-09 -0.3466498 0.245 0.492 1.062112e-04
## CEBPB 7.197644e-09 -0.4449628 0.372 0.583 1.153207e-04
## GYG1 7.268029e-09 -0.2734425 0.090 0.275 1.164484e-04
## EIF2S3 7.514856e-09 0.3218904 0.752 0.554 1.204030e-04
## QKI 7.977672e-09 -0.3475885 0.259 0.479 1.278183e-04
## AC114760.2 8.031015e-09 0.3222678 0.462 0.238 1.286729e-04
## LAMP2 8.255168e-09 -0.3037487 0.141 0.346 1.322643e-04
## CD83 8.351937e-09 -0.3372270 0.128 0.333 1.338147e-04
## PLP2 8.580455e-09 -0.4019056 0.507 0.667 1.374760e-04
## ZMAT2 8.733564e-09 -0.2762737 0.248 0.492 1.399292e-04
## GCC2 9.058987e-09 0.3263822 0.724 0.496 1.451431e-04
## PRKACA 9.455865e-09 -0.2646271 0.097 0.283 1.515019e-04
## JAML 9.530660e-09 -0.5767483 0.293 0.479 1.527002e-04
## SEC14L1 9.619198e-09 -0.2633317 0.093 0.283 1.541188e-04
## EIF6 9.938133e-09 -0.2824385 0.245 0.475 1.592288e-04
## SNX27 1.030697e-08 -0.2793854 0.152 0.371 1.651383e-04
## UBE2L3 1.033104e-08 -0.2913655 0.486 0.679 1.655239e-04
## AC091271.1 1.039059e-08 -0.2806658 0.162 0.383 1.664781e-04
## NR4A1 1.056481e-08 0.4119745 0.672 0.492 1.692693e-04
## BACH1 1.075686e-08 -0.2922085 0.093 0.279 1.723465e-04
## SPCS2 1.124821e-08 -0.3039254 0.500 0.696 1.802188e-04
## PLEKHA2 1.132006e-08 -0.2753616 0.097 0.283 1.813701e-04
## STMN1 1.176498e-08 0.2650837 0.407 0.179 1.884985e-04
## RNF166 1.185847e-08 -0.3429273 0.372 0.588 1.899965e-04
## HEBP2 1.232037e-08 -0.3515998 0.383 0.588 1.973970e-04
## MBP 1.244183e-08 -0.3782587 0.497 0.679 1.993430e-04
## TRAT1 1.254330e-08 0.3062950 0.562 0.308 2.009688e-04
## ACAP1 1.307008e-08 0.2826443 0.883 0.642 2.094088e-04
## ATM 1.320438e-08 0.2788496 0.797 0.617 2.115605e-04
## WDR1 1.382215e-08 -0.3133554 0.493 0.700 2.214585e-04
## PRDX1 1.395785e-08 -0.3015025 0.634 0.779 2.236327e-04
## TRBC2 1.416986e-08 0.2914010 0.900 0.637 2.270295e-04
## CARS2 1.471763e-08 -0.2974641 0.152 0.362 2.358059e-04
## RAB1B 1.535079e-08 -0.2696463 0.148 0.358 2.459503e-04
## TNFSF10 1.563480e-08 -0.5803677 0.324 0.525 2.505008e-04
## PRDX5 1.623123e-08 -0.3075695 0.517 0.725 2.600568e-04
## TUBA1C 1.688688e-08 -0.3760371 0.155 0.362 2.705616e-04
## ZNF106 1.883218e-08 -0.3687189 0.200 0.408 3.017293e-04
## PGGHG 1.884103e-08 0.2649670 0.345 0.138 3.018710e-04
## TUT7 1.944425e-08 -0.3144967 0.141 0.350 3.115357e-04
## RAB18 1.979563e-08 -0.2542719 0.186 0.400 3.171655e-04
## PPP4C 2.081582e-08 -0.3068023 0.379 0.629 3.335111e-04
## AC026979.2 2.133500e-08 0.3302823 0.448 0.242 3.418294e-04
## BCAP31 2.215987e-08 -0.3006270 0.428 0.646 3.550455e-04
## AREG 2.459952e-08 0.3445221 0.300 0.108 3.941335e-04
## MFSD1 2.605982e-08 -0.3065143 0.086 0.258 4.175304e-04
## RAB5C 2.725755e-08 -0.2989712 0.417 0.650 4.367205e-04
## TMX4 2.925825e-08 -0.2691404 0.207 0.433 4.687757e-04
## ZFP36L2 2.988835e-08 0.2626130 1.000 0.971 4.788712e-04
## RTN4 3.032951e-08 -0.3187344 0.628 0.758 4.859394e-04
## RASSF1 3.136367e-08 -0.3464987 0.200 0.396 5.025087e-04
## TM9SF2 3.193703e-08 -0.2745223 0.162 0.375 5.116950e-04
## RAB29 3.430949e-08 -0.3434360 0.228 0.433 5.497066e-04
## MLLT3 3.633143e-08 0.2885033 0.338 0.146 5.821022e-04
## GLTP 3.640911e-08 -0.3051253 0.259 0.467 5.833468e-04
## LYAR 3.778317e-08 -0.3732353 0.100 0.279 6.053619e-04
## RHOQ 3.832483e-08 -0.3174396 0.097 0.267 6.140404e-04
## EPS15 3.833666e-08 -0.2652570 0.179 0.388 6.142299e-04
## HMGB2 3.863665e-08 -0.3240391 0.503 0.713 6.190365e-04
## LCK 3.910099e-08 0.2628480 0.900 0.550 6.264761e-04
## NCKAP1L 3.949097e-08 -0.3939901 0.283 0.479 6.327243e-04
## SCPEP1 4.027707e-08 -0.3650643 0.093 0.267 6.453191e-04
## OS9 4.311017e-08 -0.3125150 0.321 0.525 6.907112e-04
## COX8A 4.324967e-08 -0.2917061 0.724 0.829 6.929462e-04
## TRAPPC1 4.576623e-08 -0.3409456 0.600 0.758 7.332665e-04
## FMNL1 4.713343e-08 -0.3122368 0.528 0.729 7.551719e-04
## CHST12 4.859981e-08 -0.3350614 0.124 0.317 7.786662e-04
## FLI1 5.162344e-08 -0.3345190 0.279 0.488 8.271108e-04
## COX7B 5.200708e-08 -0.2982668 0.648 0.767 8.332574e-04
## VDAC1 5.236814e-08 -0.2603206 0.269 0.492 8.390423e-04
## TBCB 5.408601e-08 -0.3049422 0.338 0.562 8.665661e-04
## PLEKHO1 5.413187e-08 -0.4817279 0.293 0.492 8.673009e-04
## SH3BP5 5.714704e-08 -0.3100944 0.221 0.438 9.156099e-04
## SRSF9 6.203363e-08 -0.3021234 0.552 0.738 9.939028e-04
## HCLS1 6.221869e-08 -0.3133726 0.617 0.767 9.968678e-04
## ATP5ME 6.553294e-08 -0.2951831 0.566 0.779 1.049969e-03
## ZNF331 6.731481e-08 0.3379911 0.517 0.288 1.078518e-03
## ZBTB38 7.369530e-08 -0.2625408 0.121 0.308 1.180746e-03
## DNAJB1 7.428682e-08 0.3754180 0.814 0.671 1.190224e-03
## TRBC1 8.017725e-08 0.3694381 0.700 0.471 1.284600e-03
## TWF2 8.393320e-08 -0.2789779 0.403 0.621 1.344778e-03
## SND1 8.667599e-08 -0.2567573 0.159 0.358 1.388723e-03
## HSBP1 8.848623e-08 -0.3813376 0.221 0.417 1.417726e-03
## SNX5 8.946498e-08 -0.2621861 0.200 0.412 1.433408e-03
## TRIP12 9.375383e-08 -0.2639823 0.169 0.371 1.502124e-03
## SOCS1 9.701263e-08 0.2916153 0.624 0.404 1.554336e-03
## VPS13C 9.744094e-08 -0.2929041 0.338 0.550 1.561199e-03
## LMAN2 9.974416e-08 -0.3038592 0.390 0.596 1.598101e-03
## C12orf75 1.017898e-07 -0.4806622 0.141 0.321 1.630876e-03
## PSIP1 1.019401e-07 0.2904691 0.741 0.558 1.633284e-03
## UQCRC1 1.099732e-07 -0.3320890 0.234 0.433 1.761990e-03
## APMAP 1.132527e-07 -0.3127624 0.117 0.300 1.814535e-03
## AKAP13 1.172357e-07 -0.2979320 0.614 0.787 1.878350e-03
## PRNP 1.180692e-07 -0.3229691 0.197 0.408 1.891705e-03
## PSMB1 1.202687e-07 -0.2539319 0.693 0.821 1.926944e-03
## DUSP1 1.217183e-07 -0.3859515 0.945 0.950 1.950171e-03
## RCBTB2 1.235187e-07 -0.2747283 0.100 0.275 1.979016e-03
## UBE2J1 1.294795e-07 -0.3324899 0.134 0.321 2.074520e-03
## MAP1LC3B 1.316473e-07 -0.3116069 0.631 0.787 2.109253e-03
## COX6A1 1.425069e-07 -0.2742819 0.738 0.887 2.283245e-03
## NOP10 1.459882e-07 -0.3296059 0.538 0.721 2.339023e-03
## TMOD3 1.491241e-07 -0.2851695 0.293 0.508 2.389267e-03
## DAPP1 1.516277e-07 -0.3322091 0.152 0.342 2.429378e-03
## TMEM204 1.547121e-07 0.2520670 0.341 0.162 2.478797e-03
## RAB10 1.711316e-07 -0.3361777 0.231 0.438 2.741870e-03
## ACTR3 1.819573e-07 -0.3206732 0.721 0.871 2.915319e-03
## RPN2 1.824875e-07 -0.3062719 0.455 0.671 2.923814e-03
## RASSF2 1.841747e-07 -0.2708080 0.121 0.300 2.950847e-03
## COMT 1.935145e-07 -0.3554366 0.210 0.388 3.100489e-03
## DNAJC15 1.939388e-07 -0.2896977 0.341 0.554 3.107287e-03
## PAXX 1.945792e-07 -0.3228176 0.372 0.575 3.117548e-03
## BTG2 2.087080e-07 0.3326284 0.924 0.863 3.343919e-03
## MOB3A 2.094207e-07 -0.2542406 0.155 0.346 3.355339e-03
## SPG21 2.185553e-07 -0.2693883 0.141 0.325 3.501693e-03
## PARP14 2.206921e-07 -0.3491543 0.203 0.408 3.535928e-03
## FLT3LG 2.251634e-07 0.2635423 0.555 0.338 3.607568e-03
## SNX6 2.278444e-07 -0.2897614 0.428 0.633 3.650523e-03
## NSA2 2.323611e-07 0.2986683 0.859 0.750 3.722890e-03
## CUX1 2.381328e-07 -0.2986206 0.152 0.333 3.815364e-03
## ATP5MF 2.405777e-07 -0.3135862 0.631 0.779 3.854536e-03
## SMIM14 2.484444e-07 -0.3242033 0.121 0.296 3.980575e-03
## SPTBN1 2.572885e-07 0.2939367 0.417 0.229 4.122276e-03
## TNRC6C 2.638987e-07 0.2904950 0.479 0.271 4.228185e-03
## KLF10 2.734751e-07 -0.3737666 0.176 0.367 4.381617e-03
## ARF6 2.787303e-07 -0.3026563 0.517 0.688 4.465816e-03
## SCP2 3.138276e-07 -0.2733669 0.397 0.604 5.028146e-03
## PTP4A2 3.348053e-07 -0.2691728 0.779 0.883 5.364250e-03
## PLCB2 3.568180e-07 -0.3062728 0.128 0.304 5.716938e-03
## ARRB2 3.671450e-07 -0.3573107 0.441 0.633 5.882398e-03
## ARMH1 3.783691e-07 0.2906211 0.379 0.204 6.062230e-03
## PARVG 3.926609e-07 -0.2811475 0.203 0.392 6.291212e-03
## PSMA4 3.932119e-07 -0.3481249 0.421 0.613 6.300040e-03
## TESPA1 4.047621e-07 0.2801033 0.459 0.258 6.485099e-03
## TBCC 4.108608e-07 0.2910714 0.528 0.325 6.582812e-03
## PCMT1 4.271965e-07 -0.2736323 0.314 0.529 6.844543e-03
## PGK1 4.320022e-07 -0.2766676 0.748 0.838 6.921539e-03
## THEMIS 4.419743e-07 0.2573651 0.300 0.125 7.081312e-03
## PDIA3 4.535836e-07 -0.3592349 0.586 0.746 7.267317e-03
## DPYD 4.945607e-07 -0.2718252 0.172 0.358 7.923851e-03
## FBXW5 5.010471e-07 -0.2824233 0.300 0.488 8.027777e-03
## INTS6 5.097787e-07 0.2879014 0.869 0.721 8.167674e-03
## SERINC5 5.294750e-07 0.2543729 0.476 0.296 8.483248e-03
## TES 5.351125e-07 -0.2796426 0.352 0.558 8.573572e-03
## PSTPIP1 5.391103e-07 -0.3287099 0.252 0.450 8.637626e-03
## TIMP1 5.450971e-07 -0.3856289 0.369 0.546 8.733546e-03
## RAB7A 5.786714e-07 -0.2705078 0.469 0.662 9.271473e-03
## DBNL 6.042929e-07 -0.2832551 0.403 0.583 9.681981e-03
## AP3S1 6.480750e-07 -0.2841608 0.203 0.400 1.038346e-02
## AGTPBP1 6.763240e-07 -0.2589341 0.114 0.275 1.083606e-02
## TAPBP 7.350553e-07 -0.2829318 0.666 0.792 1.177706e-02
## DEK 7.693297e-07 -0.2910374 0.517 0.704 1.232620e-02
## SLC2A3 8.002009e-07 0.3224782 0.828 0.671 1.282082e-02
## ATP6AP2 8.219828e-07 -0.3043405 0.524 0.667 1.316981e-02
## SAMHD1 8.449469e-07 -0.4173653 0.731 0.742 1.353774e-02
## RER1 8.620860e-07 -0.2756489 0.348 0.554 1.381234e-02
## HCST 8.870942e-07 -0.4918522 0.831 0.875 1.421302e-02
## STK10 8.958151e-07 -0.2777576 0.417 0.596 1.435275e-02
## IFIT2 9.289239e-07 -0.5156878 0.103 0.258 1.488322e-02
## MT2A 9.507579e-07 -0.2682012 0.193 0.388 1.523304e-02
## UBE2L6 9.862452e-07 -0.3310118 0.355 0.529 1.580162e-02
## METTL9 1.031642e-06 -0.3581329 0.424 0.588 1.652897e-02
## GTF2I 1.041540e-06 -0.3158115 0.372 0.571 1.668756e-02
## GPCPD1 1.056962e-06 -0.3079054 0.228 0.421 1.693465e-02
## SLCO3A1 1.174393e-06 -0.2784531 0.166 0.338 1.881613e-02
## FAR1 1.342962e-06 -0.2593329 0.100 0.254 2.151694e-02
## WAS 1.369342e-06 -0.3219248 0.428 0.583 2.193959e-02
## MACF1 1.445451e-06 -0.3124233 0.445 0.637 2.315902e-02
## SOD2 1.522233e-06 -0.5094676 0.397 0.546 2.438922e-02
## CMIP 1.608560e-06 -0.3044564 0.148 0.312 2.577235e-02
## NDUFB2 1.701199e-06 -0.2506062 0.634 0.800 2.725661e-02
## HEXB 1.728582e-06 -0.2631590 0.176 0.350 2.769534e-02
## DYNLT1 1.834000e-06 -0.3015876 0.269 0.462 2.938435e-02
## CD44 1.848393e-06 -0.2919921 0.803 0.908 2.961495e-02
## NDUFA1 1.880778e-06 -0.2679874 0.724 0.817 3.013382e-02
## SRP72 1.929180e-06 -0.2556675 0.417 0.617 3.090932e-02
## CITED4 2.027908e-06 0.2548058 0.355 0.183 3.249114e-02
## RPS6KA1 2.082496e-06 -0.2693936 0.231 0.421 3.336575e-02
## MBD2 2.117832e-06 -0.2985775 0.366 0.550 3.393190e-02
## GSTK1 2.263262e-06 -0.3163713 0.762 0.808 3.626198e-02
## TLE4 2.340231e-06 0.2597035 0.797 0.654 3.749518e-02
## TSHZ2 2.441911e-06 0.2971997 0.341 0.167 3.912429e-02
## UBR4 2.511306e-06 -0.2683505 0.162 0.325 4.023615e-02
## SSR1 2.552839e-06 -0.2571481 0.328 0.521 4.090159e-02
## CD164 2.607926e-06 -0.2875584 0.634 0.792 4.178419e-02
## SCAF11 2.623905e-06 -0.2911391 0.593 0.779 4.204021e-02
## SUB1 2.687139e-06 -0.2606266 0.848 0.912 4.305335e-02
## EIF4E2 2.736036e-06 -0.2675436 0.186 0.362 4.383676e-02
## HOOK3 2.960598e-06 -0.2686255 0.210 0.392 4.743470e-02
## CLDND1 3.084513e-06 -0.3246023 0.214 0.392 4.942007e-02
## RNPEPL1 3.091217e-06 -0.2857890 0.390 0.579 4.952748e-02
## WNK1 3.205153e-06 -0.2629047 0.390 0.575 5.135296e-02
## TACC1 3.264471e-06 -0.2738902 0.238 0.412 5.230336e-02
## PTK2B 3.346493e-06 -0.2604341 0.183 0.346 5.361751e-02
## ZFP36 3.441642e-06 -0.3795551 0.890 0.917 5.514199e-02
## PSMD4 3.890677e-06 -0.2573526 0.383 0.583 6.233642e-02
## PGLS 3.963936e-06 -0.3408213 0.469 0.637 6.351018e-02
## BAZ2B 4.178170e-06 -0.2653475 0.110 0.258 6.694264e-02
## LIPA 4.340079e-06 -0.2626970 0.200 0.367 6.953674e-02
## LPAR6 4.355606e-06 -0.2601735 0.214 0.392 6.978551e-02
## LAMTOR4 4.385748e-06 -0.3085221 0.738 0.796 7.026846e-02
## TMBIM1 4.465237e-06 -0.2602990 0.186 0.358 7.154203e-02
## LAMTOR5 4.483326e-06 -0.2513612 0.438 0.625 7.183185e-02
## SDCBP 4.831210e-06 -0.3815130 0.510 0.654 7.740564e-02
## FAM45A 4.884376e-06 -0.2577830 0.145 0.304 7.825748e-02
## EVI2A 5.028254e-06 -0.4030224 0.310 0.471 8.056269e-02
## TMEM154 5.292905e-06 -0.3294720 0.193 0.350 8.480293e-02
## IL17RA 5.583998e-06 -0.3873518 0.255 0.412 8.946681e-02
## SPCS3 5.977178e-06 -0.2737340 0.348 0.533 9.576634e-02
## SPN 6.605344e-06 -0.3381492 0.328 0.508 1.058308e-01
## CHMP7 6.738994e-06 0.2566900 0.359 0.200 1.079722e-01
## MAPK1 7.131191e-06 -0.2637784 0.217 0.396 1.142559e-01
## PHPT1 7.473503e-06 -0.2861028 0.224 0.379 1.197405e-01
## AP2M1 7.568433e-06 -0.2559612 0.521 0.675 1.212614e-01
## NAA38 1.042877e-05 -0.2645656 0.279 0.446 1.670898e-01
## GLRX 1.067135e-05 -0.3777489 0.552 0.671 1.709764e-01
## TMED10 1.109756e-05 -0.2653195 0.397 0.562 1.778050e-01
## ZBTB20 1.118122e-05 0.2853463 0.528 0.350 1.791455e-01
## MAP3K1 1.155163e-05 -0.3161042 0.314 0.475 1.850801e-01
## CYTH4 1.448607e-05 -0.3176402 0.317 0.467 2.320958e-01
## ZNHIT1 1.773611e-05 -0.2532265 0.407 0.579 2.841680e-01
## IKZF3 1.775278e-05 -0.3566340 0.252 0.392 2.844351e-01
## WIPF1 1.838041e-05 -0.2900378 0.445 0.617 2.944909e-01
## PRKAR1A 1.874867e-05 -0.2513244 0.297 0.471 3.003912e-01
## PDCD10 2.152924e-05 -0.2512223 0.334 0.492 3.449415e-01
## MTDH 2.425010e-05 -0.2541847 0.690 0.804 3.885352e-01
## CALR 2.585222e-05 -0.2952653 0.676 0.792 4.142043e-01
## FAM133B 2.779738e-05 0.2576330 0.793 0.654 4.453696e-01
## H2AFX 2.916430e-05 0.2595097 0.610 0.458 4.672705e-01
## LAPTM5 3.049344e-05 -0.2817783 0.976 0.954 4.885659e-01
## HACD4 3.108054e-05 -0.2605002 0.179 0.325 4.979723e-01
## RAP1A 3.168389e-05 -0.2615369 0.572 0.708 5.076393e-01
## AC025164.1 3.244963e-05 0.3088291 0.490 0.342 5.199080e-01
## AC245014.3 3.623262e-05 -0.2793763 0.138 0.275 5.805191e-01
## IER5 3.764785e-05 -0.2755259 0.703 0.758 6.031938e-01
## PRMT2 4.265720e-05 0.2811494 0.683 0.558 6.834537e-01
## DDIT4 4.279875e-05 0.3112297 0.638 0.512 6.857215e-01
## RCSD1 4.288042e-05 -0.2737419 0.400 0.554 6.870301e-01
## LACTB 5.713896e-05 -0.2546777 0.128 0.254 9.154804e-01
## LFNG 5.886960e-05 -0.2727586 0.238 0.375 9.432087e-01
## RAP2B 6.150579e-05 -0.2644926 0.283 0.442 9.854457e-01
## CAT 8.518805e-05 -0.2680974 0.262 0.400 1.000000e+00
## RUNX3 9.973874e-05 -0.3329575 0.297 0.446 1.000000e+00
## CMC1 1.075199e-04 -0.3166502 0.134 0.267 1.000000e+00
## POLE4 1.284096e-04 -0.2617910 0.286 0.429 1.000000e+00
## NEU1 1.334321e-04 -0.3727058 0.334 0.467 1.000000e+00
## GBP1 1.446013e-04 -0.2778972 0.238 0.379 1.000000e+00
## PPP2R5C 1.670598e-04 -0.3610980 0.634 0.696 1.000000e+00
## CDKN2D 1.864623e-04 -0.2712309 0.403 0.558 1.000000e+00
## FCGRT 1.873143e-04 -0.4621453 0.317 0.421 1.000000e+00
## SLC9A3R1 1.896057e-04 -0.3210773 0.431 0.554 1.000000e+00
## ZFAND5 2.082056e-04 -0.2835842 0.569 0.688 1.000000e+00
## IFNGR2 2.502365e-04 -0.2804723 0.176 0.292 1.000000e+00
## NAAA 2.698485e-04 -0.2515565 0.259 0.383 1.000000e+00
## HERPUD1 2.732992e-04 -0.2723402 0.693 0.771 1.000000e+00
## SYNE2 3.045493e-04 -0.4348976 0.500 0.537 1.000000e+00
## RNF213 4.424769e-04 -0.3001933 0.662 0.750 1.000000e+00
## DSTN 5.332700e-04 -0.2570449 0.424 0.537 1.000000e+00
## GBP2 5.343723e-04 -0.2784191 0.393 0.521 1.000000e+00
## PPT1 5.848107e-04 -0.3221722 0.379 0.467 1.000000e+00
## NFKBIZ 1.063159e-03 -0.4288225 0.576 0.629 1.000000e+00
## XAF1 1.230301e-03 -0.2587660 0.331 0.442 1.000000e+00
## CD81 1.341033e-03 -0.3703634 0.552 0.613 1.000000e+00
## LY6E 2.712413e-03 -0.3024844 0.648 0.704 1.000000e+00
## IER3 3.498236e-03 -0.5540815 0.407 0.475 1.000000e+00
## IRF7 3.776570e-03 -0.3261613 0.207 0.308 1.000000e+00
## CD37 5.679093e-03 -0.3044803 0.948 0.963 1.000000e+00
## ISG15 4.778856e-02 -0.3663420 0.431 0.500 1.000000e+00
## ID2 1.191610e-01 -0.2932159 0.755 0.750 1.000000e+00
## MX1 1.951729e-01 -0.3290229 0.238 0.279 1.000000e+00
## AIF1 2.743349e-01 -1.3456290 0.486 0.396 1.000000e+00
## IL32 2.800876e-01 -0.4582335 0.821 0.588 1.000000e+00
## IFI6 2.842321e-01 -0.2797347 0.324 0.362 1.000000e+00
## ABHD17A 2.978429e-01 -0.2502265 0.610 0.642 1.000000e+00# Find all markers of cluster 0 using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)
cluster0.markers1 <- FindMarkers(pbmcclust, ident.1 = 0, logfc.threshold = 0.25, test.use = "roc", only.pos = TRUE)
"Putative biomarkers (differentially expressed features) for cluster 0 (cell subpopulation 0) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"## [1] "Putative biomarkers (differentially expressed features) for cluster 0 (cell subpopulation 0) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"head(cluster0.markers1, n = 5)## myAUC avg_diff power avg_logFC pct.1 pct.2
## RPL30 0.929 0.5583264 0.858 0.5583264 1 1.000
## RPS13 0.928 0.5429216 0.856 0.5429216 1 1.000
## RPS3A 0.920 0.5747505 0.840 0.5747505 1 0.996
## RPL32 0.911 0.5570842 0.822 0.5570842 1 1.000
## RPS23 0.899 0.5256483 0.798 0.5256483 1 1.000cluster0.markers1## myAUC avg_diff power avg_logFC pct.1 pct.2
## RPL30 0.929 0.5583264 0.858 0.5583264 1.000 1.000
## RPS13 0.928 0.5429216 0.856 0.5429216 1.000 1.000
## RPS3A 0.920 0.5747505 0.840 0.5747505 1.000 0.996
## RPL32 0.911 0.5570842 0.822 0.5570842 1.000 1.000
## RPS23 0.899 0.5256483 0.798 0.5256483 1.000 1.000
## RPL35A 0.890 0.4675750 0.780 0.4675750 1.000 1.000
## RPL11 0.885 0.4927001 0.770 0.4927001 1.000 1.000
## RPL9 0.883 0.5086423 0.766 0.5086423 1.000 1.000
## RPS27 0.882 0.5366938 0.764 0.5366938 1.000 1.000
## RPL21 0.880 0.4827334 0.760 0.4827334 1.000 1.000
## RPS25 0.879 0.5436607 0.758 0.5436607 1.000 0.992
## RPL22 0.879 0.5051650 0.758 0.5051650 1.000 0.992
## RPS27A 0.878 0.5288348 0.756 0.5288348 1.000 1.000
## RPS12 0.875 0.5570598 0.750 0.5570598 1.000 1.000
## RPL34 0.874 0.4743073 0.748 0.4743073 1.000 1.000
## RPS14 0.873 0.4307927 0.746 0.4307927 1.000 0.996
## RPL19 0.871 0.4739262 0.742 0.4739262 1.000 1.000
## SARAF 0.862 0.6916201 0.724 0.6916201 1.000 0.887
## RPS16 0.859 0.4819068 0.718 0.4819068 1.000 0.996
## RPL5 0.857 0.4988120 0.714 0.4988120 1.000 1.000
## RPS15A 0.857 0.4450846 0.714 0.4450846 1.000 1.000
## RPS5 0.856 0.5658968 0.712 0.5658968 1.000 0.996
## TRABD2A 0.855 0.8708457 0.710 0.8708457 0.845 0.238
## RPLP2 0.854 0.3963106 0.708 0.3963106 1.000 0.996
## RPS15 0.848 0.3937701 0.696 0.3937701 1.000 0.996
## CCR7 0.847 0.9143938 0.694 0.9143938 0.886 0.288
## RPS6 0.847 0.5001683 0.694 0.5001683 1.000 1.000
## RPL13 0.843 0.4342204 0.686 0.4342204 1.000 1.000
## RPL39 0.843 0.3567970 0.686 0.3567970 1.000 1.000
## TCF7 0.837 0.8456422 0.674 0.8456422 0.955 0.488
## RPS21 0.835 0.4781013 0.670 0.4781013 1.000 0.996
## RPS28 0.834 0.3722911 0.668 0.3722911 1.000 1.000
## EEF1B2 0.832 0.5789655 0.664 0.5789655 1.000 0.975
## RPL37 0.831 0.3779128 0.662 0.3779128 1.000 0.996
## LEF1 0.830 0.8670950 0.660 0.8670950 0.852 0.279
## RPL18 0.830 0.4000847 0.660 0.4000847 1.000 0.996
## RPS3 0.827 0.4416503 0.654 0.4416503 1.000 0.996
## RPS8 0.826 0.4144121 0.652 0.4144121 1.000 0.996
## RPL14 0.824 0.4473179 0.648 0.4473179 1.000 0.996
## RPL10 0.822 0.3886420 0.644 0.3886420 1.000 1.000
## RPL3 0.821 0.4556627 0.642 0.4556627 1.000 1.000
## CD7 0.820 0.8427866 0.640 0.8427866 0.914 0.408
## RPL10A 0.816 0.4423495 0.632 0.4423495 1.000 0.996
## RPS26 0.815 0.3890931 0.630 0.3890931 1.000 0.992
## RPL29 0.813 0.3539645 0.626 0.3539645 1.000 1.000
## RPS29 0.811 0.4471419 0.622 0.4471419 1.000 1.000
## NACA 0.811 0.3528393 0.622 0.3528393 1.000 0.996
## RPL24 0.809 0.3517077 0.618 0.3517077 1.000 0.996
## RPS4X 0.806 0.4313088 0.612 0.4313088 1.000 1.000
## EEF1A1 0.804 0.3635411 0.608 0.3635411 1.000 1.000
## TPT1 0.803 0.3350019 0.606 0.3350019 1.000 1.000
## NPM1 0.798 0.5020585 0.596 0.5020585 0.993 0.958
## RPS10 0.798 0.3842393 0.596 0.3842393 1.000 0.996
## RPS20 0.794 0.4198104 0.588 0.4198104 1.000 0.992
## RPL12 0.793 0.3449980 0.586 0.3449980 1.000 0.996
## NOSIP 0.787 0.6969043 0.574 0.6969043 0.907 0.608
## RPL38 0.786 0.3959783 0.572 0.3959783 1.000 0.988
## RPS2 0.781 0.3510150 0.562 0.3510150 1.000 0.996
## FAU 0.776 0.2558862 0.552 0.2558862 1.000 1.000
## RPS18 0.774 0.3804388 0.548 0.3804388 1.000 0.996
## SATB1 0.772 0.7187160 0.544 0.7187160 0.755 0.317
## FHIT 0.772 0.7180857 0.544 0.7180857 0.659 0.146
## FOXP1 0.772 0.5839025 0.544 0.5839025 0.979 0.708
## BTG1 0.772 0.4489974 0.544 0.4489974 1.000 1.000
## RPSA 0.772 0.4292774 0.544 0.4292774 1.000 0.996
## RPL36 0.771 0.3758420 0.542 0.3758420 1.000 0.996
## PIK3IP1 0.768 0.6456776 0.536 0.6456776 0.872 0.496
## JUNB 0.767 0.5687110 0.534 0.5687110 0.993 0.988
## NOP53 0.767 0.4833431 0.534 0.4833431 0.983 0.892
## RPL18A 0.766 0.3256666 0.532 0.3256666 1.000 1.000
## RPS9 0.765 0.2812098 0.530 0.2812098 1.000 1.000
## TOMM7 0.763 0.3946392 0.526 0.3946392 1.000 0.971
## RPL37A 0.761 0.2804680 0.522 0.2804680 1.000 0.996
## RPS7 0.760 0.2791863 0.520 0.2791863 1.000 1.000
## RPL26 0.760 0.2531127 0.520 0.2531127 1.000 1.000
## RPL7A 0.759 0.2853590 0.518 0.2853590 1.000 1.000
## LDHB 0.758 0.5312887 0.516 0.5312887 1.000 0.771
## RPS4Y1 0.758 0.4191099 0.516 0.4191099 1.000 0.958
## RPL4 0.756 0.3471994 0.512 0.3471994 1.000 0.992
## RGS10 0.750 0.4434639 0.500 0.4434639 0.890 0.596
## GYPC 0.748 0.5392678 0.496 0.5392678 0.838 0.512
## LBH 0.747 0.5678937 0.494 0.5678937 0.876 0.471
## RPS19 0.747 0.2998579 0.494 0.2998579 1.000 1.000
## LRRN3 0.745 0.7853658 0.490 0.7853658 0.538 0.062
## RPL6 0.743 0.2604331 0.486 0.2604331 1.000 1.000
## RPL31 0.742 0.3463429 0.484 0.3463429 1.000 0.983
## RCAN3 0.739 0.5256757 0.478 0.5256757 0.800 0.396
## RPL41 0.737 0.2864139 0.474 0.2864139 1.000 1.000
## MT-CYB 0.737 0.2785670 0.474 0.2785670 1.000 1.000
## OXNAD1 0.736 0.5823389 0.472 0.5823389 0.621 0.217
## RPL23A 0.733 0.2824558 0.466 0.2824558 1.000 0.996
## LEPROTL1 0.732 0.5273797 0.464 0.5273797 0.852 0.550
## MAL 0.731 0.5862817 0.462 0.5862817 0.721 0.300
## RPL13A 0.730 0.2585919 0.460 0.2585919 1.000 1.000
## BCL11B 0.727 0.5234538 0.454 0.5234538 0.834 0.450
## RACK1 0.726 0.2517452 0.452 0.2517452 1.000 1.000
## CAMK4 0.724 0.5654692 0.448 0.5654692 0.634 0.233
## RPLP0 0.716 0.2695206 0.432 0.2695206 1.000 0.992
## EIF3E 0.715 0.3399959 0.430 0.3399959 0.990 0.950
## IL7R 0.713 0.3081925 0.426 0.3081925 0.897 0.396
## MARCKSL1 0.705 0.5432984 0.410 0.5432984 0.803 0.525
## C12orf57 0.704 0.4055585 0.408 0.4055585 0.952 0.683
## EEF1D 0.698 0.2581237 0.396 0.2581237 1.000 0.996
## CD3E 0.697 0.4419629 0.394 0.4419629 0.990 0.604
## MALAT1 0.697 0.3509591 0.394 0.3509591 1.000 1.000
## CD27 0.692 0.3183670 0.384 0.3183670 0.831 0.425
## PDE7A 0.690 0.5132178 0.380 0.5132178 0.603 0.300
## SELL 0.689 0.3991002 0.378 0.3991002 0.907 0.621
## CYTIP 0.689 0.3977733 0.378 0.3977733 0.766 0.492
## ETS1 0.686 0.4340356 0.372 0.4340356 0.852 0.537
## RPL36A 0.686 0.3149278 0.372 0.3149278 0.983 0.908
## PRKCA 0.685 0.4322372 0.370 0.4322372 0.614 0.292
## RPL23 0.685 0.2878928 0.370 0.2878928 1.000 0.988
## HIST1H4C 0.680 0.4057912 0.360 0.4057912 0.886 0.721
## CXCR4 0.679 0.5332224 0.358 0.5332224 0.734 0.504
## ST13 0.679 0.4021408 0.358 0.4021408 0.817 0.583
## EPHX2 0.678 0.4180491 0.356 0.4180491 0.438 0.096
## NUCB2 0.675 0.4182139 0.350 0.4182139 0.638 0.329
## IL6ST 0.675 0.4041836 0.350 0.4041836 0.628 0.329
## SNHG8 0.674 0.3740106 0.348 0.3740106 0.841 0.600
## CD69 0.673 0.4091240 0.346 0.4091240 0.866 0.562
## FCMR 0.672 0.3852287 0.344 0.3852287 0.676 0.371
## LTB 0.672 0.2517397 0.344 0.2517397 0.993 0.633
## C6orf48 0.671 0.3862771 0.342 0.3862771 0.724 0.504
## OCIAD2 0.671 0.3742762 0.342 0.3742762 0.662 0.362
## UQCRB 0.671 0.2586220 0.342 0.2586220 1.000 0.963
## APBA2 0.668 0.4525786 0.336 0.4525786 0.390 0.058
## ID3 0.667 0.4760071 0.334 0.4760071 0.552 0.262
## ABLIM1 0.663 0.4306746 0.326 0.4306746 0.524 0.229
## ACTN1 0.663 0.3266241 0.326 0.3266241 0.572 0.275
## LINC00861 0.662 0.3981258 0.324 0.3981258 0.624 0.354
## DGKA 0.662 0.3228918 0.324 0.3228918 0.610 0.342
## RETREG1 0.660 0.3968886 0.320 0.3968886 0.452 0.158
## RHOH 0.660 0.3594126 0.320 0.3594126 0.686 0.417
## HSPB1 0.659 0.4196399 0.318 0.4196399 0.552 0.283
## DUSP2 0.659 0.4175668 0.318 0.4175668 0.755 0.492
## CD40LG 0.658 0.4185556 0.316 0.4185556 0.469 0.188
## RGCC 0.658 0.3612950 0.316 0.3612950 0.641 0.379
## MYC 0.656 0.3805027 0.312 0.3805027 0.593 0.325
## STK17A 0.656 0.3675286 0.312 0.3675286 0.724 0.458
## MZT2B 0.656 0.2754505 0.312 0.2754505 0.886 0.783
## LAT 0.655 0.3255624 0.310 0.3255624 0.762 0.512
## RASGRP1 0.655 0.2667296 0.310 0.2667296 0.676 0.388
## NOG 0.654 0.4273256 0.308 0.4273256 0.331 0.025
## CHRM3-AS2 0.654 0.4166865 0.308 0.4166865 0.383 0.083
## KLF2 0.652 0.3133693 0.304 0.3133693 0.986 0.958
## CD3G 0.651 0.2664237 0.302 0.2664237 0.938 0.575
## SOCS3 0.649 0.4288443 0.298 0.4288443 0.662 0.408
## ILF3-DT 0.649 0.2964581 0.298 0.2964581 0.793 0.525
## ANP32B 0.648 0.2617373 0.296 0.2617373 0.934 0.846
## AAK1 0.647 0.3045060 0.294 0.3045060 0.793 0.558
## ITM2A 0.646 0.3185279 0.292 0.3185279 0.634 0.358
## MAML2 0.645 0.3955582 0.290 0.3955582 0.438 0.179
## TXK 0.645 0.2979608 0.290 0.2979608 0.503 0.225
## LINC01550 0.643 0.3939544 0.286 0.3939544 0.372 0.104
## EIF2S3 0.643 0.3218904 0.286 0.3218904 0.752 0.554
## ACAP1 0.643 0.2826443 0.286 0.2826443 0.883 0.642
## ITK 0.642 0.3311770 0.284 0.3311770 0.500 0.262
## TRBC2 0.642 0.2914010 0.284 0.2914010 0.900 0.637
## ATM 0.642 0.2788496 0.284 0.2788496 0.797 0.617
## GCC2 0.641 0.3263822 0.282 0.3263822 0.724 0.496
## LDLRAP1 0.641 0.3230084 0.282 0.3230084 0.517 0.262
## ZFP36L2 0.640 0.2626130 0.280 0.2626130 1.000 0.971
## NR4A1 0.639 0.4119745 0.278 0.4119745 0.672 0.492
## PDK1 0.637 0.3467001 0.274 0.3467001 0.390 0.125
## LCK 0.637 0.2628480 0.274 0.2628480 0.900 0.550
## ITGA6 0.636 0.4083514 0.272 0.4083514 0.397 0.158
## FAM102A 0.636 0.3047922 0.272 0.3047922 0.479 0.225
## DNAJB1 0.635 0.3754180 0.270 0.3754180 0.814 0.671
## PSIP1 0.632 0.2904691 0.264 0.2904691 0.741 0.558
## CHI3L2 0.631 0.3703222 0.262 0.3703222 0.303 0.042
## TRBC1 0.631 0.3694381 0.262 0.3694381 0.700 0.471
## BTG2 0.631 0.3326284 0.262 0.3326284 0.924 0.863
## PDE3B 0.631 0.3140992 0.262 0.3140992 0.445 0.196
## TRAT1 0.631 0.3062950 0.262 0.3062950 0.562 0.308
## NSA2 0.630 0.2986683 0.260 0.2986683 0.859 0.750
## ATP6V0E2 0.628 0.2870094 0.256 0.2870094 0.469 0.229
## SOCS1 0.627 0.2916153 0.254 0.2916153 0.624 0.404
## INTS6 0.626 0.2879014 0.252 0.2879014 0.869 0.721
## MAN1C1 0.625 0.3333139 0.250 0.3333139 0.303 0.062
## AC114760.2 0.625 0.3222678 0.250 0.3222678 0.462 0.238
## SLC2A3 0.624 0.3224782 0.248 0.3224782 0.828 0.671
## SCML4 0.623 0.2774746 0.246 0.2774746 0.393 0.162
## ZNF331 0.622 0.3379911 0.244 0.3379911 0.517 0.288
## AC026979.2 0.621 0.3302823 0.242 0.3302823 0.448 0.242
## FLT3LG 0.620 0.2635423 0.240 0.2635423 0.555 0.338
## TLE4 0.618 0.2597035 0.236 0.2597035 0.797 0.654
## STMN1 0.617 0.2650837 0.234 0.2650837 0.407 0.179
## TBCC 0.616 0.2910714 0.232 0.2910714 0.528 0.325
## TNRC6C 0.614 0.2904950 0.228 0.2904950 0.479 0.271
## SERINC5 0.612 0.2543729 0.224 0.2543729 0.476 0.296
## TESPA1 0.610 0.2801033 0.220 0.2801033 0.459 0.258
## SPTBN1 0.609 0.2939367 0.218 0.2939367 0.417 0.229
## PGGHG 0.608 0.2649670 0.216 0.2649670 0.345 0.138
## BACH2 0.607 0.2995593 0.214 0.2995593 0.286 0.079
## MLLT3 0.606 0.2885033 0.212 0.2885033 0.338 0.146
## FAM133B 0.605 0.2576330 0.210 0.2576330 0.793 0.654
## ARMH1 0.604 0.2906211 0.208 0.2906211 0.379 0.204
## TMEM204 0.602 0.2520670 0.204 0.2520670 0.341 0.162
## AREG 0.601 0.3445221 0.202 0.3445221 0.300 0.108
## ZBTB20 0.601 0.2853463 0.202 0.2853463 0.528 0.350
## PRMT2 0.600 0.2811494 0.200 0.2811494 0.683 0.558
## H2AFX 0.600 0.2595097 0.200 0.2595097 0.610 0.458
## DDIT4 0.599 0.3112297 0.198 0.3112297 0.638 0.512
## CITED4 0.595 0.2548058 0.190 0.2548058 0.355 0.183
## AC025164.1 0.594 0.3088291 0.188 0.3088291 0.490 0.342
## TSHZ2 0.592 0.2971997 0.184 0.2971997 0.341 0.167
## THEMIS 0.592 0.2573651 0.184 0.2573651 0.300 0.125
## CHMP7 0.591 0.2566900 0.182 0.2566900 0.359 0.200
## ADTRP 0.589 0.2521744 0.178 0.2521744 0.231 0.058
## GSTM3 0.588 0.2581081 0.176 0.2581081 0.248 0.079
## SOX4 0.520 0.5874214 0.040 0.5874214 0.245 0.238# Find all markers of cluster 1
cluster1.markers <- FindMarkers(pbmcclust, ident.1 = 1, min.pct = 0.25)
"Putative biomarkers (differentially expressed features) for cluster 1 (cell subpopulation 1)"## [1] "Putative biomarkers (differentially expressed features) for cluster 1 (cell subpopulation 1)"head(cluster1.markers, n = 5)## p_val avg_logFC pct.1 pct.2 p_val_adj
## NPDC1 1.829932e-31 0.4143438 0.36 0.012 2.931917e-27
## AQP3 9.885156e-28 0.8958006 0.84 0.316 1.583800e-23
## ITGB1 9.206521e-27 0.8783399 0.83 0.302 1.475069e-22
## LMNA 7.931454e-26 0.4924508 0.33 0.019 1.270778e-21
## MAF 1.454559e-25 0.7668634 0.57 0.109 2.330494e-21cluster1.markers## p_val avg_logFC pct.1 pct.2 p_val_adj
## NPDC1 1.829932e-31 0.4143438 0.36 0.012 2.931917e-27
## AQP3 9.885156e-28 0.8958006 0.84 0.316 1.583800e-23
## ITGB1 9.206521e-27 0.8783399 0.83 0.302 1.475069e-22
## LMNA 7.931454e-26 0.4924508 0.33 0.019 1.270778e-21
## MAF 1.454559e-25 0.7668634 0.57 0.109 2.330494e-21
## TRADD 4.242882e-24 0.5952303 0.78 0.247 6.797946e-20
## B2M 2.423650e-23 0.3202562 1.00 1.000 3.883172e-19
## TNFRSF4 1.535530e-21 0.4394144 0.31 0.026 2.460227e-17
## LIMS1 6.052322e-21 0.6334703 0.81 0.333 9.697031e-17
## FUT7 5.800086e-20 0.3829141 0.33 0.035 9.292897e-16
## KLRB1 6.128181e-20 0.9597491 0.49 0.109 9.818572e-16
## IL32 8.390080e-20 0.8324721 0.95 0.660 1.344259e-15
## OPTN 4.273907e-18 0.4740704 0.76 0.274 6.847654e-14
## PBXIP1 5.733324e-17 0.6172320 0.88 0.486 9.185932e-13
## SYNE2 5.977049e-17 0.5802131 0.85 0.440 9.576428e-13
## RORA 2.481724e-16 0.5303267 0.79 0.349 3.976218e-12
## NSG1 4.343286e-16 0.3124743 0.31 0.044 6.958814e-12
## CDC25B 2.140114e-15 0.4487683 0.69 0.260 3.428890e-11
## LTB 2.624345e-15 0.6756063 0.99 0.793 4.204725e-11
## FAS 6.307664e-15 0.3322822 0.30 0.047 1.010614e-10
## TRAC 1.827199e-14 0.6112388 1.00 0.749 2.927538e-10
## PRDM1 1.917098e-14 0.3817333 0.30 0.049 3.071574e-10
## HLA-A 7.742961e-14 0.3062613 1.00 1.000 1.240577e-09
## AIF1 5.897260e-13 -1.5433901 0.15 0.514 9.448591e-09
## ZC3H12D 7.418081e-13 0.3209299 0.29 0.051 1.188525e-08
## CD2 7.772878e-13 0.4993680 0.92 0.574 1.245370e-08
## CD52 1.289051e-12 0.3624752 1.00 0.981 2.065317e-08
## AHNAK 1.535332e-12 0.3825971 0.87 0.421 2.459909e-08
## S100A10 7.057065e-12 0.4563877 0.98 0.835 1.130683e-07
## CDC14A 2.027199e-11 0.3901567 0.66 0.312 3.247978e-07
## GSTK1 2.589957e-11 0.4400771 0.90 0.756 4.149629e-07
## TTC39C 3.821082e-11 0.4368412 0.66 0.309 6.122138e-07
## CALM1 1.061831e-10 0.2780072 1.00 0.986 1.701265e-06
## HSPA8 1.487065e-10 0.3510700 0.99 0.947 2.382576e-06
## TAGLN2 2.459509e-10 0.4133682 0.91 0.653 3.940626e-06
## AC058791.1 2.661662e-10 0.3671259 0.54 0.209 4.264514e-06
## TNFRSF25 2.683158e-10 0.4409164 0.63 0.288 4.298956e-06
## BORCS5 4.793749e-10 0.3247120 0.42 0.142 7.680545e-06
## ISG20 7.297636e-10 0.3774562 0.87 0.584 1.169227e-05
## PECAM1 9.931437e-10 -0.5553101 0.01 0.305 1.591215e-05
## CASK 1.219319e-09 0.2511321 0.38 0.114 1.953594e-05
## LDHA 1.275929e-09 0.3607162 0.94 0.765 2.044294e-05
## CLDND1 1.347489e-09 0.3985198 0.55 0.235 2.158947e-05
## CD82 1.678976e-09 0.3089305 0.45 0.156 2.690055e-05
## CD99 1.887927e-09 0.2585740 0.94 0.709 3.024837e-05
## ODF2L 2.071587e-09 0.3517670 0.64 0.319 3.319097e-05
## GPR183 2.200009e-09 0.3662790 0.52 0.214 3.524854e-05
## BIRC3 2.273713e-09 0.4718139 0.69 0.363 3.642943e-05
## LDHB 2.309328e-09 0.3359075 1.00 0.872 3.700006e-05
## CCND2 2.434860e-09 0.3681556 0.64 0.316 3.901133e-05
## IL10RA 2.524211e-09 0.5262508 0.73 0.421 4.044291e-05
## ATP8B2 2.814354e-09 0.2543910 0.43 0.144 4.509159e-05
## MIAT 3.103304e-09 0.2554264 0.27 0.065 4.972114e-05
## HINT1 3.136425e-09 0.3026866 0.99 0.942 5.025180e-05
## PIM2 3.351710e-09 0.4310802 0.67 0.349 5.370111e-05
## IKZF3 5.223590e-09 0.4351032 0.55 0.260 8.369235e-05
## GBP1 5.342682e-09 0.3794538 0.55 0.244 8.560045e-05
## SPOCK2 5.414891e-09 0.3998604 0.81 0.474 8.675738e-05
## ZEB2 5.743792e-09 -0.8525170 0.01 0.284 9.202704e-05
## FAM129A 6.415043e-09 0.2732221 0.27 0.070 1.027818e-04
## SKAP1 7.169056e-09 0.3169079 0.80 0.442 1.148626e-04
## CD28 1.229593e-08 0.3657465 0.58 0.277 1.970054e-04
## PAG1 1.975712e-08 0.4075128 0.72 0.405 3.165486e-04
## SMC4 2.326123e-08 0.2867129 0.40 0.142 3.726915e-04
## SOX4 2.426927e-08 -1.1082630 0.03 0.291 3.888422e-04
## AC091271.1 2.767364e-08 0.3310931 0.49 0.209 4.433871e-04
## CD84 2.944277e-08 0.2834335 0.48 0.191 4.717320e-04
## PHACTR2 3.178906e-08 0.3290351 0.48 0.205 5.093244e-04
## INPP4B 3.992138e-08 0.3203181 0.58 0.270 6.396203e-04
## FXYD5 5.132124e-08 0.3033401 0.96 0.907 8.222689e-04
## PLAC8 9.980225e-08 -0.4464820 0.54 0.749 1.599032e-03
## PRDX2 1.157204e-07 0.3068881 0.84 0.563 1.854072e-03
## PRKAG1 1.210946e-07 0.2770448 0.55 0.253 1.940178e-03
## FAM107B 1.605088e-07 0.3545740 0.84 0.588 2.571672e-03
## IL2RG 1.662198e-07 0.2908353 0.90 0.637 2.663173e-03
## GBP5 1.709887e-07 0.4717249 0.44 0.195 2.739580e-03
## ANKRD12 1.878926e-07 0.3024821 0.97 0.756 3.010415e-03
## SIT1 2.014872e-07 0.2663326 0.60 0.288 3.228229e-03
## PLEK 2.319563e-07 -0.6331709 0.03 0.263 3.716404e-03
## AES 2.786784e-07 0.3023544 1.00 0.921 4.464985e-03
## PARP1 3.169365e-07 0.2915753 0.58 0.302 5.077957e-03
## LPAR6 3.343695e-07 0.2981840 0.51 0.244 5.357267e-03
## TRBC2 5.422081e-07 0.4292782 0.94 0.744 8.687258e-03
## ICAM2 6.475072e-07 0.2753125 0.68 0.402 1.037436e-02
## TRIB2 7.350707e-07 0.2538027 0.44 0.179 1.177730e-02
## TRAF1 8.652271e-07 0.2802376 0.28 0.095 1.386267e-02
## PASK 9.579810e-07 0.3246113 0.30 0.107 1.534877e-02
## IFNGR2 9.946541e-07 -0.3977670 0.05 0.270 1.593635e-02
## SH3BP5 1.231806e-06 0.2838202 0.54 0.267 1.973600e-02
## IL7R 1.296168e-06 0.6007838 0.82 0.635 2.076720e-02
## EIF3A 1.395096e-06 0.2985784 0.81 0.577 2.235223e-02
## CD27 1.468288e-06 0.3665400 0.87 0.595 2.352491e-02
## EMP3 1.511867e-06 0.2738611 0.99 0.884 2.422313e-02
## PPP2R5C 1.639284e-06 0.3659784 0.81 0.628 2.626460e-02
## DNAJA1 1.693334e-06 0.3234393 0.97 0.837 2.713060e-02
## PEBP1 2.033198e-06 0.3139480 0.88 0.672 3.257590e-02
## TYROBP 2.256334e-06 -1.7579415 0.06 0.267 3.615099e-02
## ARID5B 2.512913e-06 0.3516523 0.60 0.330 4.026189e-02
## S1PR4 2.567372e-06 0.3320615 0.72 0.456 4.113444e-02
## SRSF7 3.002812e-06 0.2749733 1.00 0.953 4.811106e-02
## YWHAQ 3.025172e-06 0.3189458 0.74 0.481 4.846930e-02
## PRDX1 3.232201e-06 0.2966337 0.85 0.665 5.178632e-02
## PLP2 3.364626e-06 0.3249836 0.73 0.544 5.390803e-02
## CD55 3.744666e-06 -0.4043954 0.39 0.563 5.999703e-02
## RGS10 3.847236e-06 -0.3671388 0.65 0.781 6.164041e-02
## HSP90AA1 4.316667e-06 0.2943446 1.00 0.965 6.916164e-02
## HLA-DMB 5.159230e-06 -0.5065936 0.05 0.253 8.266119e-02
## TBC1D4 6.069488e-06 0.3505206 0.44 0.228 9.724534e-02
## KMT2A 6.474826e-06 0.2907602 0.81 0.579 1.037397e-01
## ADA2 6.996810e-06 -0.4635152 0.11 0.309 1.121029e-01
## SLFN5 7.001154e-06 0.3658638 0.82 0.556 1.121725e-01
## GBP2 7.345078e-06 0.3390004 0.67 0.400 1.176828e-01
## EZR 8.725473e-06 0.2657626 0.73 0.463 1.397995e-01
## LRRN3 8.781212e-06 -0.4518007 0.15 0.363 1.406926e-01
## TENT5A 1.076649e-05 -0.4139125 0.14 0.342 1.725008e-01
## ATP2B1 1.234647e-05 0.2884794 0.52 0.274 1.978152e-01
## AGTRAP 1.346735e-05 -0.4631613 0.11 0.305 2.157738e-01
## FGL2 1.475003e-05 -0.9410897 0.08 0.267 2.363250e-01
## CD5 1.535255e-05 0.3723218 0.53 0.286 2.459785e-01
## ACTN1 1.614918e-05 -0.3148803 0.27 0.477 2.587421e-01
## IER3 2.007712e-05 -0.6680244 0.28 0.474 3.216756e-01
## FCGRT 2.199006e-05 -0.5264287 0.23 0.395 3.523248e-01
## CTSD 2.413411e-05 -0.7353000 0.48 0.595 3.866767e-01
## CORO1B 2.562564e-05 0.3173220 0.64 0.400 4.105740e-01
## CST3 2.852734e-05 -1.6832702 0.09 0.267 4.570651e-01
## SELL 3.296741e-05 -0.3371382 0.65 0.807 5.282039e-01
## CYTOR 3.473755e-05 0.2640306 0.34 0.151 5.565650e-01
## CD6 3.588254e-05 0.2612087 0.67 0.414 5.749101e-01
## PIM3 3.632780e-05 0.2522565 0.49 0.270 5.820440e-01
## FGFR1OP2 4.088539e-05 0.2590489 0.71 0.433 6.550657e-01
## CEP290 4.379605e-05 0.2581257 0.31 0.137 7.017003e-01
## APBA2 4.512478e-05 -0.2929642 0.09 0.274 7.229892e-01
## SATB1 4.556369e-05 -0.3918546 0.44 0.584 7.300215e-01
## NUCB2 4.605385e-05 -0.3413849 0.34 0.535 7.378748e-01
## ANXA1 8.330726e-05 0.4821294 0.69 0.498 1.000000e+00
## C1orf162 1.309613e-04 -0.3570141 0.47 0.635 1.000000e+00
## USP10 1.442472e-04 0.3050068 0.45 0.260 1.000000e+00
## NUP214 1.446441e-04 -0.4431269 0.10 0.260 1.000000e+00
## CYCS 1.588165e-04 0.2527209 0.85 0.665 1.000000e+00
## IER5 1.861591e-04 0.2739617 0.83 0.705 1.000000e+00
## SDCBP 2.029272e-04 -0.3430283 0.50 0.593 1.000000e+00
## TRABD2A 2.294274e-04 -0.3130238 0.50 0.586 1.000000e+00
## IL17RA 2.834321e-04 -0.3832961 0.21 0.353 1.000000e+00
## PPT1 3.364749e-04 -0.3338791 0.31 0.444 1.000000e+00
## ARL4A 3.468731e-04 0.2733541 0.50 0.312 1.000000e+00
## FHIT 3.499740e-04 -0.3294085 0.29 0.458 1.000000e+00
## RAP1B 3.605249e-04 -0.3315514 0.88 0.891 1.000000e+00
## CD7 4.442342e-04 -0.3697692 0.64 0.695 1.000000e+00
## CTSS 4.657293e-04 -1.6094433 0.61 0.630 1.000000e+00
## S100A8 4.944966e-04 -3.1726407 0.11 0.251 1.000000e+00
## TNF 5.567953e-04 0.2808339 0.35 0.191 1.000000e+00
## RPS27L 6.025127e-04 0.2833992 0.84 0.635 1.000000e+00
## PMAIP1 8.186997e-04 0.3278644 0.52 0.367 1.000000e+00
## FTL 1.043251e-03 -0.9827629 1.00 0.991 1.000000e+00
## HCST 1.217887e-03 -0.3536349 0.85 0.851 1.000000e+00
## BLVRB 1.314930e-03 -0.4813788 0.13 0.258 1.000000e+00
## RNF130 1.556146e-03 -0.5024528 0.13 0.251 1.000000e+00
## LYZ 1.980214e-03 -3.2013982 0.31 0.412 1.000000e+00
## CXCR4 2.037815e-03 -0.3531744 0.60 0.637 1.000000e+00
## ASAH1 2.133827e-03 -0.4635102 0.35 0.444 1.000000e+00
## LYST 2.196374e-03 -0.3670468 0.13 0.260 1.000000e+00
## RGS2 2.811058e-03 -0.6393629 0.36 0.447 1.000000e+00
## RHOB 2.936067e-03 -0.3634231 0.23 0.365 1.000000e+00
## TFRC 3.129205e-03 0.2617598 0.42 0.277 1.000000e+00
## HLA-DPA1 3.511594e-03 -0.8572026 0.35 0.463 1.000000e+00
## CNPY3 3.551261e-03 -0.3701454 0.38 0.458 1.000000e+00
## MSN 3.611334e-03 -0.2698479 0.68 0.656 1.000000e+00
## SMAP2 3.691474e-03 -0.2516811 0.60 0.658 1.000000e+00
## HLA-DPB1 3.820926e-03 -0.6989276 0.31 0.423 1.000000e+00
## FBXL5 4.048655e-03 -0.2825357 0.20 0.307 1.000000e+00
## STAT1 4.077865e-03 0.3026856 0.56 0.407 1.000000e+00
## GLUL 4.810952e-03 -0.2517260 0.15 0.272 1.000000e+00
## NCF1 5.300801e-03 -0.7186819 0.48 0.507 1.000000e+00
## NPC2 7.166847e-03 -0.5312940 0.46 0.477 1.000000e+00
## H3F3A 8.700563e-03 -0.3439859 1.00 0.993 1.000000e+00
## NAMPT 9.995417e-03 -0.3847246 0.26 0.360 1.000000e+00
## APLP2 1.010344e-02 -0.5559629 0.26 0.333 1.000000e+00
## HSBP1 1.069445e-02 -0.2530467 0.24 0.326 1.000000e+00
## GRN 1.293271e-02 -0.7155357 0.18 0.258 1.000000e+00
## JAML 1.373461e-02 -0.3792887 0.32 0.391 1.000000e+00
## EFHD2 1.396386e-02 -0.5764982 0.26 0.323 1.000000e+00
## TKT 1.513754e-02 -0.5302353 0.66 0.621 1.000000e+00
## SERPINB1 1.677809e-02 -0.3087664 0.55 0.547 1.000000e+00
## CTSZ 1.868383e-02 -0.4497413 0.18 0.258 1.000000e+00
## GNPTAB 1.905961e-02 -0.2615852 0.20 0.291 1.000000e+00
## GSTP1 2.007470e-02 -0.6414288 0.65 0.612 1.000000e+00
## RASGRP1 2.024051e-02 0.2518850 0.69 0.512 1.000000e+00
## CCR7 2.285459e-02 -0.2754660 0.61 0.616 1.000000e+00
## HLA-DRB1 2.595805e-02 -0.9429555 0.24 0.323 1.000000e+00
## LTA4H 2.644197e-02 -0.3626626 0.36 0.407 1.000000e+00
## KLF10 3.727971e-02 -0.2952876 0.21 0.274 1.000000e+00
## S100A6 4.336143e-02 -0.5099594 0.99 0.940 1.000000e+00
## S100A9 4.591700e-02 -3.4788238 0.25 0.291 1.000000e+00
## HLA-DRA 4.844233e-02 -1.5380203 0.26 0.309 1.000000e+00
## AP2S1 5.065057e-02 -0.2610488 0.52 0.516 1.000000e+00
## BRI3 6.326460e-02 -0.5106138 0.62 0.556 1.000000e+00
## NAGK 7.492654e-02 -0.2924511 0.25 0.295 1.000000e+00
## PSAP 7.576386e-02 -1.1071095 0.51 0.481 1.000000e+00
## LST1 7.863939e-02 -0.8349971 0.32 0.347 1.000000e+00
## LAMTOR1 8.054338e-02 -0.2699014 0.60 0.549 1.000000e+00
## RAC1 9.186119e-02 -0.3084966 0.74 0.679 1.000000e+00
## GZMM 1.219494e-01 -0.2894116 0.33 0.358 1.000000e+00
## CAPG 1.268578e-01 -0.3496499 0.21 0.251 1.000000e+00
## PYCARD 1.295659e-01 -0.3202683 0.44 0.437 1.000000e+00
## SRGN 1.445684e-01 -0.3283855 0.88 0.684 1.000000e+00
## TYMP 2.063145e-01 -0.7142373 0.34 0.342 1.000000e+00
## STXBP2 2.307642e-01 -0.3052948 0.39 0.384 1.000000e+00
## CEBPB 2.413336e-01 -0.2612955 0.47 0.467 1.000000e+00
## TSPO 2.997602e-01 -0.2798126 0.85 0.721 1.000000e+00
## LGALS1 3.274547e-01 -0.5337545 0.46 0.323 1.000000e+00
## AP1S2 3.629198e-01 -0.3646895 0.38 0.374 1.000000e+00
## OAZ1 4.631493e-01 -0.3884969 0.99 0.956 1.000000e+00
## FTH1 5.045689e-01 -0.3643306 1.00 1.000 1.000000e+00
## VSIR 5.073851e-01 -0.2909239 0.60 0.509 1.000000e+00
## ATP6V0B 5.485838e-01 -0.3210380 0.57 0.493 1.000000e+00
## CYBA 7.487671e-01 -0.3358479 0.97 0.874 1.000000e+00
## TALDO1 7.635410e-01 -0.3478691 0.73 0.542 1.000000e+00
## CD74 8.325157e-01 -0.8969129 0.86 0.728 1.000000e+00# Find all markers of cluster 1 using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)
cluster1.markers1 <- FindMarkers(pbmcclust, ident.1 = 1, logfc.threshold = 0.25, test.use = "roc", only.pos = TRUE)
"Putative biomarkers (differentially expressed features) for cluster 1 (cell subpopulation 1) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"## [1] "Putative biomarkers (differentially expressed features) for cluster 1 (cell subpopulation 1) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"head(cluster1.markers1, n = 5)## myAUC avg_diff power avg_logFC pct.1 pct.2
## B2M 0.819 0.3202562 0.638 0.3202562 1.00 1.000
## AQP3 0.813 0.8958006 0.626 0.8958006 0.84 0.316
## ITGB1 0.805 0.8783399 0.610 0.8783399 0.83 0.302
## IL32 0.789 0.8324721 0.578 0.8324721 0.95 0.660
## TRADD 0.776 0.5952303 0.552 0.5952303 0.78 0.247cluster1.markers1## myAUC avg_diff power avg_logFC pct.1 pct.2
## B2M 0.819 0.3202562 0.638 0.3202562 1.00 1.000
## AQP3 0.813 0.8958006 0.626 0.8958006 0.84 0.316
## ITGB1 0.805 0.8783399 0.610 0.8783399 0.83 0.302
## IL32 0.789 0.8324721 0.578 0.8324721 0.95 0.660
## TRADD 0.776 0.5952303 0.552 0.5952303 0.78 0.247
## LIMS1 0.771 0.6334703 0.542 0.6334703 0.81 0.333
## PBXIP1 0.757 0.6172320 0.514 0.6172320 0.88 0.486
## LTB 0.753 0.6756063 0.506 0.6756063 0.99 0.793
## SYNE2 0.753 0.5802131 0.506 0.5802131 0.85 0.440
## TRAC 0.745 0.6112388 0.490 0.6112388 1.00 0.749
## OPTN 0.740 0.4740704 0.480 0.4740704 0.76 0.274
## HLA-A 0.740 0.3062613 0.480 0.3062613 1.00 1.000
## RORA 0.738 0.5303267 0.476 0.5303267 0.79 0.349
## MAF 0.732 0.7668634 0.464 0.7668634 0.57 0.109
## CD52 0.728 0.3624752 0.456 0.3624752 1.00 0.981
## CD2 0.724 0.4993680 0.448 0.4993680 0.92 0.574
## S100A10 0.720 0.4563877 0.440 0.4563877 0.98 0.835
## CDC25B 0.715 0.4487683 0.430 0.4487683 0.69 0.260
## GSTK1 0.713 0.4400771 0.426 0.4400771 0.90 0.756
## AHNAK 0.713 0.3825971 0.426 0.3825971 0.87 0.421
## CALM1 0.707 0.2780072 0.414 0.2780072 1.00 0.986
## HSPA8 0.706 0.3510700 0.412 0.3510700 0.99 0.947
## TAGLN2 0.700 0.4133682 0.400 0.4133682 0.91 0.653
## KLRB1 0.697 0.9597491 0.394 0.9597491 0.49 0.109
## LDHA 0.694 0.3607162 0.388 0.3607162 0.94 0.765
## ISG20 0.693 0.3774562 0.386 0.3774562 0.87 0.584
## LDHB 0.692 0.3359075 0.384 0.3359075 1.00 0.872
## CD99 0.691 0.2585740 0.382 0.2585740 0.94 0.709
## HINT1 0.690 0.3026866 0.380 0.3026866 0.99 0.942
## CDC14A 0.687 0.3901567 0.374 0.3901567 0.66 0.312
## TTC39C 0.684 0.4368412 0.368 0.4368412 0.66 0.309
## SPOCK2 0.678 0.3998604 0.356 0.3998604 0.81 0.474
## IL10RA 0.677 0.5262508 0.354 0.5262508 0.73 0.421
## FXYD5 0.675 0.3033401 0.350 0.3033401 0.96 0.907
## SKAP1 0.674 0.3169079 0.348 0.3169079 0.80 0.442
## BIRC3 0.673 0.4718139 0.346 0.4718139 0.69 0.363
## TNFRSF25 0.673 0.4409164 0.346 0.4409164 0.63 0.288
## NPDC1 0.673 0.4143438 0.346 0.4143438 0.36 0.012
## PIM2 0.669 0.4310802 0.338 0.4310802 0.67 0.349
## ODF2L 0.668 0.3517670 0.336 0.3517670 0.64 0.319
## CCND2 0.667 0.3681556 0.334 0.3681556 0.64 0.316
## PAG1 0.666 0.4075128 0.332 0.4075128 0.72 0.405
## ANKRD12 0.666 0.3024821 0.332 0.3024821 0.97 0.756
## PRDX2 0.665 0.3068881 0.330 0.3068881 0.84 0.563
## AES 0.665 0.3023544 0.330 0.3023544 1.00 0.921
## IL2RG 0.665 0.2908353 0.330 0.2908353 0.90 0.637
## FAM107B 0.664 0.3545740 0.328 0.3545740 0.84 0.588
## TRBC2 0.660 0.4292782 0.320 0.4292782 0.94 0.744
## AC058791.1 0.659 0.3671259 0.318 0.3671259 0.54 0.209
## CLDND1 0.657 0.3985198 0.314 0.3985198 0.55 0.235
## LMNA 0.656 0.4924508 0.312 0.4924508 0.33 0.019
## IKZF3 0.654 0.4351032 0.308 0.4351032 0.55 0.260
## EMP3 0.654 0.2738611 0.308 0.2738611 0.99 0.884
## CD28 0.653 0.3657465 0.306 0.3657465 0.58 0.277
## DNAJA1 0.653 0.3234393 0.306 0.3234393 0.97 0.837
## IL7R 0.652 0.6007838 0.304 0.6007838 0.82 0.635
## GBP1 0.652 0.3794538 0.304 0.3794538 0.55 0.244
## CD27 0.651 0.3665400 0.302 0.3665400 0.87 0.595
## PPP2R5C 0.651 0.3659784 0.302 0.3659784 0.81 0.628
## PEBP1 0.651 0.3139480 0.302 0.3139480 0.88 0.672
## EIF3A 0.651 0.2985784 0.302 0.2985784 0.81 0.577
## GPR183 0.650 0.3662790 0.300 0.3662790 0.52 0.214
## SRSF7 0.650 0.2749733 0.300 0.2749733 1.00 0.953
## INPP4B 0.647 0.3203181 0.294 0.3203181 0.58 0.270
## PRDX1 0.647 0.2966337 0.294 0.2966337 0.85 0.665
## HSP90AA1 0.647 0.2943446 0.294 0.2943446 1.00 0.965
## FUT7 0.646 0.3829141 0.292 0.3829141 0.33 0.035
## ICAM2 0.646 0.2753125 0.292 0.2753125 0.68 0.402
## TNFRSF4 0.643 0.4394144 0.286 0.4394144 0.31 0.026
## PLP2 0.643 0.3249836 0.286 0.3249836 0.73 0.544
## YWHAQ 0.642 0.3189458 0.284 0.3189458 0.74 0.481
## SIT1 0.642 0.2663326 0.284 0.2663326 0.60 0.288
## S1PR4 0.641 0.3320615 0.282 0.3320615 0.72 0.456
## KMT2A 0.641 0.2907602 0.282 0.2907602 0.81 0.579
## SLFN5 0.640 0.3658638 0.280 0.3658638 0.82 0.556
## PARP1 0.640 0.2915753 0.280 0.2915753 0.58 0.302
## PRKAG1 0.639 0.2770448 0.278 0.2770448 0.55 0.253
## AC091271.1 0.638 0.3310931 0.276 0.3310931 0.49 0.209
## BORCS5 0.638 0.3247120 0.276 0.3247120 0.42 0.142
## CD82 0.638 0.3089305 0.276 0.3089305 0.45 0.156
## PHACTR2 0.636 0.3290351 0.272 0.3290351 0.48 0.205
## CD84 0.634 0.2834335 0.268 0.2834335 0.48 0.191
## EZR 0.634 0.2657626 0.268 0.2657626 0.73 0.463
## ATP8B2 0.633 0.2543910 0.266 0.2543910 0.43 0.144
## ARID5B 0.632 0.3516523 0.264 0.3516523 0.60 0.330
## NSG1 0.632 0.3124743 0.264 0.3124743 0.31 0.044
## LPAR6 0.632 0.2981840 0.264 0.2981840 0.51 0.244
## GBP2 0.631 0.3390004 0.262 0.3390004 0.67 0.400
## SH3BP5 0.629 0.2838202 0.258 0.2838202 0.54 0.267
## FAS 0.627 0.3322822 0.254 0.3322822 0.30 0.047
## GBP5 0.626 0.4717249 0.252 0.4717249 0.44 0.195
## PRDM1 0.626 0.3817333 0.252 0.3817333 0.30 0.049
## CASK 0.626 0.2511321 0.252 0.2511321 0.38 0.114
## CORO1B 0.623 0.3173220 0.246 0.3173220 0.64 0.400
## SMC4 0.623 0.2867129 0.246 0.2867129 0.40 0.142
## CD6 0.622 0.2612087 0.244 0.2612087 0.67 0.414
## FGFR1OP2 0.622 0.2590489 0.244 0.2590489 0.71 0.433
## ANXA1 0.620 0.4821294 0.240 0.4821294 0.69 0.498
## CYCS 0.620 0.2527209 0.240 0.2527209 0.85 0.665
## IER5 0.619 0.2739617 0.238 0.2739617 0.83 0.705
## ZC3H12D 0.618 0.3209299 0.236 0.3209299 0.29 0.051
## TRIB2 0.617 0.2538027 0.234 0.2538027 0.44 0.179
## CD5 0.616 0.3723218 0.232 0.3723218 0.53 0.286
## ATP2B1 0.616 0.2884794 0.232 0.2884794 0.52 0.274
## IL2RA 0.615 0.3764561 0.230 0.3764561 0.24 0.012
## TBC1D4 0.613 0.3505206 0.226 0.3505206 0.44 0.228
## CCR6 0.610 0.2575312 0.220 0.2575312 0.24 0.019
## CXCR3 0.609 0.3293905 0.218 0.3293905 0.24 0.021
## PIM3 0.609 0.2522565 0.218 0.2522565 0.49 0.270
## RPS27L 0.608 0.2833992 0.216 0.2833992 0.84 0.635
## TNFRSF18 0.602 0.2617595 0.204 0.2617595 0.21 0.005
## MIAT 0.601 0.2554264 0.202 0.2554264 0.27 0.065
## FAM129A 0.600 0.2732221 0.200 0.2732221 0.27 0.070
## USP10 0.598 0.3050068 0.196 0.3050068 0.45 0.260
## ARL4A 0.598 0.2733541 0.196 0.2733541 0.50 0.312
## PASK 0.596 0.3246113 0.192 0.3246113 0.30 0.107
## PMAIP1 0.595 0.3278644 0.190 0.3278644 0.52 0.367
## TRAF1 0.592 0.2802376 0.184 0.2802376 0.28 0.095
## CYTOR 0.590 0.2640306 0.180 0.2640306 0.34 0.151
## CEP290 0.586 0.2581257 0.172 0.2581257 0.31 0.137
## STAT1 0.583 0.3026856 0.166 0.3026856 0.56 0.407
## TNF 0.580 0.2808339 0.160 0.2808339 0.35 0.191
## TFRC 0.577 0.2617598 0.154 0.2617598 0.42 0.277
## CD59 0.575 0.2559879 0.150 0.2559879 0.24 0.095
## RGS1 0.572 0.2678758 0.144 0.2678758 0.24 0.095
## RASGRP1 0.571 0.2518850 0.142 0.2518850 0.69 0.512
## RTKN2 0.549 0.2699674 0.098 0.2699674 0.12 0.023# Find all markers of cluster 2
cluster2.markers <- FindMarkers(pbmcclust, ident.1 = 2, min.pct = 0.25)
"Putative biomarkers (differentially expressed features) for cluster 2 (cell subpopulation 2)"## [1] "Putative biomarkers (differentially expressed features) for cluster 2 (cell subpopulation 2)"head(cluster2.markers, n = 5)## p_val avg_logFC pct.1 pct.2 p_val_adj
## CSTA 7.464342e-110 1.941397 0.962 0.002 1.195937e-105
## S100A12 1.932805e-107 2.746408 0.962 0.007 3.096740e-103
## CD14 6.514807e-103 2.097146 0.937 0.009 1.043802e-98
## CLEC12A 1.746862e-102 1.827721 0.924 0.007 2.798822e-98
## SERPINA1 4.991453e-101 2.011898 0.962 0.020 7.997306e-97cluster2.markers## p_val avg_logFC pct.1 pct.2 p_val_adj
## CSTA 7.464342e-110 1.9413974 0.962 0.002 1.195937e-105
## S100A12 1.932805e-107 2.7464079 0.962 0.007 3.096740e-103
## CD14 6.514807e-103 2.0971458 0.937 0.009 1.043802e-98
## CLEC12A 1.746862e-102 1.8277212 0.924 0.007 2.798822e-98
## SERPINA1 4.991453e-101 2.0118980 0.962 0.020 7.997306e-97
## MPEG1 5.931929e-100 1.6855918 0.924 0.009 9.504136e-96
## FPR1 1.149404e-99 1.4589216 0.873 0.000 1.841576e-95
## CYBB 1.305045e-97 2.1638284 0.975 0.029 2.090943e-93
## FCN1 2.369172e-97 3.2242604 0.987 0.038 3.795888e-93
## MNDA 2.694270e-97 3.1385028 0.975 0.033 4.316760e-93
## CD36 2.537181e-96 1.6405363 0.899 0.011 4.065071e-92
## CEBPD 4.961458e-96 1.7569550 0.949 0.024 7.949248e-92
## VCAN 1.534013e-95 2.8944588 0.962 0.033 2.457796e-91
## CPVL 9.903723e-95 1.7001027 0.873 0.009 1.586774e-90
## SLC7A7 9.409199e-94 1.2482909 0.848 0.004 1.507542e-89
## FCER1G 1.848375e-93 2.3391428 0.975 0.038 2.961466e-89
## IGSF6 2.884379e-93 1.6171516 0.899 0.018 4.621353e-89
## SPI1 4.583651e-93 1.7413371 0.949 0.033 7.343926e-89
## NCF2 1.209046e-92 1.8443890 0.899 0.020 1.937134e-88
## MS4A6A 3.217526e-92 1.9022545 0.911 0.022 5.155120e-88
## CSF3R 1.360234e-90 1.6569825 0.937 0.035 2.179367e-86
## CD68 5.535477e-89 1.8709902 0.975 0.053 8.868942e-85
## RBP7 1.500980e-88 1.3080638 0.785 0.000 2.404870e-84
## TMEM176B 4.060787e-88 1.4598025 0.823 0.009 6.506193e-84
## CLEC7A 1.144170e-83 1.3529616 0.823 0.018 1.833189e-79
## S100A8 1.280067e-83 4.8395046 1.000 0.089 2.050923e-79
## TNFAIP2 1.820950e-83 1.4726233 0.823 0.018 2.917525e-79
## TGFBI 3.074479e-83 1.2781045 0.823 0.016 4.925931e-79
## ASGR1 8.247793e-83 1.0987168 0.759 0.004 1.321461e-78
## CST3 3.474994e-81 3.0987542 1.000 0.100 5.567635e-77
## PLBD1 8.721054e-81 1.1670929 0.722 0.000 1.397287e-76
## TYROBP 6.407645e-80 2.7411049 0.987 0.095 1.026633e-75
## MS4A7 2.262305e-79 1.4669233 0.722 0.002 3.624665e-75
## CD93 2.288283e-79 1.0732240 0.734 0.004 3.666287e-75
## FGR 3.670594e-79 1.5122897 0.937 0.060 5.881025e-75
## FGL2 4.639135e-79 2.1469439 0.987 0.100 7.432822e-75
## CFD 2.703097e-78 1.6545532 0.886 0.051 4.330902e-74
## FCGR2A 9.332968e-78 1.0903093 0.722 0.004 1.495328e-73
## TNFSF13B 2.629086e-77 1.5000340 0.873 0.049 4.212322e-73
## SYK 3.256023e-77 1.1998259 0.835 0.029 5.216800e-73
## RAB31 1.402421e-76 1.0829006 0.722 0.007 2.246958e-72
## RAB32 1.285649e-75 1.2202293 0.734 0.011 2.059866e-71
## HCK 2.512168e-75 1.1381841 0.722 0.009 4.024996e-71
## CD302 5.669804e-75 1.1661856 0.772 0.022 9.084160e-71
## TMEM176A 1.020863e-74 1.0615005 0.684 0.002 1.635627e-70
## TIMP2 3.258108e-74 1.0942792 0.797 0.029 5.220141e-70
## KLF4 5.491466e-74 1.9909076 0.924 0.082 8.798427e-70
## LY86 5.530564e-74 1.3036176 0.873 0.049 8.861070e-70
## BST1 1.044099e-73 1.0759309 0.696 0.007 1.672855e-69
## RGS18 1.601923e-73 1.4690319 0.696 0.007 2.566602e-69
## NRGN 2.839234e-73 1.4813944 0.759 0.020 4.549021e-69
## CYP1B1 2.972398e-73 1.3292065 0.671 0.002 4.762376e-69
## ALDH2 3.635641e-73 1.0897589 0.734 0.016 5.825024e-69
## PRAM1 3.499755e-72 1.0389718 0.696 0.009 5.607307e-68
## RNF130 6.954456e-72 1.4922543 0.949 0.102 1.114243e-67
## IRAK3 8.785451e-72 0.9476213 0.658 0.002 1.407605e-67
## LMO2 1.797667e-71 1.1297913 0.722 0.016 2.880222e-67
## LRRC25 9.093382e-71 1.0101176 0.684 0.009 1.456942e-66
## S100A9 9.225581e-71 5.2125032 1.000 0.157 1.478123e-66
## LILRB2 1.070978e-70 1.0658996 0.696 0.011 1.715921e-66
## KCNE3 2.155006e-70 1.0133942 0.658 0.004 3.452751e-66
## GRN 7.251642e-70 1.9120494 0.949 0.120 1.161858e-65
## CLEC4A 1.717912e-69 0.9579312 0.684 0.011 2.752439e-65
## CD300LF 1.090125e-68 1.0031113 0.646 0.004 1.746599e-64
## PTAFR 1.916173e-68 0.8277514 0.646 0.004 3.070093e-64
## DUSP6 1.543528e-67 1.7382517 0.924 0.104 2.473041e-63
## IL1B 1.618078e-67 1.9620563 0.734 0.029 2.592484e-63
## C5AR1 4.164644e-67 0.9074725 0.620 0.002 6.672592e-63
## CDA 4.279775e-67 1.0498105 0.620 0.002 6.857056e-63
## CD33 6.462093e-66 0.9385911 0.658 0.011 1.035357e-61
## RXRA 7.707849e-66 1.0367877 0.747 0.033 1.234952e-61
## CD300E 6.494267e-65 1.0680062 0.646 0.011 1.040511e-60
## MAFB 2.550533e-64 1.2858556 0.658 0.016 4.086464e-60
## HNMT 3.330647e-64 0.8367658 0.582 0.000 5.336362e-60
## RNASE6 5.983314e-64 0.9705829 0.709 0.024 9.586466e-60
## LILRA5 6.898387e-63 0.9852442 0.595 0.004 1.105260e-58
## BLVRB 1.291741e-61 1.4503853 0.899 0.118 2.069628e-57
## DMXL2 1.772489e-61 1.0382330 0.658 0.020 2.839881e-57
## ALOX5 2.361486e-61 0.8579626 0.658 0.018 3.783573e-57
## FAM198B 2.921332e-61 0.7982803 0.557 0.000 4.680558e-57
## ZNF385A 3.081565e-61 0.8611102 0.582 0.004 4.937283e-57
## LST1 3.500367e-61 2.2417429 0.987 0.228 5.608288e-57
## CPPED1 4.161296e-61 1.1189681 0.696 0.031 6.667228e-57
## SLC24A4 4.727346e-61 0.7969287 0.570 0.002 7.574154e-57
## KCTD12 2.526463e-60 1.3113217 0.797 0.071 4.047899e-56
## TYMP 3.132785e-60 2.1451694 0.987 0.228 5.019349e-56
## NFE2 7.577657e-60 0.8884393 0.570 0.004 1.214092e-55
## PLXDC2 1.017624e-59 0.8548064 0.557 0.002 1.630437e-55
## MSRB1 1.503118e-59 1.0834900 0.785 0.067 2.408295e-55
## LGALS3 2.775367e-59 1.3941943 0.937 0.124 4.446693e-55
## CFP 3.797320e-59 1.3518015 0.861 0.111 6.084065e-55
## CD86 3.047707e-58 0.8056581 0.570 0.007 4.883036e-54
## CCR1 4.019451e-58 0.7679868 0.544 0.002 6.439964e-54
## LYZ 1.467019e-57 4.8882442 1.000 0.286 2.350458e-53
## SIRPB1 3.982007e-57 0.7948866 0.595 0.013 6.379971e-53
## CTSZ 4.960756e-57 1.3965885 0.886 0.131 7.948123e-53
## LRRK2 8.098739e-57 0.7530935 0.544 0.004 1.297580e-52
## MGST1 8.314317e-57 0.8133578 0.544 0.004 1.332120e-52
## TLR4 1.047331e-56 0.7928868 0.532 0.002 1.678034e-52
## APLP2 2.172255e-56 1.5837081 0.962 0.206 3.480387e-52
## TBXAS1 2.191313e-56 0.8969784 0.595 0.016 3.510922e-52
## HLA-DMB 2.674303e-56 1.1582752 0.873 0.100 4.284768e-52
## SLC11A1 5.407702e-56 0.8501581 0.608 0.018 8.664219e-52
## LILRA2 1.852727e-55 0.7584850 0.544 0.007 2.968439e-51
## LRP1 1.870127e-55 0.7995635 0.532 0.004 2.996318e-51
## NFAM1 3.617989e-55 0.6593997 0.519 0.002 5.796741e-51
## CTSH 4.772695e-55 1.0486639 0.823 0.091 7.646811e-51
## NUP214 1.209642e-54 1.3023201 0.848 0.122 1.938088e-50
## PILRA 1.376476e-54 0.9222781 0.570 0.013 2.205389e-50
## RASSF4 3.723028e-54 0.8454233 0.570 0.013 5.965035e-50
## LYN 3.827564e-54 1.1445979 0.785 0.075 6.132523e-50
## GAS7 4.408828e-54 0.8653228 0.557 0.011 7.063824e-50
## P2RY13 5.359737e-54 0.8529136 0.494 0.000 8.587371e-50
## C19orf38 1.128375e-53 0.8294001 0.595 0.020 1.807882e-49
## PLXNB2 1.472886e-53 0.7879703 0.544 0.009 2.359858e-49
## LILRB3 2.673455e-53 0.8740790 0.595 0.022 4.283410e-49
## CAPG 2.938591e-53 1.3750943 0.861 0.135 4.708211e-49
## AIF1 6.271535e-53 2.5304722 0.987 0.350 1.004825e-48
## MEGF9 1.186264e-52 1.1110813 0.747 0.071 1.900632e-48
## TLR2 1.274572e-52 0.7508137 0.544 0.011 2.042119e-48
## AP1S2 1.363943e-52 1.5516149 0.975 0.271 2.185310e-48
## PYGL 1.465351e-52 0.6919641 0.481 0.000 2.347785e-48
## HLA-DRA 1.590395e-52 2.1184218 0.949 0.186 2.548130e-48
## PGD 2.164956e-52 1.0572050 0.772 0.084 3.468692e-48
## PLAUR 4.379326e-52 0.9381096 0.608 0.027 7.016556e-48
## PECAM1 9.912292e-52 1.1565442 0.873 0.140 1.588147e-47
## ZEB2 1.197628e-51 1.2286497 0.899 0.115 1.918839e-47
## SNX10 1.490953e-51 1.1012697 0.785 0.089 2.388805e-47
## MARCKS 1.493352e-51 1.2399142 0.582 0.022 2.392649e-47
## DPYSL2 1.508822e-51 0.9935860 0.759 0.080 2.417434e-47
## PSAP 1.661613e-51 2.5402680 1.000 0.397 2.662236e-47
## MARCH1 1.858852e-51 0.9488167 0.658 0.038 2.978253e-47
## OSCAR 3.958209e-51 0.5719328 0.468 0.000 6.341842e-47
## IL13RA1 5.236408e-51 0.7239398 0.506 0.007 8.389772e-47
## ADA2 8.825867e-51 1.1894265 0.886 0.164 1.414080e-46
## SLC16A3 4.197662e-50 0.8569896 0.671 0.049 6.725494e-46
## LGALS1 6.090433e-50 1.8407385 0.962 0.242 9.758092e-46
## HLA-DRB1 7.965380e-50 1.8095687 0.962 0.193 1.276213e-45
## ENTPD1 1.640788e-49 0.7235886 0.532 0.013 2.628870e-45
## CSF1R 1.650784e-49 0.6493084 0.468 0.002 2.644886e-45
## SKAP2 1.734192e-49 0.9848750 0.747 0.075 2.778523e-45
## PIK3AP1 1.984305e-49 0.7142957 0.532 0.013 3.179253e-45
## WARS 2.248822e-49 1.0547458 0.709 0.069 3.603063e-45
## RAB3D 2.484281e-49 0.6034895 0.506 0.009 3.980315e-45
## IFI30 5.441716e-49 0.9890867 0.582 0.027 8.718717e-45
## CLEC4E 3.155780e-48 0.7120614 0.456 0.002 5.056191e-44
## LGALS2 3.601469e-48 1.0299549 0.456 0.002 5.770273e-44
## SHTN1 3.671606e-48 0.8213897 0.494 0.009 5.882647e-44
## LILRA1 4.448394e-48 0.6158105 0.456 0.002 7.127217e-44
## SECTM1 4.770722e-48 0.6996320 0.481 0.007 7.643651e-44
## RBM47 5.547683e-48 0.6273323 0.481 0.007 8.888498e-44
## AGTRAP 5.570305e-48 1.1983321 0.861 0.164 8.924743e-44
## FES 6.477177e-48 0.8323814 0.582 0.029 1.037773e-43
## OGFRL1 9.836208e-48 0.9090530 0.658 0.055 1.575957e-43
## APOBEC3A 3.102270e-47 1.1305664 0.506 0.013 4.970458e-43
## BRI3 3.894826e-47 1.6342179 0.987 0.494 6.240290e-43
## SULT1A1 3.931945e-47 1.0925387 0.696 0.078 6.299762e-43
## RNASE2 7.261215e-47 0.7875268 0.430 0.000 1.163392e-42
## SMIM25 9.593318e-47 0.7023594 0.443 0.002 1.537041e-42
## TREM1 1.011220e-46 0.6556038 0.443 0.002 1.620177e-42
## HMOX1 1.220645e-46 0.6653517 0.456 0.004 1.955717e-42
## MYO1F 1.374570e-46 1.1601094 0.873 0.155 2.202336e-42
## SLC8A1 1.461580e-46 0.5521834 0.443 0.002 2.341743e-42
## JAML 1.914965e-46 1.2656307 0.949 0.277 3.068157e-42
## CTSS 2.752259e-46 3.0887082 0.987 0.563 4.409670e-42
## AOAH 4.026878e-46 0.9315948 0.709 0.069 6.451863e-42
## S100A11 5.469403e-46 1.8901844 0.987 0.541 8.763077e-42
## COTL1 6.745194e-46 1.7621121 1.000 0.656 1.080715e-41
## FTL 1.096347e-45 2.2481951 1.000 0.991 1.756566e-41
## LAT2 1.536546e-45 0.8577109 0.646 0.051 2.461854e-41
## CTSD 1.696683e-45 1.7445097 0.987 0.501 2.718425e-41
## LGALS9 1.765350e-45 0.9074059 0.747 0.104 2.828444e-41
## TLR8 1.870214e-45 0.5661580 0.418 0.000 2.996457e-41
## STAB1 1.881155e-45 0.7515977 0.468 0.009 3.013987e-41
## TFEC 3.434655e-45 0.5423021 0.443 0.004 5.503005e-41
## FTH1 4.029515e-45 1.5111843 1.000 1.000 6.456088e-41
## MALAT1 4.665823e-45 -1.7586073 1.000 1.000 7.475581e-41
## OAZ1 6.655060e-45 1.4464593 1.000 0.956 1.066274e-40
## RPS3 1.298217e-44 -1.1181664 0.987 1.000 2.080004e-40
## RGS2 1.411280e-44 1.6283891 0.962 0.337 2.261152e-40
## RPS27 1.553289e-44 -1.2193490 1.000 1.000 2.488680e-40
## RPL3 2.599182e-44 -1.1495843 1.000 1.000 4.164409e-40
## ALDH1A1 4.760806e-44 0.6791054 0.405 0.000 7.627763e-40
## EMILIN2 4.983217e-44 0.7452811 0.582 0.040 7.984110e-40
## FCGRT 6.448838e-44 1.2358609 0.911 0.268 1.033233e-39
## TALDO1 8.595535e-44 1.5847269 0.975 0.508 1.377177e-39
## BASP1 1.383738e-43 0.7115254 0.519 0.022 2.217025e-39
## CD1D 1.476274e-43 0.5947652 0.443 0.007 2.365286e-39
## S100A6 1.757955e-43 2.0103776 1.000 0.940 2.816596e-39
## CKAP4 1.829711e-43 0.8066871 0.557 0.033 2.931563e-39
## AL034397.3 1.938289e-43 0.5670852 0.443 0.007 3.105527e-39
## CXCL8 1.965070e-43 1.5167299 0.481 0.016 3.148435e-39
## SRGN 2.353677e-43 1.6940367 1.000 0.672 3.771062e-39
## RPSA 2.801362e-43 -1.2539158 0.987 1.000 4.488343e-39
## H3F3A 3.305693e-43 1.1708129 1.000 0.993 5.296382e-39
## GSTP1 3.566257e-43 1.6929202 0.987 0.554 5.713857e-39
## RPS27A 4.403137e-43 -1.0467448 1.000 1.000 7.054706e-39
## GAPT 4.672006e-43 0.7548597 0.582 0.038 7.485488e-39
## TSPO 4.687877e-43 1.5712825 0.987 0.703 7.510916e-39
## CTSB 7.983113e-43 1.2958382 0.899 0.255 1.279054e-38
## RETN 9.581403e-43 0.9355102 0.456 0.011 1.535132e-38
## MEF2C 9.910194e-43 0.7833225 0.595 0.042 1.587811e-38
## ANPEP 1.197868e-42 0.5512817 0.392 0.000 1.919224e-38
## CD163 1.197868e-42 0.5086278 0.392 0.000 1.919224e-38
## ASAH1 1.345513e-42 1.2988230 0.937 0.337 2.155781e-38
## CREB5 2.029302e-42 0.5639240 0.418 0.004 3.251347e-38
## GCA 2.491722e-42 1.0534888 0.759 0.129 3.992238e-38
## CHST15 2.958138e-42 0.5471026 0.430 0.007 4.739529e-38
## ITGAM 3.079755e-42 0.7680342 0.544 0.031 4.934384e-38
## NADK 3.143973e-42 0.9008988 0.671 0.078 5.037273e-38
## HLA-DMA 3.716225e-42 0.9605107 0.759 0.104 5.954136e-38
## TKT 4.364396e-42 1.6114349 0.975 0.568 6.992636e-38
## RPL14 6.284543e-42 -0.9725739 0.987 1.000 1.006909e-37
## PRKCD 7.628473e-42 0.8274019 0.570 0.044 1.222234e-37
## NCF1 8.313230e-42 1.7133382 0.962 0.421 1.331946e-37
## RPS4X 1.595841e-41 -0.9757129 1.000 1.000 2.556856e-37
## CD3E 2.565646e-41 -1.9983700 0.051 0.949 4.110679e-37
## CD3D 2.924941e-41 -1.9054670 0.051 0.951 4.686341e-37
## QPCT 2.979271e-41 0.5363738 0.380 0.000 4.773389e-37
## AC096667.1 2.979271e-41 0.4627501 0.380 0.000 4.773389e-37
## HHEX 3.082412e-41 0.7169978 0.519 0.027 4.938640e-37
## SIRPA 3.960669e-41 0.5785431 0.392 0.002 6.345784e-37
## ALDH3B1 6.839666e-41 0.5322126 0.392 0.002 1.095851e-36
## CCDC88A 7.061330e-41 0.9060113 0.709 0.089 1.131366e-36
## EVI5 7.443838e-41 0.5403829 0.405 0.004 1.192652e-36
## RPS25 9.618406e-41 -1.0660052 0.975 1.000 1.541061e-36
## RPS5 1.014706e-40 -1.1455183 0.987 1.000 1.625763e-36
## SLC43A2 1.438580e-40 0.6509078 0.519 0.029 2.304893e-36
## RAC1 2.123080e-40 1.2618273 1.000 0.636 3.401599e-36
## RPL10 2.766685e-40 -0.7985614 1.000 1.000 4.432783e-36
## CEBPA 2.952199e-40 0.7307054 0.494 0.024 4.730013e-36
## LTA4H 4.447527e-40 1.2415392 0.924 0.306 7.125829e-36
## GAPDH 4.793297e-40 1.1990423 1.000 0.962 7.679821e-36
## S100A4 4.908711e-40 1.7807514 0.987 0.718 7.864737e-36
## METTL7A 4.989116e-40 0.7076201 0.532 0.031 7.993562e-36
## RPL5 5.069083e-40 -0.9552651 1.000 1.000 8.121685e-36
## AES 6.628441e-40 -1.2821523 0.595 0.996 1.062009e-35
## F13A1 7.325182e-40 0.5866865 0.367 0.000 1.173641e-35
## IL1RN 7.325182e-40 0.5352794 0.367 0.000 1.173641e-35
## ASGR2 7.325182e-40 0.4813587 0.367 0.000 1.173641e-35
## RPS15A 9.466485e-40 -0.8470516 1.000 1.000 1.516720e-35
## PLXNC1 1.062948e-39 0.7843946 0.494 0.027 1.703055e-35
## ANXA5 1.184901e-39 1.0711033 0.911 0.255 1.898448e-35
## ADAP2 1.470050e-39 0.5099079 0.392 0.004 2.355314e-35
## STXBP2 1.484500e-39 1.2746619 0.899 0.295 2.378466e-35
## NPC2 1.815141e-39 1.2908533 0.949 0.390 2.908218e-35
## RPS29 2.891614e-39 -0.9738950 1.000 1.000 4.632943e-35
## CRTAP 3.048391e-39 0.9649704 0.747 0.131 4.884131e-35
## TRAC 3.503690e-39 -2.1279582 0.051 0.927 5.613613e-35
## RPL23A 6.213456e-39 -0.7464118 0.987 1.000 9.955199e-35
## RPS12 7.043708e-39 -1.0119294 1.000 1.000 1.128543e-34
## SCIMP 7.899961e-39 0.5931487 0.456 0.018 1.265732e-34
## LDHB 9.421579e-39 -1.5850476 0.481 0.969 1.509525e-34
## ZFHX3 1.075884e-38 0.5685617 0.430 0.013 1.723781e-34
## RPL11 1.138200e-38 -0.8271261 1.000 1.000 1.823625e-34
## GRINA 1.187400e-38 0.9287194 0.747 0.133 1.902452e-34
## RPL41 1.934745e-38 -0.6942113 1.000 1.000 3.099849e-34
## VSIR 2.336777e-38 1.2855910 0.937 0.455 3.743984e-34
## MEFV 2.805936e-38 0.5339617 0.367 0.002 4.495671e-34
## RPS18 3.266335e-38 -0.8872338 0.987 1.000 5.233322e-34
## RPL19 3.386878e-38 -0.8139808 1.000 1.000 5.426455e-34
## EVL 3.548148e-38 -1.3761845 0.291 0.967 5.684843e-34
## EFHD2 4.257365e-38 0.9326130 0.886 0.211 6.821150e-34
## CD3G 4.283425e-38 -1.5962707 0.013 0.907 6.862904e-34
## IL17RA 5.720125e-38 1.0216033 0.861 0.233 9.164785e-34
## LYST 6.256982e-38 1.1064360 0.759 0.144 1.002494e-33
## YBX3 6.743911e-38 1.0902931 0.671 0.089 1.080509e-33
## NEAT1 7.894158e-38 1.6163899 1.000 0.849 1.264802e-33
## RPS2 1.307406e-37 -0.7482567 0.987 1.000 2.094727e-33
## LTB 1.606978e-37 -2.3220062 0.278 0.927 2.574700e-33
## PYCARD 1.748420e-37 1.2266841 0.911 0.355 2.801318e-33
## EEF1A1 2.545272e-37 -0.7077823 1.000 1.000 4.078035e-33
## CARD16 2.622075e-37 1.1425556 0.911 0.361 4.201089e-33
## RPS15 3.028393e-37 -0.6700081 0.987 1.000 4.852091e-33
## RPS6 3.354074e-37 -0.9051060 1.000 1.000 5.373897e-33
## TTYH3 3.480097e-37 0.5228849 0.430 0.016 5.575811e-33
## CYP27A1 4.279595e-37 0.5235807 0.342 0.000 6.856767e-33
## RPL10A 4.373030e-37 -0.8692265 0.987 1.000 7.006469e-33
## NPM1 4.987822e-37 -1.0557709 0.899 0.991 7.991489e-33
## RPS3A 5.584332e-37 -0.8582401 0.987 1.000 8.947216e-33
## CYBA 7.431553e-37 1.2399849 0.987 0.876 1.190683e-32
## PLEK 7.447000e-37 0.8941296 0.772 0.122 1.193158e-32
## SEMA4A 8.017341e-37 0.4972815 0.380 0.007 1.284538e-32
## ATP6V0B 8.356822e-37 1.3349160 0.924 0.435 1.338930e-32
## NAGK 1.052959e-36 1.1156652 0.785 0.200 1.687052e-32
## RPS21 2.227943e-36 -0.8616046 0.987 1.000 3.569610e-32
## IFITM3 2.311068e-36 1.3122258 0.557 0.058 3.702793e-32
## ANXA2 2.622027e-36 1.2037991 0.924 0.328 4.201012e-32
## CNPY3 2.986183e-36 1.0982323 0.937 0.357 4.784462e-32
## TRBC2 3.237709e-36 -2.1106644 0.089 0.902 5.187458e-32
## GRK3 3.509944e-36 0.5961442 0.544 0.047 5.623632e-32
## RPL32 3.632414e-36 -0.8314377 1.000 1.000 5.819853e-32
## GLIPR1 4.100738e-36 1.1595018 0.911 0.306 6.570203e-32
## RPL21 4.813518e-36 -0.7556389 1.000 1.000 7.712218e-32
## ATP6V0D1 7.782283e-36 1.0255551 0.823 0.233 1.246877e-31
## RPS19 9.328465e-36 -0.7360101 1.000 1.000 1.494607e-31
## HK3 1.017082e-35 0.3979471 0.329 0.000 1.629569e-31
## LCK 1.075071e-35 -1.4044793 0.000 0.871 1.722479e-31
## CD74 1.675837e-35 1.3803188 1.000 0.710 2.685026e-31
## SH3BP2 1.727649e-35 0.8309172 0.696 0.120 2.768039e-31
## IFNGR2 1.940736e-35 0.8508608 0.734 0.140 3.109448e-31
## NAIP 2.278170e-35 0.7493631 0.646 0.091 3.650084e-31
## RPS23 2.479027e-35 -0.7943115 1.000 1.000 3.971897e-31
## TNFRSF1B 3.075177e-35 1.1024247 0.861 0.255 4.927048e-31
## RPL30 3.992310e-35 -0.7798573 1.000 1.000 6.396479e-31
## CHP1 4.142264e-35 0.6759203 0.633 0.086 6.636736e-31
## EEF1B2 5.267488e-35 -1.0737618 0.924 1.000 8.439569e-31
## RPL18 5.480709e-35 -0.6869276 0.987 1.000 8.781192e-31
## FBXL5 9.624746e-35 0.8672939 0.797 0.197 1.542077e-30
## RPL13 1.171708e-34 -0.7191521 1.000 1.000 1.877311e-30
## TPP1 1.792246e-34 0.9563505 0.810 0.226 2.871536e-30
## NAMPT 1.861212e-34 1.1955681 0.848 0.253 2.982034e-30
## MT-ND1 1.878012e-34 0.6415037 1.000 0.998 3.008951e-30
## RPL36 2.112596e-34 -0.7801251 0.987 1.000 3.384801e-30
## TCF7 2.191505e-34 -1.5265954 0.038 0.867 3.511229e-30
## SMCO4 2.496572e-34 0.5680468 0.430 0.022 4.000007e-30
## RPS16 2.595323e-34 -0.7652942 0.987 1.000 4.158226e-30
## ODF3B 2.739196e-34 0.5813076 0.380 0.011 4.388739e-30
## GLUL 2.908629e-34 0.9400020 0.759 0.160 4.660205e-30
## RPS7 3.584107e-34 -0.5725071 1.000 1.000 5.742457e-30
## RASGRP4 5.778531e-34 0.4868645 0.367 0.009 9.258363e-30
## EVI2B 5.984232e-34 1.1642043 0.975 0.634 9.587937e-30
## ARHGAP26 8.305475e-34 0.8075465 0.646 0.104 1.330703e-29
## KIAA0930 1.058751e-33 0.7486497 0.570 0.071 1.696330e-29
## NOTCH2 1.367460e-33 0.7134540 0.557 0.064 2.190944e-29
## MT-CYB 1.730922e-33 -0.6132428 1.000 1.000 2.773283e-29
## ZNF467 1.896966e-33 0.6497795 0.519 0.051 3.039319e-29
## RPL7A 2.403796e-33 -0.6032792 1.000 1.000 3.851362e-29
## PPT1 5.324316e-33 0.9324980 0.873 0.339 8.530619e-29
## SCPEP1 5.396746e-33 0.8419368 0.620 0.093 8.646667e-29
## SLC15A3 6.292603e-33 0.5173930 0.354 0.009 1.008201e-28
## RPS26 6.597005e-33 -0.6577450 0.975 1.000 1.056972e-28
## MTMR11 1.115074e-32 0.4203274 0.329 0.004 1.786572e-28
## ST3GAL6 1.248884e-32 0.4282979 0.316 0.002 2.000962e-28
## RPL29 1.338243e-32 -0.5855135 1.000 1.000 2.144133e-28
## GLIPR2 1.381790e-32 0.9145962 0.835 0.237 2.213905e-28
## LINC00877 1.535334e-32 0.4304167 0.329 0.004 2.459912e-28
## CASP1 1.897856e-32 1.0410032 0.835 0.257 3.040744e-28
## LY96 2.136161e-32 0.7847263 0.620 0.098 3.422557e-28
## ITPRIPL2 2.295660e-32 0.4420291 0.342 0.007 3.678107e-28
## ATP6V1B2 2.655806e-32 0.7720226 0.709 0.155 4.255132e-28
## ARPC5 4.474676e-32 0.9680426 0.987 0.698 7.169326e-28
## ITGB2 6.445155e-32 0.9828516 0.987 0.785 1.032643e-27
## PADI4 6.621351e-32 0.7725530 0.456 0.035 1.060873e-27
## IL32 7.914247e-32 -1.9431355 0.051 0.831 1.268021e-27
## SDCBP 9.607605e-32 0.9521819 0.975 0.506 1.539330e-27
## ADAM15 9.753214e-32 0.5638284 0.430 0.029 1.562660e-27
## LBH 1.048508e-31 -1.2961940 0.000 0.814 1.679920e-27
## MYL6 1.119387e-31 0.8196917 1.000 0.973 1.793482e-27
## ARPC3 1.165494e-31 0.8516143 1.000 0.960 1.867354e-27
## AP2S1 1.180067e-31 0.9917607 0.924 0.446 1.890703e-27
## STEAP4 1.799872e-31 0.4826335 0.304 0.002 2.883755e-27
## LCP1 1.800302e-31 1.1457506 0.949 0.681 2.884444e-27
## SERPINB1 1.809306e-31 1.0233246 0.937 0.479 2.898870e-27
## CTNNA1 1.872103e-31 0.5030026 0.443 0.031 2.999483e-27
## SH3BGRL3 2.029980e-31 0.9014481 1.000 0.973 3.252434e-27
## NLRP3 2.477183e-31 0.4333793 0.329 0.007 3.968942e-27
## CAMK1 3.704050e-31 0.4046185 0.329 0.007 5.934629e-27
## CSF2RA 4.698411e-31 0.3943237 0.342 0.009 7.527794e-27
## RPL18A 6.538883e-31 -0.6195067 1.000 1.000 1.047660e-26
## TESC 7.831261e-31 0.5161243 0.380 0.018 1.254725e-26
## CES1 1.088898e-30 0.7396063 0.443 0.033 1.744633e-26
## ITGAX 1.323260e-30 0.6519887 0.468 0.042 2.120127e-26
## SMARCD3 1.846395e-30 0.5515565 0.418 0.029 2.958293e-26
## RPL9 2.027157e-30 -0.6683836 1.000 1.000 3.247911e-26
## RPL37 2.191933e-30 -0.5484492 0.987 1.000 3.511916e-26
## ATP5F1E 2.263551e-30 0.6756926 1.000 0.993 3.626661e-26
## LAMTOR1 2.438579e-30 1.0976017 0.924 0.494 3.907092e-26
## RHOA 2.794712e-30 0.7898409 0.987 0.847 4.477688e-26
## HK2 2.817869e-30 0.4418698 0.354 0.013 4.514790e-26
## TNFSF10 2.879032e-30 1.1669735 0.861 0.337 4.612785e-26
## MCEMP1 2.905753e-30 0.4711952 0.278 0.000 4.655597e-26
## OLIG1 2.905753e-30 0.3792839 0.278 0.000 4.655597e-26
## RPL34 3.092738e-30 -0.6250241 1.000 1.000 4.955185e-26
## TET2 3.235719e-30 0.6908349 0.620 0.102 5.184270e-26
## GNAI2 3.382011e-30 0.8851743 0.987 0.922 5.418658e-26
## NACC2 3.496034e-30 0.5269051 0.405 0.027 5.601346e-26
## CLIC1 3.834598e-30 1.0340620 0.987 0.583 6.143793e-26
## VIM 4.214919e-30 0.9891476 1.000 0.965 6.753143e-26
## ELOB 4.312175e-30 0.8438199 0.987 0.858 6.908967e-26
## SARAF 4.462949e-30 -1.0208784 0.759 0.982 7.150537e-26
## LILRA6 4.495387e-30 0.4179373 0.291 0.002 7.202510e-26
## TSPAN4 5.708407e-30 0.4399808 0.342 0.011 9.146010e-26
## CD7 5.862076e-30 -1.3688371 0.025 0.800 9.392219e-26
## DOCK5 7.089932e-30 0.3740280 0.304 0.004 1.135949e-25
## CSF2RB 7.264644e-30 0.3832826 0.304 0.004 1.163941e-25
## GSN 7.552865e-30 0.4063543 0.329 0.009 1.210120e-25
## SAT1 8.493424e-30 1.0383811 1.000 0.863 1.360816e-25
## FAM49A 9.148916e-30 0.4974645 0.392 0.022 1.465839e-25
## RPL12 9.251343e-30 -0.5834801 0.987 1.000 1.482250e-25
## ETS1 1.071030e-29 -1.2153157 0.076 0.820 1.716004e-25
## PTPRE 1.080879e-29 0.7918430 0.734 0.175 1.731784e-25
## RPL35A 1.099486e-29 -0.5819289 1.000 1.000 1.761597e-25
## ROGDI 1.100336e-29 0.5978292 0.519 0.062 1.762959e-25
## ACAP1 1.112712e-29 -1.0235448 0.215 0.871 1.782787e-25
## NOP53 1.177824e-29 -0.9477932 0.722 0.980 1.887110e-25
## IRF5 1.835969e-29 0.4052837 0.354 0.016 2.941590e-25
## ZYX 1.902440e-29 0.9680747 0.785 0.259 3.048090e-25
## IL7R 2.395084e-29 -2.0002799 0.013 0.785 3.837403e-25
## RAB11FIP1 3.148964e-29 0.9224669 0.772 0.213 5.045270e-25
## BTG1 3.466259e-29 -0.8324314 1.000 1.000 5.553640e-25
## PDXK 3.653061e-29 0.7867254 0.633 0.124 5.852934e-25
## GNS 3.856551e-29 0.7041517 0.519 0.069 6.178965e-25
## CCR2 6.305353e-29 0.4257547 0.354 0.016 1.010244e-24
## KLF10 6.436512e-29 0.9245359 0.722 0.182 1.031258e-24
## FCGR1A 6.538916e-29 0.4140591 0.266 0.000 1.047665e-24
## MBOAT7 6.645990e-29 0.5966261 0.570 0.086 1.064821e-24
## NCF4 8.264111e-29 0.6555776 0.557 0.084 1.324076e-24
## CD69 1.335020e-28 -1.6651942 0.139 0.831 2.138969e-24
## UNC93B1 1.709464e-28 0.6875398 0.544 0.078 2.738903e-24
## GPBAR1 1.883421e-28 0.4171166 0.291 0.004 3.017617e-24
## RPS14 1.929273e-28 -0.5373599 0.987 1.000 3.091081e-24
## HLA-DPA1 2.105302e-28 1.2804686 0.886 0.364 3.373114e-24
## RPLP2 2.155649e-28 -0.5182590 0.987 1.000 3.453781e-24
## LILRB1 2.341825e-28 0.5636160 0.468 0.047 3.752072e-24
## ADM 2.676505e-28 0.7298865 0.342 0.016 4.288296e-24
## SERPINB6 3.623969e-28 0.6369251 0.595 0.095 5.806324e-24
## BCL11B 4.055567e-28 -1.1731449 0.013 0.774 6.497830e-24
## AC020916.1 4.885466e-28 0.9629816 0.709 0.171 7.827493e-24
## IER3 5.129468e-28 1.3925496 0.848 0.366 8.218433e-24
## RPS10 5.724042e-28 -0.5903327 0.987 1.000 9.171060e-24
## IFNGR1 6.410415e-28 0.7052968 0.671 0.146 1.027077e-23
## IQGAP1 6.818762e-28 0.9374019 0.924 0.541 1.092502e-23
## CYFIP1 8.101393e-28 0.3671291 0.329 0.013 1.298005e-23
## RPL22 9.485806e-28 -0.6310228 0.975 1.000 1.519816e-23
## SH3BGRL 1.339073e-27 0.8506952 0.937 0.687 2.145463e-23
## CD27 1.345765e-27 -1.1462038 0.013 0.758 2.156184e-23
## LPCAT2 1.456049e-27 0.3966565 0.253 0.000 2.332882e-23
## PLA2G7 1.456049e-27 0.3434180 0.253 0.000 2.332882e-23
## AQP9 1.456049e-27 0.3299954 0.253 0.000 2.332882e-23
## ASRGL1 1.565292e-27 0.3725871 0.316 0.011 2.507911e-23
## HINT1 1.783361e-27 -0.8628705 0.747 0.987 2.857301e-23
## CD247 2.087585e-27 -1.2884008 0.038 0.763 3.344729e-23
## BTK 2.096099e-27 0.5236190 0.405 0.031 3.358369e-23
## ARPC1B 2.115358e-27 0.7775192 1.000 0.827 3.389226e-23
## RPL35 2.302050e-27 -0.5555775 0.975 1.000 3.688345e-23
## RPS8 2.383617e-27 -0.5754500 0.987 1.000 3.819031e-23
## WDFY3 2.385568e-27 0.3648399 0.266 0.002 3.822157e-23
## CTDSPL 2.452458e-27 0.4303285 0.278 0.004 3.929328e-23
## LINC02432 2.638202e-27 0.4239831 0.266 0.002 4.226928e-23
## NLRP12 2.844928e-27 0.3444262 0.266 0.002 4.558144e-23
## GLT1D1 2.871907e-27 0.4185072 0.291 0.007 4.601370e-23
## CEBPB 3.971223e-27 1.0007421 0.873 0.397 6.362693e-23
## SERF2 4.118534e-27 0.6387394 1.000 1.000 6.598716e-23
## STAC3 4.358165e-27 0.3250037 0.291 0.007 6.982652e-23
## RNPEP 4.458834e-27 0.6927422 0.608 0.120 7.143943e-23
## TBC1D9 4.671228e-27 0.3641369 0.291 0.007 7.484242e-23
## SIGLEC7 4.892224e-27 0.3556450 0.291 0.007 7.838321e-23
## C4orf48 5.040451e-27 0.8014795 0.759 0.231 8.075811e-23
## ACTB 5.432078e-27 0.5991715 1.000 1.000 8.703276e-23
## THEMIS2 8.221302e-27 0.7352151 0.696 0.177 1.317217e-22
## PDLIM7 9.930779e-27 0.4682220 0.329 0.016 1.591109e-22
## PIK3IP1 1.134598e-26 -1.1112707 0.127 0.803 1.817853e-22
## ARAP1 1.461355e-26 0.5603852 0.519 0.080 2.341383e-22
## FKBP1A 1.781263e-26 0.9554376 0.911 0.568 2.853939e-22
## CAP1 2.064259e-26 0.8399237 0.987 0.796 3.307356e-22
## H2AFY 2.461541e-26 0.9709078 0.873 0.497 3.943881e-22
## MCL1 3.139052e-26 0.9200090 0.987 0.814 5.029389e-22
## AHNAK 3.242508e-26 0.9944103 0.937 0.430 5.195147e-22
## CXCL16 3.275126e-26 0.3702841 0.291 0.009 5.247407e-22
## CD2 3.985778e-26 -1.1618170 0.038 0.745 6.386013e-22
## ARL4C 5.095099e-26 -1.1298420 0.266 0.869 8.163368e-22
## RTN3 5.650040e-26 1.0113395 0.759 0.295 9.052494e-22
## EIF4EBP1 6.280684e-26 0.5652835 0.506 0.073 1.006291e-21
## KIF13A 6.357931e-26 0.3425409 0.253 0.002 1.018668e-21
## NHSL2 6.979881e-26 0.5262122 0.380 0.031 1.118317e-21
## TNS3 7.164742e-26 0.3480331 0.266 0.004 1.147935e-21
## HLA-DPB1 7.329399e-26 1.1832451 0.835 0.326 1.174316e-21
## ACTR2 7.576340e-26 0.8097210 1.000 0.827 1.213881e-21
## MYCL 7.885961e-26 0.3623693 0.278 0.007 1.263489e-21
## MCTP1 9.051372e-26 0.3294570 0.278 0.007 1.450211e-21
## CTBP2 9.091182e-26 0.4252702 0.456 0.049 1.456589e-21
## MAP3K3 1.210497e-25 0.6551952 0.696 0.175 1.939459e-21
## MFSD1 1.452951e-25 0.6835744 0.544 0.098 2.327918e-21
## METRNL 1.848371e-25 0.5668605 0.430 0.044 2.961460e-21
## CCR7 2.788728e-25 -1.1851135 0.013 0.721 4.468100e-21
## FOXP1 2.838925e-25 -1.0454066 0.481 0.922 4.548526e-21
## GSTO1 3.129244e-25 1.0437381 0.835 0.390 5.013674e-21
## SAMHD1 3.194003e-25 0.8838281 0.937 0.701 5.117432e-21
## BACH1 3.534690e-25 0.6387597 0.570 0.109 5.663281e-21
## CLEC2D 3.855928e-25 -1.0055508 0.165 0.805 6.177968e-21
## HSBP1 4.964857e-25 0.8333264 0.722 0.237 7.954693e-21
## MIS18BP1 5.168812e-25 0.7363509 0.772 0.251 8.281471e-21
## SRSF7 6.734958e-25 -0.9118067 0.797 0.991 1.079075e-20
## ATP6V1A 6.833831e-25 0.6717405 0.557 0.104 1.094916e-20
## ADGRE2 7.651911e-25 0.4034153 0.278 0.009 1.225989e-20
## GNB4 7.892679e-25 0.4329111 0.291 0.011 1.264565e-20
## C3AR1 8.062863e-25 0.3883703 0.291 0.011 1.291832e-20
## INSR 8.414215e-25 0.3962699 0.291 0.011 1.348126e-20
## SULF2 8.629649e-25 0.7149522 0.532 0.089 1.382642e-20
## RHOQ 8.732262e-25 0.6328474 0.557 0.106 1.399083e-20
## PLEKHO1 9.732784e-25 0.9819367 0.810 0.308 1.559387e-20
## ADAP1 1.376341e-24 0.4884253 0.392 0.038 2.205174e-20
## RPS4Y1 1.390320e-24 -0.7108404 0.886 0.998 2.227570e-20
## SEPT6 1.712860e-24 -0.8913883 0.203 0.805 2.744345e-20
## RPL24 2.220694e-24 -0.5069329 0.987 1.000 3.557996e-20
## LAMTOR4 2.282092e-24 0.7557632 0.949 0.732 3.656368e-20
## DAZAP2 2.378107e-24 0.7589746 0.987 0.725 3.810203e-20
## NCOA4 3.215924e-24 0.9077822 0.772 0.308 5.152554e-20
## RPS28 3.328512e-24 -0.4507245 1.000 1.000 5.332942e-20
## COMT 3.671250e-24 0.7663457 0.696 0.220 5.882076e-20
## TRIB1 3.682944e-24 0.5143845 0.304 0.016 5.900813e-20
## UBE2D1 3.903870e-24 0.6568634 0.608 0.142 6.254781e-20
## VNN2 3.990584e-24 0.7151294 0.506 0.089 6.393714e-20
## RNF135 4.362302e-24 0.5230824 0.367 0.033 6.989280e-20
## LYL1 4.727817e-24 0.7745946 0.506 0.084 7.574908e-20
## CAST 4.906493e-24 0.8586728 0.911 0.510 7.861184e-20
## GM2A 5.175488e-24 0.3780338 0.304 0.016 8.292166e-20
## CORO1C 6.897266e-24 0.4562347 0.329 0.022 1.105080e-19
## CX3CR1 9.410796e-24 0.5249265 0.456 0.055 1.507798e-19
## TMSB4X 9.564522e-24 0.4119636 1.000 1.000 1.532428e-19
## P2RX1 9.986446e-24 0.3750373 0.304 0.016 1.600028e-19
## AGO4 1.146774e-23 0.5684699 0.494 0.080 1.837361e-19
## GLRX 1.214066e-23 0.8734898 0.911 0.552 1.945176e-19
## LSP1 1.502308e-23 0.7508970 0.949 0.789 2.406998e-19
## C1orf162 1.541916e-23 0.8436220 0.911 0.550 2.470458e-19
## C12orf57 1.811120e-23 -0.9492765 0.354 0.914 2.901776e-19
## ARRB1 2.503880e-23 0.5415776 0.456 0.067 4.011717e-19
## EPB41L3 2.541290e-23 0.3410588 0.266 0.009 4.071655e-19
## PLSCR1 2.561501e-23 0.6647806 0.494 0.084 4.104038e-19
## DOK3 3.492851e-23 0.4160646 0.253 0.007 5.596246e-19
## RPL28 3.925857e-23 -0.3532412 1.000 1.000 6.290007e-19
## MSN 3.988696e-23 0.7510680 0.937 0.612 6.390689e-19
## ATF3 4.322060e-23 0.6030978 0.595 0.115 6.924805e-19
## EHBP1L1 4.602192e-23 0.7067055 0.671 0.188 7.373632e-19
## UBXN11 4.812261e-23 0.6421445 0.557 0.120 7.710205e-19
## TLR5 5.320887e-23 0.4217521 0.342 0.027 8.525125e-19
## RACK1 5.354069e-23 -0.4366693 1.000 1.000 8.578289e-19
## DAPP1 5.378297e-23 0.7409330 0.646 0.166 8.617107e-19
## ZNF516 6.802910e-23 0.3922776 0.354 0.031 1.089962e-18
## LAT 7.410358e-23 -0.8047950 0.089 0.747 1.187288e-18
## RHOB 8.047503e-23 0.9323862 0.772 0.264 1.289371e-18
## CAPNS1 9.266885e-23 0.7696895 0.873 0.426 1.484740e-18
## RPS13 9.545449e-23 -0.4942792 1.000 1.000 1.529372e-18
## SOD2 1.015251e-22 1.0390983 0.823 0.401 1.626635e-18
## MT-ND2 1.117730e-22 0.5292176 0.987 0.996 1.790827e-18
## DUSP3 1.123432e-22 0.4095071 0.291 0.016 1.799963e-18
## LEF1 1.501595e-22 -1.0734311 0.038 0.690 2.405855e-18
## ANXA1 1.514686e-22 0.9075216 0.937 0.463 2.426829e-18
## PHLDA2 1.538663e-22 0.5037224 0.291 0.016 2.465246e-18
## LAMP2 1.558851e-22 0.6486161 0.620 0.166 2.497592e-18
## KLF2 2.439753e-22 -0.8460922 0.911 0.984 3.908971e-18
## RPL38 2.778049e-22 -0.5469993 0.975 0.998 4.450990e-18
## SPINT1 3.161433e-22 0.3663909 0.266 0.011 5.065248e-18
## ATP5MPL 3.318758e-22 0.7090539 0.975 0.683 5.317314e-18
## RPL6 4.183040e-22 -0.4173922 1.000 1.000 6.702067e-18
## VASP 4.190952e-22 0.7968978 0.899 0.528 6.714744e-18
## TPT1 4.610022e-22 -0.3873237 1.000 1.000 7.386178e-18
## P2RX7 4.653371e-22 0.4435596 0.367 0.038 7.455631e-18
## CD63 5.505659e-22 0.7714563 0.810 0.335 8.821167e-18
## RPL8 7.034541e-22 -0.4764479 1.000 1.000 1.127074e-17
## GPCPD1 7.454843e-22 0.7113142 0.722 0.244 1.194415e-17
## STX11 8.383820e-22 0.4821985 0.329 0.027 1.343256e-17
## CREG1 9.026318e-22 0.6398173 0.519 0.109 1.446197e-17
## RHOH 9.559173e-22 -0.8357413 0.013 0.661 1.531571e-17
## GDI2 9.983797e-22 0.6684954 0.924 0.627 1.599604e-17
## RPLP0 1.088073e-21 -0.5710057 0.975 1.000 1.743310e-17
## ACSL1 1.163267e-21 0.4570666 0.329 0.027 1.863786e-17
## BIN1 1.235462e-21 -0.8170901 0.051 0.678 1.979457e-17
## TMEM205 1.239448e-21 0.6419539 0.582 0.137 1.985844e-17
## RASGRP1 1.281996e-21 -0.8750215 0.000 0.641 2.054015e-17
## UQCRC1 2.186582e-21 0.6572389 0.734 0.253 3.503342e-17
## CCL3 2.378045e-21 1.2082177 0.418 0.060 3.810104e-17
## IMPA2 3.014259e-21 0.4198742 0.342 0.033 4.829446e-17
## GNB2 3.352982e-21 0.7572300 0.848 0.466 5.372148e-17
## SPOCK2 3.593650e-21 -0.9315548 0.000 0.632 5.757746e-17
## NAGA 3.783989e-21 0.4130692 0.342 0.033 6.062707e-17
## LAPTM5 3.794306e-21 0.6286706 0.962 0.967 6.079237e-17
## PAK1 4.044127e-21 0.5652329 0.468 0.082 6.479500e-17
## PKM 4.418947e-21 0.7034863 0.937 0.712 7.080037e-17
## RPL13A 5.532534e-21 -0.4317441 1.000 1.000 8.864226e-17
## S100A10 6.131641e-21 0.8540741 0.949 0.847 9.824115e-17
## ZNF106 9.761789e-21 0.7514088 0.684 0.226 1.564034e-16
## LACTB 1.032382e-20 0.6336287 0.532 0.124 1.654083e-16
## PTPN12 1.057837e-20 0.5355151 0.468 0.078 1.694866e-16
## RPL15 1.184410e-20 -0.3899322 1.000 1.000 1.897662e-16
## MPST 1.425086e-20 0.4680824 0.392 0.051 2.283274e-16
## FCMR 1.562761e-20 -0.9019035 0.013 0.630 2.503856e-16
## OCIAD2 1.641646e-20 -0.8157960 0.000 0.619 2.630245e-16
## RASSF2 1.730262e-20 0.5828247 0.570 0.137 2.772225e-16
## CALHM6 1.831449e-20 0.5137920 0.367 0.044 2.934348e-16
## RPS20 1.948220e-20 -0.5318383 0.975 1.000 3.121438e-16
## AC020656.1 2.045822e-20 0.4710529 0.329 0.033 3.277817e-16
## TCIRG1 2.052009e-20 0.6770610 0.696 0.228 3.287729e-16
## HSPA8 2.373070e-20 -0.7363763 0.785 0.984 3.802132e-16
## SH2B3 2.395239e-20 0.4421206 0.405 0.058 3.837652e-16
## PPM1F 2.636345e-20 0.4833322 0.380 0.051 4.223952e-16
## GLB1 2.674105e-20 0.4386273 0.418 0.062 4.284451e-16
## TRABD2A 3.063190e-20 -0.9424450 0.051 0.661 4.907843e-16
## RPL26 3.079316e-20 -0.3535535 1.000 1.000 4.933680e-16
## STK17A 3.182652e-20 -0.8819794 0.089 0.694 5.099245e-16
## DUSP1 3.497119e-20 0.7306443 0.975 0.942 5.603084e-16
## RPL37A 3.571815e-20 -0.3976834 0.987 1.000 5.722762e-16
## SERPINB8 3.781401e-20 0.3519488 0.342 0.035 6.058561e-16
## SPTSSA 4.632742e-20 0.4853536 0.418 0.067 7.422580e-16
## MAL 4.831741e-20 -0.9938005 0.013 0.621 7.741416e-16
## GCC2 5.574005e-20 -0.9369113 0.139 0.705 8.930671e-16
## SLC31A1 5.756060e-20 0.3111451 0.266 0.016 9.222360e-16
## NOSIP 6.794854e-20 -0.9478137 0.468 0.825 1.088671e-15
## VAMP8 8.904970e-20 0.7110207 0.911 0.703 1.426754e-15
## S100Z 9.001299e-20 0.3753558 0.253 0.013 1.442188e-15
## VMP1 1.034702e-19 0.8627333 0.861 0.461 1.657799e-15
## FUS 1.041178e-19 -0.6750470 0.823 0.989 1.668176e-15
## JDP2 1.073527e-19 0.3235523 0.253 0.013 1.720005e-15
## FBP1 1.128729e-19 0.3651820 0.304 0.027 1.808450e-15
## PLPPR2 1.160823e-19 0.2929736 0.253 0.013 1.859870e-15
## STAT2 1.448122e-19 0.6225537 0.595 0.173 2.320182e-15
## EVI2A 1.457135e-19 0.8713272 0.747 0.319 2.334622e-15
## SKAP1 1.510136e-19 -0.8093708 0.000 0.599 2.419540e-15
## PLIN3 1.647214e-19 0.5397667 0.544 0.137 2.639167e-15
## TRIOBP 1.773644e-19 0.4805687 0.519 0.104 2.841733e-15
## SLC2A6 1.816995e-19 0.4237007 0.354 0.042 2.911190e-15
## IL2RG 1.865024e-19 -0.8238209 0.215 0.769 2.988141e-15
## TOM1 1.906699e-19 0.5249720 0.494 0.106 3.054914e-15
## LAPTM4A 2.160778e-19 0.6905454 0.747 0.328 3.461998e-15
## DPYD 2.184813e-19 0.6205107 0.620 0.193 3.500507e-15
## TMEM154 2.199951e-19 0.7385764 0.633 0.200 3.524762e-15
## HIST1H4C 2.437655e-19 -0.9351244 0.519 0.863 3.905611e-15
## RCAN3 2.591467e-19 -0.8987225 0.127 0.703 4.152048e-15
## PICALM 2.652861e-19 0.6666922 0.570 0.153 4.250414e-15
## SAT2 2.671518e-19 0.6326195 0.734 0.304 4.280307e-15
## AC007952.4 3.332177e-19 0.7992482 0.924 0.599 5.338814e-15
## MTPN 3.913924e-19 0.7795057 0.873 0.519 6.270889e-15
## FAM120A 3.922178e-19 0.6945076 0.734 0.297 6.284114e-15
## CALM1 3.998020e-19 -0.6165628 0.975 0.991 6.405628e-15
## ATP6V0A1 4.038392e-19 0.3425654 0.316 0.031 6.470312e-15
## SEPT1 4.247767e-19 -0.7636109 0.152 0.703 6.805772e-15
## MPP1 4.410485e-19 0.6764714 0.418 0.071 7.066479e-15
## KIAA0513 5.239207e-19 0.3734307 0.329 0.035 8.394258e-15
## RELT 5.577354e-19 0.4371433 0.430 0.075 8.936036e-15
## TRBC1 5.645212e-19 -1.7980836 0.152 0.674 9.044758e-15
## NFKBIZ 5.668832e-19 1.0005235 0.861 0.554 9.082603e-15
## SNRPN 5.845822e-19 -0.6608334 0.215 0.758 9.366176e-15
## TMEM170B 7.255361e-19 0.2839126 0.253 0.016 1.162454e-14
## NBPF14 7.263554e-19 0.4672853 0.367 0.051 1.163767e-14
## PPIF 7.330313e-19 0.5772293 0.418 0.073 1.174463e-14
## PLEKHO2 8.342197e-19 0.4071914 0.367 0.051 1.336587e-14
## PRCP 8.364442e-19 0.5155516 0.468 0.095 1.340151e-14
## C15orf39 9.279938e-19 0.3685459 0.342 0.040 1.486832e-14
## FLNA 1.034664e-18 0.8007558 0.823 0.419 1.657738e-14
## CBFA2T3 1.041837e-18 0.3820925 0.291 0.024 1.669232e-14
## SPECC1 1.096670e-18 0.4325176 0.354 0.047 1.757085e-14
## CKLF 1.263355e-18 0.6347967 0.810 0.339 2.024148e-14
## TPM3 1.266904e-18 0.6061310 0.987 0.863 2.029834e-14
## HPSE 1.298341e-18 0.3997225 0.266 0.020 2.080202e-14
## SYNE2 1.315321e-18 -1.0059664 0.025 0.603 2.107407e-14
## MFSD14B 1.533057e-18 0.4969443 0.443 0.084 2.456263e-14
## NFKBIA 1.566598e-18 0.7838931 0.975 0.878 2.510004e-14
## TM9SF2 1.633217e-18 0.5208821 0.633 0.193 2.616740e-14
## FAU 1.734271e-18 -0.3213461 1.000 1.000 2.778649e-14
## SLC38A1 2.069459e-18 -0.7768792 0.000 0.574 3.315688e-14
## AAK1 2.914193e-18 -0.8234220 0.291 0.756 4.669121e-14
## ITM2A 2.974216e-18 -0.8735694 0.025 0.594 4.765289e-14
## RPL39 3.168562e-18 -0.3350148 1.000 1.000 5.076670e-14
## SYNGR2 3.957159e-18 0.6069225 0.620 0.208 6.340160e-14
## MARCKSL1 4.240824e-18 -0.9409606 0.278 0.747 6.794649e-14
## JUNB 4.840156e-18 -0.7917765 0.987 0.991 7.754897e-14
## QKI 4.856462e-18 0.6376358 0.709 0.297 7.781024e-14
## ENO1 5.184800e-18 0.7039230 0.949 0.765 8.307086e-14
## CXorf21 5.216481e-18 0.3442300 0.278 0.024 8.357846e-14
## BMP2K 6.547376e-18 0.4234667 0.380 0.058 1.049021e-13
## TNFRSF1A 6.584819e-18 0.5405916 0.544 0.135 1.055020e-13
## HLA-E 7.300664e-18 -0.4637749 1.000 1.000 1.169712e-13
## CARD19 7.680683e-18 0.5121758 0.456 0.089 1.230599e-13
## OAS1 8.740930e-18 0.6130938 0.418 0.080 1.400472e-13
## DIAPH2 1.006216e-17 0.4434064 0.367 0.058 1.612159e-13
## ISG20 1.085682e-17 -0.7714517 0.165 0.721 1.739480e-13
## BAZ2B 1.266002e-17 0.6181895 0.494 0.122 2.028389e-13
## IMPDH1 1.285827e-17 0.5423873 0.506 0.120 2.060153e-13
## MYD88 1.326401e-17 0.5682176 0.506 0.120 2.125160e-13
## PRELID1 1.328129e-17 0.6994360 0.899 0.592 2.127928e-13
## RPL4 1.365538e-17 -0.4641966 0.975 1.000 2.187864e-13
## BICD2 1.399215e-17 0.4889954 0.532 0.133 2.241823e-13
## RAB27A 1.569489e-17 0.5041229 0.595 0.171 2.514636e-13
## GYPC 1.768110e-17 -0.7733004 0.304 0.758 2.832865e-13
## LINC00861 1.814513e-17 -0.8105584 0.025 0.585 2.907214e-13
## MYO1G 1.886290e-17 0.6283204 0.785 0.355 3.022213e-13
## CDKN1A 1.923892e-17 0.5469515 0.392 0.067 3.082460e-13
## RHOG 2.031483e-17 0.6908628 0.873 0.543 3.254842e-13
## POU2F2 2.306797e-17 1.0349373 0.722 0.381 3.695950e-13
## HRH2 2.434439e-17 0.4971540 0.494 0.113 3.900458e-13
## CMTM6 2.948412e-17 0.6612892 0.734 0.328 4.723946e-13
## TK2 3.849972e-17 0.3227561 0.291 0.031 6.168425e-13
## JAK2 3.918528e-17 0.4032004 0.316 0.040 6.278265e-13
## ATP2B1-AS1 4.046894e-17 0.8098820 0.734 0.324 6.483934e-13
## TBC1D10C 4.155566e-17 -0.7328018 0.316 0.785 6.658047e-13
## C9orf72 4.747004e-17 0.5272801 0.456 0.098 7.605649e-13
## CUX1 5.140525e-17 0.6003126 0.570 0.175 8.236149e-13
## ARPC4 5.419848e-17 0.6920614 0.899 0.621 8.683680e-13
## TPI1 6.103334e-17 0.6320424 0.911 0.656 9.778762e-13
## PABPC1 6.939135e-17 0.4243314 1.000 0.996 1.111788e-12
## FHL3 7.463262e-17 0.5010111 0.367 0.062 1.195764e-12
## INPPL1 7.777194e-17 0.3646376 0.354 0.053 1.246062e-12
## RP2 8.116624e-17 0.3117103 0.316 0.040 1.300445e-12
## RPN1 8.355950e-17 0.5041979 0.595 0.188 1.338790e-12
## CTSA 9.069370e-17 0.7127844 0.620 0.202 1.453094e-12
## MICAL2 9.390773e-17 0.3034163 0.278 0.029 1.504590e-12
## ILF3-DT 9.468860e-17 -0.8226425 0.253 0.745 1.517101e-12
## SLC31A2 1.004318e-16 0.4732692 0.380 0.069 1.609118e-12
## RAB34 1.027924e-16 0.3277878 0.266 0.024 1.646940e-12
## AGTPBP1 1.097542e-16 0.5206536 0.506 0.131 1.758481e-12
## ARRB2 1.142423e-16 0.7505321 0.772 0.486 1.830390e-12
## NACA 1.236200e-16 -0.3730804 0.987 1.000 1.980640e-12
## CD300A 1.245967e-16 0.4259806 0.456 0.095 1.996288e-12
## SPG21 1.361265e-16 0.5553075 0.557 0.166 2.181019e-12
## CDC42EP3 1.374886e-16 0.6740858 0.646 0.224 2.202843e-12
## ATG3 1.548821e-16 0.6556141 0.722 0.346 2.481520e-12
## LEPROTL1 1.642598e-16 -0.7340116 0.304 0.787 2.631771e-12
## FAM214B 2.316049e-16 0.4245920 0.329 0.049 3.710774e-12
## TRAT1 2.883907e-16 -0.7450465 0.000 0.525 4.620596e-12
## BID 2.966235e-16 0.5233074 0.570 0.184 4.752501e-12
## SNX27 3.501718e-16 0.5249616 0.595 0.191 5.610453e-12
## CLTC 3.697442e-16 0.5527822 0.506 0.142 5.924042e-12
## RPL36A 3.751937e-16 -0.6083949 0.823 0.971 6.011354e-12
## ATG16L2 3.934942e-16 0.5417223 0.544 0.164 6.304563e-12
## TOMM7 3.946020e-16 -0.4806587 0.949 0.993 6.322314e-12
## CD83 4.043378e-16 0.6495871 0.544 0.164 6.478300e-12
## MTRNR2L8 4.151176e-16 0.4885463 0.494 0.122 6.651014e-12
## METTL9 4.466658e-16 0.7464306 0.772 0.450 7.156480e-12
## DDX24 4.623786e-16 -0.6936629 0.405 0.823 7.408230e-12
## LAMTOR2 4.729096e-16 0.6183396 0.684 0.302 7.576958e-12
## MOB1A 5.251298e-16 0.6429782 0.848 0.455 8.413630e-12
## PTPN18 5.302634e-16 0.7189327 0.595 0.200 8.495881e-12
## RNF149 5.674615e-16 0.5911340 0.658 0.268 9.091867e-12
## HNRNPA1 5.732263e-16 -0.5375046 0.886 0.989 9.184231e-12
## TSTD1 5.819335e-16 -0.6859346 0.215 0.694 9.323739e-12
## LRRFIP1 6.250762e-16 0.6123176 0.949 0.752 1.001497e-11
## GAA 6.923797e-16 0.4155618 0.354 0.058 1.109331e-11
## PRKACA 7.540544e-16 0.4861670 0.494 0.126 1.208146e-11
## ATOX1 7.576677e-16 0.5399967 0.532 0.153 1.213935e-11
## CAMK4 7.755738e-16 -0.7435413 0.013 0.530 1.242624e-11
## PLCB2 8.133981e-16 0.6440995 0.519 0.153 1.303226e-11
## BCL2 8.398078e-16 -0.8144851 0.000 0.514 1.345540e-11
## CALM2 8.408869e-16 0.7599375 0.911 0.783 1.347269e-11
## TRAF3IP3 8.530611e-16 -0.6302124 0.595 0.918 1.366775e-11
## EIF4A2 8.653454e-16 -0.5843894 0.785 0.960 1.386456e-11
## HACD4 9.256747e-16 0.5870281 0.570 0.188 1.483116e-11
## RAB5IF 9.662894e-16 0.6291582 0.747 0.375 1.548189e-11
## DENND3 1.005649e-15 0.3298362 0.278 0.033 1.611251e-11
## CD6 1.280096e-15 -0.6654465 0.025 0.539 2.050969e-11
## E2F3 1.384149e-15 0.4358972 0.367 0.067 2.217684e-11
## GIMAP7 1.474050e-15 -0.6465429 0.785 0.931 2.361724e-11
## ACAP2 1.625349e-15 0.5952671 0.810 0.439 2.604133e-11
## EEF1D 1.773672e-15 -0.4122665 0.987 1.000 2.841777e-11
## REEP5 1.910992e-15 0.6347603 0.747 0.348 3.061792e-11
## FGD2 1.918983e-15 0.3086848 0.253 0.024 3.074594e-11
## MAPKAPK3 2.200054e-15 0.5307529 0.506 0.149 3.524927e-11
## SNHG8 2.246925e-15 -0.7434809 0.380 0.794 3.600022e-11
## CANX 2.255096e-15 0.6461732 0.797 0.419 3.613115e-11
## ZSWIM6 2.340638e-15 0.4378306 0.354 0.064 3.750170e-11
## ATP6V1F 2.530521e-15 0.6568249 0.810 0.514 4.054401e-11
## IQGAP2 2.937791e-15 0.6614902 0.747 0.330 4.706930e-11
## OXNAD1 2.965235e-15 -0.6792531 0.013 0.512 4.750899e-11
## DUSP2 2.976718e-15 -1.1690116 0.253 0.703 4.769297e-11
## MAP3K8 3.390407e-15 0.3301052 0.291 0.038 5.432110e-11
## ITPK1 3.505156e-15 0.3848036 0.354 0.064 5.615962e-11
## FNDC3B 3.698384e-15 0.4170762 0.405 0.086 5.925550e-11
## ARPC2 3.860528e-15 0.4577631 1.000 0.933 6.185337e-11
## CHMP2A 3.930132e-15 0.5910141 0.772 0.424 6.296857e-11
## RILPL2 4.218330e-15 0.5843292 0.633 0.255 6.758608e-11
## ABHD2 4.536828e-15 0.3659379 0.380 0.071 7.268905e-11
## MAP3K20 4.637346e-15 0.3690145 0.291 0.040 7.429956e-11
## TMEM127 4.714547e-15 0.3865959 0.367 0.071 7.553646e-11
## ATP6AP2 5.017217e-15 0.5953598 0.810 0.550 8.038585e-11
## GABARAP 5.955150e-15 0.4675378 0.430 0.095 9.541341e-11
## CYTIP 6.114256e-15 -0.6378741 0.253 0.710 9.796260e-11
## APOBR 6.635950e-15 0.3233573 0.253 0.027 1.063212e-10
## RORA 6.708394e-15 -0.7735441 0.013 0.506 1.074819e-10
## PISD 7.893635e-15 0.3793462 0.354 0.064 1.264718e-10
## MT-ATP6 8.107998e-15 -0.2575511 1.000 1.000 1.299063e-10
## RAB10 8.671707e-15 0.6652547 0.646 0.268 1.389381e-10
## B4GALT5 8.937086e-15 0.2798253 0.266 0.031 1.431900e-10
## ANKRD12 9.265172e-15 -0.7239782 0.519 0.845 1.484466e-10
## UBXN2B 9.835539e-15 0.3405907 0.316 0.049 1.575850e-10
## DDX5 1.045258e-14 -0.4312964 0.987 0.998 1.674713e-10
## FKBP15 1.064038e-14 0.3959566 0.418 0.095 1.704802e-10
## ATP11A 1.085273e-14 0.4829518 0.392 0.086 1.738824e-10
## PRKCH 1.170233e-14 -0.6244442 0.038 0.528 1.874947e-10
## PEBP1 1.175031e-14 -0.6462623 0.354 0.774 1.882635e-10
## ANO6 1.187491e-14 0.3576762 0.329 0.055 1.902598e-10
## PCBP1 1.191427e-14 0.6197922 0.911 0.765 1.908904e-10
## BST2 1.212603e-14 0.6967745 0.772 0.466 1.942832e-10
## FERMT3 1.319897e-14 0.6459888 0.772 0.424 2.114739e-10
## CIITA 1.383728e-14 0.3471454 0.329 0.053 2.217009e-10
## SLFN5 1.471296e-14 -0.7424618 0.215 0.674 2.357310e-10
## ATP6V0E1 1.509239e-14 0.5759334 0.949 0.818 2.418103e-10
## SGK1 1.701540e-14 0.6665793 0.671 0.293 2.726208e-10
## DENND6B 1.730666e-14 0.2951136 0.253 0.029 2.772873e-10
## NOP10 1.734061e-14 0.6190670 0.848 0.581 2.778312e-10
## PRDX2 1.935646e-14 -0.6570785 0.203 0.687 3.101292e-10
## METTL22 2.097860e-14 0.2667926 0.253 0.029 3.361191e-10
## PIM1 2.255000e-14 -0.7267553 0.114 0.596 3.612961e-10
## CD4 2.412945e-14 0.7015429 0.734 0.390 3.866020e-10
## PFDN5 2.510728e-14 0.3803102 0.987 1.000 4.022688e-10
## BCKDK 2.644986e-14 0.4884999 0.380 0.082 4.237796e-10
## PSMB3 2.785758e-14 0.6541827 0.873 0.601 4.463342e-10
## BTG2 2.808237e-14 -0.9198237 0.747 0.922 4.499357e-10
## CAMKK2 2.819348e-14 0.4565757 0.392 0.091 4.517159e-10
## ZFAND5 2.820280e-14 0.6644220 0.861 0.581 4.518652e-10
## PNISR 3.177402e-14 -0.6087118 0.671 0.940 5.090834e-10
## NUMB 3.227065e-14 0.4982918 0.494 0.149 5.170403e-10
## PBXIP1 3.407185e-14 -0.6864214 0.152 0.632 5.458992e-10
## INTS6 3.698513e-14 -0.8269961 0.494 0.856 5.925757e-10
## MAP3K5 3.870843e-14 0.3987967 0.380 0.080 6.201865e-10
## HOTAIRM1 4.154600e-14 0.4214533 0.329 0.060 6.656500e-10
## JUN 4.739289e-14 -0.5927527 0.975 0.991 7.593289e-10
## TMEM167A 4.783612e-14 0.5518896 0.633 0.255 7.664304e-10
## SQSTM1 5.354155e-14 0.7102789 0.823 0.565 8.578428e-10
## PGAM1 5.360521e-14 0.5837324 0.797 0.508 8.588626e-10
## PGLS 6.383044e-14 0.6681611 0.810 0.499 1.022691e-09
## CARS2 7.768634e-14 0.5555962 0.544 0.195 1.244691e-09
## FLT3LG 7.791048e-14 -0.6454423 0.051 0.528 1.248282e-09
## SHKBP1 8.228187e-14 0.5633436 0.620 0.248 1.318320e-09
## VCL 8.482756e-14 0.4770671 0.468 0.129 1.359107e-09
## TLE4 9.053015e-14 -0.7283820 0.392 0.792 1.450474e-09
## COLGALT1 9.189690e-14 0.4452119 0.418 0.102 1.472372e-09
## PSTPIP1 9.329160e-14 0.6549070 0.646 0.288 1.494718e-09
## MAP2K3 9.412605e-14 0.5366520 0.570 0.217 1.508088e-09
## HSPA1A 9.654404e-14 0.6027037 0.570 0.197 1.546829e-09
## CD44 1.159042e-13 0.6056592 0.962 0.831 1.857017e-09
## PSIP1 1.247451e-13 -0.6404193 0.304 0.721 1.998666e-09
## TMED5 1.268178e-13 0.4491993 0.544 0.171 2.031874e-09
## DDIT4 1.284828e-13 -0.8146450 0.215 0.645 2.058552e-09
## ORAI3 1.514388e-13 0.3826034 0.354 0.073 2.426352e-09
## AQP3 1.553068e-13 -0.7697058 0.025 0.483 2.488325e-09
## GNAQ 1.710311e-13 0.5240197 0.544 0.186 2.740261e-09
## MT-ND5 1.921706e-13 -0.3776001 1.000 1.000 3.078957e-09
## TMEM91 1.958678e-13 0.4911819 0.316 0.058 3.138194e-09
## FLI1 1.978335e-13 0.5728892 0.684 0.319 3.169688e-09
## RPS9 1.991675e-13 -0.2797857 1.000 1.000 3.191062e-09
## SNX2 2.280278e-13 0.4822950 0.696 0.319 3.653461e-09
## FHIT 2.590281e-13 -0.6903984 0.038 0.494 4.150148e-09
## ZAP70 2.971999e-13 -0.6302431 0.076 0.537 4.761737e-09
## HSPB1 2.979596e-13 -0.6374080 0.051 0.497 4.773909e-09
## RNF13 3.179171e-13 0.4904254 0.620 0.248 5.093667e-09
## GRB2 3.416068e-13 0.5661374 0.823 0.559 5.473224e-09
## MTMR10 3.505484e-13 0.3368234 0.304 0.053 5.616487e-09
## ITK 3.740740e-13 -0.5632903 0.013 0.459 5.993413e-09
## ETV6 3.762843e-13 0.4655293 0.456 0.133 6.028826e-09
## EMP3 3.945584e-13 0.5519653 1.000 0.887 6.321614e-09
## BLVRA 3.946120e-13 0.4549072 0.430 0.120 6.322474e-09
## QSOX1 3.977643e-13 0.3829962 0.367 0.082 6.372979e-09
## DGKA 4.049711e-13 -0.5652826 0.101 0.557 6.488447e-09
## MZT2B 4.511383e-13 -0.5251588 0.633 0.876 7.228137e-09
## GTF2I 4.972342e-13 0.5582727 0.772 0.408 7.966687e-09
## ATP6V1E1 5.397393e-13 0.4927504 0.595 0.237 8.647703e-09
## HEXB 5.525591e-13 0.5132495 0.544 0.204 8.853102e-09
## HLA-DQB1 5.944763e-13 0.3902634 0.354 0.071 9.524699e-09
## ACER3 6.029615e-13 0.3655404 0.304 0.053 9.660649e-09
## PTPN6 6.194493e-13 0.6074807 0.861 0.537 9.924817e-09
## TBL1X 6.528371e-13 0.5095727 0.519 0.180 1.045976e-08
## RPL27 6.765250e-13 -0.3028972 0.987 1.000 1.083928e-08
## ARID3A 6.864754e-13 0.3460072 0.329 0.064 1.099871e-08
## SSFA2 7.059080e-13 0.3368155 0.266 0.040 1.131006e-08
## HVCN1 7.097151e-13 0.3107317 0.367 0.080 1.137106e-08
## PSMA4 7.120881e-13 0.6058764 0.759 0.463 1.140908e-08
## AGPAT2 7.308321e-13 0.4351315 0.354 0.080 1.170939e-08
## SOD1 7.858296e-13 -0.4820626 0.582 0.905 1.259056e-08
## EIF4E2 8.346289e-13 0.5397471 0.557 0.215 1.337242e-08
## CLTA 8.730726e-13 0.5753039 0.747 0.479 1.398837e-08
## TYK2 8.786897e-13 0.3969162 0.405 0.109 1.407837e-08
## PEA15 9.413569e-13 0.4064591 0.329 0.067 1.508242e-08
## TET3 9.568182e-13 0.3322545 0.266 0.042 1.533014e-08
## LMO4 1.013025e-12 0.5220911 0.506 0.164 1.623068e-08
## PDE7A 1.347344e-12 -0.6407912 0.089 0.532 2.158715e-08
## PRKCA 1.388064e-12 -0.6181953 0.114 0.530 2.223957e-08
## NINJ1 1.389479e-12 0.5123877 0.532 0.208 2.226223e-08
## GSAP 1.412418e-12 0.3360593 0.354 0.075 2.262977e-08
## UBR4 1.612688e-12 0.4811088 0.532 0.184 2.583849e-08
## MGST2 1.637655e-12 0.3624611 0.291 0.051 2.623850e-08
## TXK 1.676024e-12 -0.5760550 0.013 0.441 2.685326e-08
## RNF181 1.687726e-12 0.5331763 0.658 0.308 2.704074e-08
## MCOLN1 1.763082e-12 0.2982037 0.278 0.044 2.824810e-08
## SRSF5 1.769062e-12 -0.4485123 0.937 0.978 2.834390e-08
## THEM4 1.949432e-12 -0.5801555 0.013 0.441 3.123380e-08
## FAR1 2.067043e-12 0.4843964 0.430 0.124 3.311816e-08
## RARA 2.196719e-12 0.4494785 0.380 0.098 3.519582e-08
## MZT2A 2.327857e-12 -0.5591609 0.139 0.568 3.729693e-08
## C20orf27 2.399434e-12 0.4251028 0.468 0.151 3.844373e-08
## RPL31 2.402225e-12 -0.3824772 0.962 0.998 3.848846e-08
## FOS 2.579115e-12 0.4674033 0.987 0.987 4.132259e-08
## CIRBP 2.687010e-12 -0.4564702 0.810 0.967 4.305127e-08
## MANBA 2.725726e-12 0.4006449 0.405 0.109 4.367158e-08
## RCBTB2 2.742025e-12 0.4849130 0.443 0.133 4.393273e-08
## SLC43A3 2.757805e-12 0.3161217 0.253 0.038 4.418555e-08
## C1QBP 3.236527e-12 -0.4984132 0.316 0.712 5.185563e-08
## GNG5 3.420010e-12 0.5832178 0.823 0.614 5.479541e-08
## TIMP1 3.444836e-12 0.5774475 0.747 0.397 5.519316e-08
## PCBP2 3.988200e-12 0.4428786 0.987 0.905 6.389894e-08
## UBE2D2 4.390984e-12 -0.5075717 0.519 0.854 7.035235e-08
## TMEM219 4.533389e-12 0.5431740 0.772 0.450 7.263396e-08
## RGS19 4.545754e-12 0.5457816 0.747 0.415 7.283207e-08
## TMEM131 4.726536e-12 0.3552434 0.418 0.115 7.572857e-08
## NAAA 4.844181e-12 0.6007283 0.582 0.268 7.761348e-08
## PREX1 4.947345e-12 0.4201371 0.506 0.164 7.926636e-08
## CDC42SE2 5.081931e-12 -0.4939931 0.367 0.783 8.142270e-08
## ABLIM1 5.083678e-12 -0.5801181 0.025 0.455 8.145069e-08
## BTF3 5.107267e-12 -0.3351223 0.987 1.000 8.182863e-08
## TESPA1 5.180547e-12 -0.5808996 0.013 0.430 8.300272e-08
## VAMP3 5.489957e-12 0.4168958 0.430 0.124 8.796009e-08
## CAPN2 5.942933e-12 0.5707032 0.722 0.390 9.521768e-08
## RAB5C 6.670047e-12 0.4721102 0.797 0.475 1.068675e-07
## ID3 6.858643e-12 -0.8344337 0.076 0.481 1.098892e-07
## LIPA 6.984132e-12 0.5141134 0.557 0.226 1.118998e-07
## CMIP 7.363789e-12 0.5999430 0.481 0.177 1.179826e-07
## HOOK3 7.428050e-12 0.5113324 0.595 0.239 1.190122e-07
## DYNLT1 7.989137e-12 0.5901804 0.633 0.308 1.280020e-07
## EIF4G1 8.290804e-12 0.3950377 0.468 0.149 1.328353e-07
## MYC 8.590734e-12 -0.6378968 0.101 0.537 1.376407e-07
## SMAP2 8.609751e-12 0.6270594 0.873 0.608 1.379454e-07
## SERP1 8.869151e-12 0.4970199 0.975 0.889 1.421015e-07
## UBE2R2 1.017402e-11 0.5710316 0.772 0.452 1.630081e-07
## SOCS3 1.129173e-11 -0.6903832 0.190 0.610 1.809160e-07
## PNN 1.292783e-11 -0.5909981 0.456 0.789 2.071298e-07
## ARHGEF1 1.296427e-11 -0.5678544 0.405 0.754 2.077136e-07
## SQOR 1.298008e-11 0.5768308 0.544 0.242 2.079669e-07
## STMN3 1.365525e-11 -0.5457894 0.000 0.404 2.187843e-07
## MGAT1 1.464328e-11 0.5388263 0.658 0.328 2.346146e-07
## ATM 1.469181e-11 -0.6377373 0.430 0.765 2.353921e-07
## LRCH4 1.496111e-11 0.4131486 0.570 0.226 2.397069e-07
## COX5B 1.625703e-11 0.4471781 0.899 0.809 2.604702e-07
## ETS2 1.657559e-11 0.3675437 0.329 0.078 2.655741e-07
## PTTG1IP 1.718014e-11 0.4367903 0.494 0.177 2.752601e-07
## FEZ2 1.801782e-11 0.4064637 0.380 0.102 2.886815e-07
## TSPYL2 1.901171e-11 -0.6860776 0.190 0.603 3.046055e-07
## TRMT1 1.954786e-11 0.4502445 0.430 0.137 3.131958e-07
## RALB 1.979617e-11 0.4629587 0.392 0.111 3.171742e-07
## TNRC18 2.478000e-11 0.3638672 0.342 0.082 3.970252e-07
## GZMM 2.548888e-11 -0.6857436 0.013 0.412 4.083828e-07
## NCKAP1L 2.549681e-11 0.6315876 0.633 0.326 4.085099e-07
## RIT1 2.890099e-11 0.3641849 0.430 0.126 4.630516e-07
## GLS 3.174282e-11 -0.5887203 0.241 0.652 5.085834e-07
## SSR2 3.186115e-11 -0.4588645 0.759 0.927 5.104794e-07
## OPTN 3.190723e-11 -0.5420435 0.025 0.426 5.112177e-07
## CD28 3.283481e-11 -0.5220019 0.000 0.392 5.260793e-07
## SLFN11 3.380350e-11 0.3136153 0.266 0.049 5.415996e-07
## BLOC1S1 3.433145e-11 0.5059656 0.797 0.517 5.500585e-07
## ZMIZ1 3.487207e-11 0.3449730 0.278 0.053 5.587203e-07
## SIT1 3.520346e-11 -0.5261608 0.013 0.406 5.640299e-07
## DNAJC5 3.523670e-11 0.3104134 0.291 0.060 5.645624e-07
## H2AFX 3.551452e-11 -0.6483870 0.190 0.603 5.690137e-07
## ITGB7 3.711712e-11 -0.5301637 0.038 0.435 5.946904e-07
## CD5 3.905931e-11 -0.4931049 0.000 0.390 6.258083e-07
## DYNLL1 4.023253e-11 0.4566567 0.937 0.769 6.446055e-07
## LITAF 4.097699e-11 -0.5491556 0.443 0.769 6.565333e-07
## SOCS1 4.303983e-11 -0.6325200 0.177 0.585 6.895841e-07
## POLE4 4.717517e-11 0.5465311 0.620 0.304 7.558405e-07
## AC114760.2 4.949799e-11 -0.5590893 0.025 0.419 7.930568e-07
## HMGN1 5.035338e-11 -0.4885803 0.595 0.860 8.067618e-07
## CDC25B 5.392394e-11 -0.5106352 0.013 0.399 8.639694e-07
## TNRC6C 6.211208e-11 -0.5670267 0.051 0.443 9.951598e-07
## SPTLC2 6.364067e-11 0.4276610 0.418 0.131 1.019651e-06
## ZDHHC7 6.436381e-11 0.3798281 0.430 0.137 1.031237e-06
## DICER1 6.560732e-11 0.4248866 0.557 0.222 1.051160e-06
## LTB4R 6.851594e-11 0.3817859 0.329 0.082 1.097762e-06
## ARHGAP15 7.318145e-11 -0.5032410 0.190 0.588 1.172513e-06
## SOAT1 7.357849e-11 0.3330156 0.380 0.104 1.178875e-06
## ATG7 7.628717e-11 0.3124583 0.329 0.078 1.222273e-06
## CYFIP2 7.797297e-11 -0.5419510 0.114 0.532 1.249283e-06
## PTPRJ 7.906840e-11 0.3705914 0.342 0.086 1.266834e-06
## OAZ2 7.981352e-11 0.4994315 0.456 0.164 1.278772e-06
## DOCK2 8.791589e-11 0.4647584 0.595 0.299 1.408588e-06
## CAPZA1 9.072482e-11 0.5338316 0.734 0.443 1.453593e-06
## LRRN3 9.218767e-11 -0.6756164 0.000 0.379 1.477031e-06
## TXN 9.224914e-11 0.4928956 0.747 0.446 1.478016e-06
## TRPS1 9.258614e-11 0.4766892 0.430 0.142 1.483415e-06
## SATB1 9.259255e-11 -0.6469472 0.228 0.614 1.483518e-06
## TC2N 9.713543e-11 -0.5187926 0.013 0.401 1.556304e-06
## RIN3 9.910375e-11 0.4556929 0.506 0.197 1.587840e-06
## TFEB 1.014429e-10 0.3595861 0.316 0.073 1.625318e-06
## AC245297.3 1.049599e-10 -0.5623317 0.367 0.701 1.681667e-06
## MAP3K1 1.180103e-10 0.5148377 0.671 0.337 1.890761e-06
## TNFRSF25 1.186462e-10 -0.5339966 0.025 0.410 1.900950e-06
## ARGLU1 1.218962e-10 -0.4838355 0.481 0.827 1.953021e-06
## CCPG1 1.229059e-10 0.4410269 0.418 0.142 1.969198e-06
## CD81 1.242644e-10 -0.6116555 0.266 0.634 1.990964e-06
## ADGRE5 1.250825e-10 0.5930032 0.671 0.384 2.004072e-06
## TLN1 1.254712e-10 0.5670917 0.810 0.537 2.010300e-06
## LY9 1.294183e-10 -0.4803121 0.000 0.375 2.073540e-06
## MLKL 1.295591e-10 0.3927427 0.329 0.084 2.075795e-06
## KIAA2013 1.443418e-10 0.3704663 0.418 0.131 2.312644e-06
## IFI44 1.560302e-10 0.5166725 0.304 0.073 2.499916e-06
## AC243960.1 1.812474e-10 -0.4982274 0.000 0.370 2.903946e-06
## IKZF3 1.812481e-10 -0.6036291 0.000 0.370 2.903957e-06
## ODF2L 2.023366e-10 -0.5315297 0.051 0.437 3.241837e-06
## RARRES3 2.168190e-10 -0.4845700 0.430 0.780 3.473874e-06
## RSRP1 2.256814e-10 -0.5098215 0.797 0.933 3.615868e-06
## SPOPL 2.375517e-10 0.2523083 0.266 0.051 3.806053e-06
## TAF1D 2.643971e-10 -0.5177323 0.481 0.796 4.236170e-06
## DLEU2 2.665279e-10 0.3111778 0.291 0.064 4.270310e-06
## MYO9B 2.669157e-10 0.4203069 0.570 0.253 4.276524e-06
## CCDC159 2.738772e-10 0.3769168 0.367 0.104 4.388060e-06
## WAS 2.840630e-10 0.5095375 0.722 0.459 4.551258e-06
## ARID5B 2.892311e-10 -0.5665365 0.051 0.439 4.634060e-06
## SVIP 2.918352e-10 -0.5054872 0.076 0.488 4.675784e-06
## DENND2D 3.046799e-10 -0.5554864 0.139 0.506 4.881581e-06
## SEC11A 3.089167e-10 0.4689691 0.797 0.608 4.949463e-06
## BCL9L 3.240857e-10 -0.4958089 0.089 0.472 5.192502e-06
## HEBP1 3.243866e-10 0.3132572 0.354 0.100 5.197322e-06
## COX7B 3.292850e-10 0.4759005 0.848 0.676 5.275803e-06
## TTC7A 3.329785e-10 0.2998795 0.278 0.060 5.334981e-06
## ZNF331 3.520290e-10 -0.6000966 0.076 0.472 5.640209e-06
## APAF1 3.686830e-10 0.3257061 0.278 0.060 5.907038e-06
## ZC3HAV1 3.700784e-10 -0.5246735 0.367 0.698 5.929396e-06
## PAPSS1 3.877251e-10 0.3792411 0.316 0.084 6.212132e-06
## SLCO3A1 3.944008e-10 0.4221784 0.506 0.197 6.319090e-06
## PTK2B 3.974280e-10 0.4561250 0.519 0.211 6.367591e-06
## YWHAB 4.028029e-10 0.3877318 0.962 0.916 6.453709e-06
## CYLD 4.094680e-10 -0.5624132 0.367 0.725 6.560496e-06
## SMIM14 4.123244e-10 0.3946958 0.456 0.155 6.606262e-06
## GATA3 4.163293e-10 -0.4728808 0.000 0.359 6.670428e-06
## RETREG1 4.427837e-10 -0.4763989 0.013 0.373 7.094281e-06
## ORMDL3 4.523243e-10 -0.4507704 0.038 0.404 7.247140e-06
## RPS6KA4 4.804111e-10 0.3030372 0.342 0.091 7.697147e-06
## HEBP2 4.836390e-10 0.5466812 0.684 0.439 7.748864e-06
## IQSEC1 5.062028e-10 0.4521656 0.443 0.155 8.110381e-06
## FRMD4B 5.159527e-10 0.3765196 0.266 0.055 8.266595e-06
## AGO1 5.267519e-10 0.3164934 0.354 0.098 8.439619e-06
## DNAJB1 5.340650e-10 -0.6125233 0.468 0.798 8.556790e-06
## IKZF1 5.878748e-10 -0.4619207 0.582 0.858 9.418930e-06
## SUSD3 5.933565e-10 -0.4863389 0.063 0.443 9.506758e-06
## CAT 6.093971e-10 0.4977673 0.570 0.282 9.763761e-06
## DYRK2 6.478039e-10 -0.4680033 0.051 0.424 1.037911e-05
## ANXA6 6.886529e-10 -0.5211929 0.380 0.727 1.103360e-05
## STMP1 6.956828e-10 0.4555740 0.722 0.466 1.114623e-05
## EEF2 7.026988e-10 -0.3168231 0.975 0.993 1.125864e-05
## CD40LG 7.180235e-10 -0.5277961 0.038 0.395 1.150417e-05
## ARL5B 7.326021e-10 0.3894756 0.291 0.071 1.173775e-05
## SEC61B 7.693085e-10 0.4011353 0.848 0.643 1.232586e-05
## WDR83OS 7.738865e-10 0.5058119 0.797 0.601 1.239921e-05
## DERA 7.876627e-10 0.3017793 0.329 0.086 1.261993e-05
## HCLS1 7.880715e-10 0.4183776 0.886 0.650 1.262648e-05
## PHF1 8.524223e-10 -0.4425603 0.038 0.406 1.365751e-05
## NBEAL2 8.599547e-10 0.4013953 0.405 0.137 1.377819e-05
## CYB5R4 8.622430e-10 0.3302286 0.418 0.146 1.381486e-05
## STK4 9.404689e-10 -0.4532676 0.658 0.894 1.506819e-05
## PPDPF 9.890640e-10 -0.4439363 0.747 0.962 1.584678e-05
## BRK1 9.963546e-10 0.4299667 0.848 0.667 1.596359e-05
## SSH1 1.061551e-09 0.2537514 0.253 0.049 1.700818e-05
## N4BP2L2 1.067460e-09 -0.4824525 0.608 0.854 1.710284e-05
## EFTUD2 1.084118e-09 0.3188161 0.392 0.124 1.736974e-05
## EIF3E 1.118721e-09 -0.3584985 0.899 0.984 1.792414e-05
## NPTN 1.123072e-09 0.3287654 0.405 0.133 1.799385e-05
## FOXO3 1.157590e-09 0.3245594 0.392 0.124 1.854691e-05
## HSP90AB1 1.254682e-09 -0.4464298 0.810 0.973 2.010251e-05
## CEP170 1.257258e-09 0.2920163 0.380 0.113 2.014378e-05
## PARVG 1.272920e-09 0.4432420 0.544 0.244 2.039473e-05
## PLA2G16 1.313982e-09 0.3379669 0.329 0.089 2.105263e-05
## INPP4B 1.392178e-09 -0.5093975 0.025 0.381 2.230547e-05
## ARF3 1.392775e-09 0.3352646 0.405 0.131 2.231503e-05
## CDC14A 1.427545e-09 -0.4299031 0.063 0.432 2.287213e-05
## FAM102A 1.453975e-09 -0.4375981 0.051 0.419 2.329559e-05
## ITM2B 1.484631e-09 0.4122626 1.000 0.982 2.378675e-05
## CPD 1.515986e-09 0.2930316 0.304 0.078 2.428913e-05
## PRDX5 1.572228e-09 0.4303193 0.848 0.570 2.519024e-05
## KDELR1 1.599566e-09 0.4517128 0.620 0.310 2.562825e-05
## PCSK7 1.626932e-09 -0.5261628 0.405 0.692 2.606671e-05
## ATP6V0E2 1.637378e-09 -0.4346676 0.051 0.415 2.623407e-05
## MPHOSPH8 1.695103e-09 -0.4469858 0.443 0.772 2.715894e-05
## DENND5A 1.707552e-09 0.2758955 0.354 0.100 2.735839e-05
## BNIP3L 1.773878e-09 0.5654846 0.658 0.401 2.842107e-05
## SCML4 1.792988e-09 -0.4264682 0.000 0.339 2.872725e-05
## ITGA6 1.792990e-09 -0.4729369 0.000 0.339 2.872728e-05
## NUDT16 1.935583e-09 0.3079459 0.316 0.084 3.101191e-05
## TMEM238 1.958590e-09 -0.4324179 0.013 0.361 3.138053e-05
## GLTP 1.969512e-09 0.4034505 0.620 0.306 3.155553e-05
## RPL17 2.085325e-09 -0.4320938 0.709 0.874 3.341108e-05
## SELENOM 2.102796e-09 -0.3773861 0.000 0.337 3.369099e-05
## C1orf56 2.146535e-09 -0.4712457 0.089 0.450 3.439179e-05
## TBCC 2.197978e-09 -0.5164220 0.127 0.490 3.521600e-05
## CCND2 2.248790e-09 -0.4943717 0.076 0.430 3.603012e-05
## OTUD6B-AS1 2.266366e-09 -0.4867281 0.101 0.486 3.631171e-05
## RBX1 2.330455e-09 0.6016360 0.747 0.550 3.733856e-05
## FOSL2 2.345325e-09 0.3512217 0.342 0.098 3.757680e-05
## EIF4EBP2 2.356287e-09 0.5148353 0.494 0.208 3.775243e-05
## PIM2 2.542127e-09 -0.5265336 0.101 0.463 4.072996e-05
## NPEPL1 2.711933e-09 0.3067414 0.342 0.100 4.345059e-05
## LPGAT1 2.788273e-09 0.3438071 0.392 0.129 4.467371e-05
## ZBTB20 2.822836e-09 -0.5598290 0.139 0.501 4.522748e-05
## PNPLA6 2.929228e-09 0.2649155 0.367 0.109 4.693208e-05
## GDE1 2.965065e-09 0.4178688 0.380 0.126 4.750627e-05
## NQO2 2.993576e-09 0.3289150 0.367 0.111 4.796308e-05
## CCDC66 3.020193e-09 -0.4174839 0.038 0.397 4.838953e-05
## HPS1 3.150829e-09 0.4047218 0.456 0.180 5.048258e-05
## SLC6A6 3.228033e-09 0.2628473 0.278 0.064 5.171954e-05
## CLCN7 3.317234e-09 0.3172646 0.291 0.075 5.314872e-05
## PITPNC1 3.331112e-09 -0.4288871 0.063 0.415 5.337107e-05
## EIF6 3.371559e-09 0.4019806 0.595 0.306 5.401911e-05
## COX8A 3.378688e-09 0.4363907 0.848 0.758 5.413334e-05
## FAM45A 3.414944e-09 0.4731380 0.443 0.177 5.471423e-05
## WASHC4 3.415309e-09 0.4348897 0.544 0.246 5.472008e-05
## KCNK6 3.434241e-09 0.3780185 0.342 0.100 5.502340e-05
## SCARB2 3.516695e-09 0.3153694 0.329 0.091 5.634449e-05
## OS9 3.656328e-09 0.4568848 0.646 0.373 5.858169e-05
## ZFP36 3.892113e-09 0.5755107 0.962 0.891 6.235944e-05
## MYO5A 4.063014e-09 0.2739830 0.266 0.062 6.509761e-05
## OSBPL11 4.125511e-09 0.3846230 0.392 0.135 6.609894e-05
## CPT1A 4.192537e-09 0.2933512 0.354 0.109 6.717283e-05
## RRAS 4.303146e-09 0.3446451 0.266 0.062 6.894501e-05
## ARHGEF2 4.350827e-09 0.3475702 0.544 0.235 6.970895e-05
## COX5A 4.385451e-09 0.3918039 0.810 0.572 7.026369e-05
## NDUFA1 4.414080e-09 0.4600129 0.848 0.752 7.072238e-05
## HDLBP 4.486294e-09 0.3472800 0.468 0.184 7.187941e-05
## TNFAIP8L2 4.498999e-09 0.3742230 0.443 0.173 7.208295e-05
## CSTB 4.609401e-09 0.4126351 0.848 0.690 7.385182e-05
## RNF19B 4.908398e-09 0.3781249 0.278 0.069 7.864236e-05
## CD96 4.990225e-09 -0.4516301 0.025 0.361 7.995338e-05
## VMA21 5.058359e-09 0.3810499 0.544 0.257 8.104503e-05
## AHR 5.404931e-09 0.3826179 0.380 0.124 8.659781e-05
## ASL 5.552363e-09 0.2824122 0.304 0.078 8.895997e-05
## POLR2L 5.604360e-09 0.4263085 0.785 0.603 8.979306e-05
## CAPZA2 5.829352e-09 0.4917160 0.658 0.388 9.339788e-05
## MGAT4A 5.834504e-09 -0.5198568 0.228 0.559 9.348043e-05
## SEC14L1 6.158790e-09 0.4223152 0.392 0.142 9.867613e-05
## CXCR4 6.348352e-09 -0.7158393 0.380 0.674 1.017133e-04
## TMC8 6.441724e-09 -0.4612214 0.165 0.519 1.032093e-04
## AGFG1 6.937267e-09 0.4134918 0.430 0.175 1.111489e-04
## STAT6 7.234682e-09 0.3942678 0.532 0.237 1.159141e-04
## ADAM10 7.235287e-09 0.4440664 0.671 0.386 1.159238e-04
## XRN2 7.315507e-09 0.4349917 0.759 0.463 1.172091e-04
## ANXA2R 8.037022e-09 -0.4726875 0.152 0.508 1.287692e-04
## SNX18 8.239591e-09 0.3177445 0.380 0.124 1.320147e-04
## SF1 8.587336e-09 -0.4184618 0.734 0.916 1.375863e-04
## MCFD2 8.686119e-09 0.3365662 0.342 0.106 1.391690e-04
## NCK2 8.856858e-09 -0.3185493 0.139 0.503 1.419046e-04
## TOB1 8.983007e-09 -0.5115295 0.418 0.721 1.439257e-04
## SEC61A1 9.022347e-09 0.3037177 0.392 0.135 1.445560e-04
## EPHX2 9.086950e-09 -0.4081536 0.013 0.330 1.455911e-04
## NSMCE3 9.248283e-09 -0.4852079 0.101 0.452 1.481760e-04
## LEPROT 1.041889e-08 0.3729179 0.430 0.164 1.669315e-04
## MRPL28 1.044801e-08 0.3680035 0.456 0.180 1.673979e-04
## KIF2A 1.060388e-08 -0.3755376 0.152 0.488 1.698954e-04
## ACTN4 1.098005e-08 0.3149242 0.544 0.233 1.759224e-04
## MAPK14 1.128815e-08 0.3768743 0.494 0.208 1.808588e-04
## UBE2J1 1.165692e-08 0.4320255 0.443 0.180 1.867672e-04
## SELENOO 1.240477e-08 0.2985605 0.291 0.080 1.987492e-04
## RASA3 1.257747e-08 -0.4616598 0.101 0.443 2.015162e-04
## HSD17B11 1.271276e-08 0.4422162 0.696 0.459 2.036838e-04
## HM13 1.291525e-08 0.4630091 0.582 0.326 2.069281e-04
## PCMT1 1.329584e-08 0.4503875 0.646 0.370 2.130260e-04
## ANXA4 1.368723e-08 0.3300200 0.329 0.100 2.192968e-04
## ATP5MF 1.567125e-08 0.4816253 0.823 0.676 2.510847e-04
## KMT2A 1.570608e-08 -0.4473039 0.354 0.670 2.516428e-04
## DHRS4L2 1.576661e-08 0.3662333 0.430 0.166 2.526127e-04
## TSHZ2 1.587723e-08 -0.5268054 0.000 0.308 2.543849e-04
## RTN4 1.592613e-08 0.4499831 0.797 0.667 2.551684e-04
## AZI2 1.632580e-08 0.3817154 0.430 0.177 2.615720e-04
## FAM200B 1.643232e-08 0.4832439 0.608 0.326 2.632786e-04
## TXNIP 1.651646e-08 0.3778678 1.000 0.996 2.646267e-04
## CDC42 1.675582e-08 0.3329624 0.937 0.916 2.684617e-04
## PTP4A2 1.693874e-08 0.4633617 0.886 0.816 2.713925e-04
## EXOC3 1.835182e-08 0.3305972 0.392 0.140 2.940328e-04
## TMEM204 1.847835e-08 -0.3800554 0.000 0.306 2.960602e-04
## IFI16 1.957030e-08 0.5045211 0.734 0.457 3.135553e-04
## CCDC88B 1.980942e-08 0.3923500 0.468 0.211 3.173866e-04
## ZFAND3 1.991452e-08 0.3332219 0.367 0.126 3.190705e-04
## PPP1R9B 2.006751e-08 0.4020166 0.316 0.098 3.215217e-04
## BSG 2.048761e-08 0.4510342 0.696 0.432 3.282525e-04
## PRKCB 2.065029e-08 0.4781594 0.722 0.466 3.308589e-04
## CCNY 2.164698e-08 0.4228442 0.633 0.353 3.468279e-04
## PAG1 2.197335e-08 -0.4379174 0.165 0.517 3.520571e-04
## UQCR11 2.229722e-08 0.4122623 0.911 0.812 3.572460e-04
## IFFO1 2.258417e-08 0.3262689 0.316 0.093 3.618436e-04
## CTSC 2.277399e-08 0.3809981 0.671 0.390 3.648849e-04
## HSP90B1 2.376006e-08 0.4918591 0.772 0.610 3.806837e-04
## GGA3 2.465400e-08 0.3072753 0.316 0.095 3.950064e-04
## VAMP2 2.499919e-08 -0.3912688 0.684 0.889 4.005370e-04
## SPTBN1 2.538999e-08 -0.4365549 0.051 0.381 4.067984e-04
## CPEB4 2.562993e-08 0.3593438 0.354 0.120 4.106427e-04
## FAM50A 2.569227e-08 0.3822130 0.544 0.266 4.116416e-04
## ATP5MD 2.588872e-08 0.3916346 0.861 0.683 4.147891e-04
## AC058791.1 2.605192e-08 -0.4125086 0.013 0.317 4.174039e-04
## MCUB 2.666853e-08 -0.3718394 0.278 0.652 4.272831e-04
## ATP5ME 2.672256e-08 0.4353742 0.823 0.634 4.281488e-04
## MOB3A 2.676839e-08 0.3599164 0.468 0.202 4.288831e-04
## RNF24 2.731284e-08 0.2984995 0.291 0.082 4.376062e-04
## IFI27L2 2.802855e-08 0.3384488 0.532 0.237 4.490734e-04
## PTBP3 2.866778e-08 0.4670051 0.671 0.392 4.593152e-04
## TACC1 2.933165e-08 0.4130737 0.557 0.275 4.699517e-04
## TUT4 2.989515e-08 -0.4195868 0.152 0.477 4.789801e-04
## PTPN7 3.064696e-08 -0.4863419 0.038 0.346 4.910256e-04
## NDUFB7 3.391697e-08 0.4323108 0.734 0.517 5.434177e-04
## CCSER2 3.485661e-08 -0.4008716 0.101 0.448 5.584727e-04
## C6orf48 3.487542e-08 -0.4283207 0.342 0.674 5.587740e-04
## HMOX2 3.872170e-08 -0.4003499 0.114 0.430 6.203992e-04
## RGL4 3.914512e-08 -0.3569136 0.000 0.295 6.271830e-04
## LINC01550 3.914516e-08 -0.4014261 0.000 0.295 6.271837e-04
## LINC00623 3.980179e-08 -0.4424835 0.165 0.481 6.377043e-04
## ATP6AP1 4.150432e-08 0.3728757 0.532 0.271 6.649823e-04
## NKIRAS2 4.253459e-08 0.3519245 0.367 0.126 6.814892e-04
## CD47 4.486449e-08 -0.3970522 0.316 0.656 7.188188e-04
## SSR1 4.632155e-08 0.4233180 0.646 0.375 7.421638e-04
## DPEP2 4.869942e-08 0.3360662 0.392 0.146 7.802621e-04
## FOXO1 5.034903e-08 -0.4249656 0.089 0.404 8.066922e-04
## PPA1 5.048103e-08 -0.3900984 0.278 0.610 8.088071e-04
## CDKN1B 5.119287e-08 -0.4096103 0.266 0.601 8.202122e-04
## ZDHHC20 5.224127e-08 0.3139910 0.367 0.131 8.370096e-04
## CHRM3-AS2 5.266241e-08 -0.4060098 0.000 0.290 8.437572e-04
## COMMD9 5.501507e-08 0.3138601 0.456 0.186 8.814514e-04
## NSD3 5.517627e-08 -0.4420815 0.418 0.701 8.840342e-04
## CCT3 5.683684e-08 -0.4136951 0.266 0.614 9.106398e-04
## HCST 5.729944e-08 0.3429861 0.949 0.834 9.180517e-04
## NBPF19 5.852436e-08 0.4668152 0.481 0.235 9.376773e-04
## TENT5A 5.970485e-08 0.4440207 0.544 0.262 9.565911e-04
## WDR26 5.998044e-08 0.3183094 0.468 0.188 9.610066e-04
## COPS9 5.998183e-08 0.4045160 0.772 0.592 9.610289e-04
## PRH1 6.040189e-08 -0.3514570 0.013 0.308 9.677590e-04
## SH2D1A 6.103461e-08 -0.4164247 0.000 0.288 9.778965e-04
## YWHAG 6.281810e-08 0.3209703 0.329 0.104 1.006472e-03
## MYL12A 6.285840e-08 -0.2579490 0.975 0.996 1.007117e-03
## MAP3K11 6.565822e-08 0.3089854 0.494 0.215 1.051976e-03
## KLF6 6.680038e-08 0.4337706 0.962 0.851 1.070276e-03
## SNHG7 6.859752e-08 -0.4747598 0.456 0.741 1.099070e-03
## CTSO 7.032469e-08 0.2585596 0.266 0.073 1.126742e-03
## NR4A2 7.383572e-08 -0.6952845 0.456 0.701 1.182996e-03
## ZFYVE16 7.746863e-08 0.3181852 0.266 0.071 1.241202e-03
## CSK 7.820259e-08 0.4041773 0.759 0.530 1.252962e-03
## CYCS 7.928018e-08 -0.4406565 0.430 0.747 1.270227e-03
## MED13L 7.984520e-08 0.3479741 0.532 0.237 1.279280e-03
## ZBTB25 8.185292e-08 -0.3855567 0.013 0.304 1.311448e-03
## HSPE1 8.210900e-08 -0.4186515 0.329 0.687 1.315550e-03
## KCNQ1 8.429771e-08 0.2570753 0.291 0.089 1.350618e-03
## SNRPD2 8.573131e-08 -0.3798630 0.633 0.871 1.373587e-03
## PLD3 8.626360e-08 0.3374569 0.456 0.208 1.382115e-03
## DUSP22 8.660549e-08 0.4328977 0.392 0.162 1.387593e-03
## ITGA5 8.751036e-08 0.3024453 0.304 0.095 1.402091e-03
## NCL 8.807268e-08 -0.4435886 0.620 0.849 1.411100e-03
## MID1IP1 9.159469e-08 0.4234030 0.494 0.251 1.467530e-03
## ADCY7 9.240790e-08 0.3484905 0.418 0.173 1.480559e-03
## APBA2 9.472722e-08 -0.4067347 0.000 0.282 1.517719e-03
## BICDL1 9.504367e-08 -0.4214787 0.013 0.297 1.522790e-03
## GPX4 9.597945e-08 0.4995091 0.861 0.767 1.537783e-03
## UQCRQ 9.793847e-08 0.4112289 0.759 0.596 1.569170e-03
## FAM133B 1.058409e-07 -0.5009126 0.506 0.769 1.695783e-03
## INPP5D 1.080171e-07 0.3623083 0.532 0.255 1.730649e-03
## LIMD2 1.121338e-07 -0.3553833 0.861 0.956 1.796607e-03
## PTPN4 1.135663e-07 -0.4140953 0.089 0.406 1.819560e-03
## EML4 1.136902e-07 -0.4266124 0.177 0.499 1.821544e-03
## TXNDC17 1.163861e-07 0.3255762 0.595 0.308 1.864739e-03
## PSMA7 1.199448e-07 0.3846401 0.911 0.820 1.921755e-03
## TMEM120A 1.204732e-07 0.2712365 0.278 0.080 1.930221e-03
## GIMAP8 1.217252e-07 0.3442073 0.418 0.164 1.950281e-03
## GABPB1-AS1 1.285402e-07 -0.5863915 0.304 0.592 2.059472e-03
## LIMS1 1.286557e-07 0.6506658 0.696 0.375 2.061322e-03
## TMBIM6 1.306011e-07 0.3535032 0.937 0.909 2.092491e-03
## CYTH4 1.309622e-07 0.4762667 0.570 0.353 2.098277e-03
## ZNHIT1 1.360124e-07 0.4331786 0.696 0.448 2.179191e-03
## RPL36AL 1.376779e-07 -0.3055207 0.962 0.989 2.205875e-03
## MIDN 1.380947e-07 0.4600194 0.772 0.608 2.212553e-03
## RAB7A 1.471167e-07 0.4022168 0.722 0.528 2.357103e-03
## EPB41 1.475792e-07 -0.4218189 0.291 0.623 2.364514e-03
## HNRNPA0 1.491455e-07 -0.3810269 0.544 0.829 2.389609e-03
## PPP4C 1.513834e-07 0.4007634 0.709 0.455 2.425465e-03
## QARS 1.520278e-07 0.3271409 0.443 0.188 2.435789e-03
## ASAP1 1.545979e-07 0.3699315 0.418 0.173 2.476968e-03
## RGCC 1.564540e-07 -0.4593003 0.253 0.570 2.506706e-03
## PELI1 1.645905e-07 0.2744726 0.354 0.122 2.637069e-03
## MLLT6 1.668479e-07 -0.4287098 0.190 0.525 2.673237e-03
## STMN1 1.687411e-07 -0.4004747 0.051 0.348 2.703569e-03
## COL4A3BP 1.698276e-07 0.3664596 0.468 0.204 2.720977e-03
## PANK2 1.708703e-07 0.3275450 0.418 0.173 2.737684e-03
## FRAT1 1.736231e-07 0.3781857 0.329 0.118 2.781790e-03
## MAPK1 1.746027e-07 0.4028376 0.519 0.259 2.797484e-03
## CSKMT 1.930997e-07 -0.4541541 0.114 0.421 3.093844e-03
## LFNG 1.933754e-07 0.4388438 0.519 0.262 3.098261e-03
## TMEM243 1.946397e-07 -0.3659438 0.203 0.532 3.118517e-03
## GMIP 1.987475e-07 0.2711922 0.342 0.118 3.184333e-03
## SFXN1 1.992137e-07 -0.3718250 0.025 0.308 3.191801e-03
## GRK2 2.109930e-07 0.4106795 0.734 0.568 3.380530e-03
## RPS6KA1 2.165578e-07 0.3468329 0.532 0.279 3.469689e-03
## MTDH 2.211267e-07 0.3957805 0.873 0.718 3.542892e-03
## NR4A1 2.213401e-07 -0.5798085 0.380 0.627 3.546311e-03
## STX7 2.224525e-07 0.3073389 0.430 0.169 3.564134e-03
## LDLRAP1 2.229026e-07 -0.3634132 0.127 0.450 3.571346e-03
## IFIH1 2.390505e-07 0.2842699 0.278 0.082 3.830066e-03
## SLC44A1 2.517266e-07 0.2931827 0.304 0.095 4.033164e-03
## GPR183 2.517633e-07 -0.4148622 0.038 0.313 4.033751e-03
## TNFAIP8 2.586453e-07 -0.3871256 0.494 0.741 4.144015e-03
## RCOR1 2.592474e-07 0.4101814 0.291 0.098 4.153662e-03
## BCAS4 2.595875e-07 -0.3605661 0.000 0.266 4.159111e-03
## CNIH4 2.612905e-07 0.3538384 0.481 0.224 4.186397e-03
## KDM3B 2.630686e-07 0.2702382 0.342 0.122 4.214885e-03
## MAML2 2.738094e-07 -0.4303341 0.076 0.364 4.386975e-03
## CYTOR 2.743933e-07 0.3490397 0.405 0.149 4.396329e-03
## TRAF5 2.830805e-07 -0.3353140 0.013 0.282 4.535515e-03
## DOCK8 3.231594e-07 0.3653874 0.747 0.490 5.177660e-03
## NDUFS6 3.288856e-07 0.3899131 0.709 0.510 5.269405e-03
## MAN1A2 3.310188e-07 0.3513401 0.481 0.233 5.303583e-03
## ADAM17 3.492559e-07 0.3147638 0.367 0.140 5.595778e-03
## MEF2A 3.554298e-07 0.3851194 0.443 0.211 5.694695e-03
## MRPL33 3.676563e-07 0.3534442 0.633 0.428 5.890590e-03
## PRNP 3.732439e-07 0.4617593 0.494 0.257 5.980114e-03
## RMND5A 3.739961e-07 0.2811676 0.316 0.111 5.992165e-03
## AC026979.2 3.750968e-07 -0.4488591 0.114 0.397 6.009801e-03
## NIPAL3 3.771597e-07 -0.3603584 0.051 0.335 6.042853e-03
## PSTPIP2 3.936703e-07 0.2711617 0.304 0.098 6.307386e-03
## THEMIS 3.969311e-07 -0.3554520 0.000 0.259 6.359630e-03
## ACOX1 4.010667e-07 0.2606938 0.266 0.078 6.425890e-03
## CTDNEP1 4.160597e-07 0.4029356 0.696 0.494 6.666109e-03
## TGOLN2 4.187455e-07 0.4813485 0.747 0.568 6.709140e-03
## MARCH9 4.512804e-07 -0.3914576 0.101 0.404 7.230414e-03
## CSGALNACT2 4.589983e-07 0.3272488 0.481 0.233 7.354071e-03
## SBDS 4.648110e-07 -0.4050340 0.291 0.621 7.447202e-03
## NPLOC4 4.663881e-07 0.2702893 0.342 0.124 7.472469e-03
## DDX6 4.694853e-07 -0.3864276 0.481 0.734 7.522093e-03
## TAX1BP1 4.730517e-07 0.4328994 0.747 0.581 7.579234e-03
## AMD1 4.761573e-07 -0.3905503 0.620 0.818 7.628992e-03
## MOSPD2 4.798667e-07 0.2876724 0.304 0.104 7.688425e-03
## ANAPC11 4.847077e-07 0.4183717 0.684 0.450 7.765988e-03
## ENY2 5.320476e-07 0.3343436 0.772 0.554 8.524466e-03
## ISCU 5.448134e-07 -0.3595647 0.443 0.716 8.729000e-03
## THUMPD3-AS1 5.579219e-07 -0.4331216 0.405 0.661 8.939024e-03
## SMARCD2 5.650486e-07 0.2777366 0.456 0.200 9.053208e-03
## EP300 5.656433e-07 0.3995315 0.557 0.306 9.062737e-03
## GNB5 5.669506e-07 -0.3638956 0.013 0.275 9.083682e-03
## OTULINL 5.680358e-07 0.3529093 0.392 0.177 9.101069e-03
## ZNF292 5.771595e-07 -0.4548040 0.203 0.512 9.247249e-03
## PPM1K 5.781455e-07 -0.3897359 0.190 0.481 9.263047e-03
## DBI 5.813473e-07 0.3724446 0.785 0.603 9.314347e-03
## PRMT9 5.860472e-07 -0.4304811 0.025 0.295 9.389648e-03
## CYB5R3 5.892016e-07 0.3677389 0.367 0.146 9.440188e-03
## SIRPG 6.043219e-07 -0.3053504 0.000 0.253 9.682445e-03
## P4HB 6.100435e-07 0.4141283 0.734 0.550 9.774117e-03
## WASHC2C 6.406961e-07 0.2923609 0.367 0.144 1.026523e-02
## MBD3 6.512435e-07 0.2710077 0.354 0.131 1.043422e-02
## INTS3 6.713724e-07 0.2623121 0.278 0.089 1.075673e-02
## MICU1 6.727198e-07 0.3038008 0.329 0.124 1.077832e-02
## AREG 6.945536e-07 -0.4356201 0.000 0.251 1.112814e-02
## ADD3 6.946235e-07 -0.3625868 0.582 0.825 1.112926e-02
## IFITM1 7.034467e-07 -0.3169508 0.013 0.275 1.127062e-02
## APRT 7.092943e-07 -0.3424540 0.747 0.918 1.136431e-02
## JOSD2 7.568893e-07 0.3081579 0.392 0.162 1.212688e-02
## CEBPG 7.649518e-07 0.2912081 0.367 0.146 1.225606e-02
## COX6B1 7.822327e-07 0.3098731 0.949 0.900 1.253293e-02
## SF3B5 8.052119e-07 0.3729372 0.835 0.718 1.290111e-02
## YWHAH 8.274615e-07 0.5010266 0.443 0.217 1.325759e-02
## NDUFC2 8.453865e-07 0.3694637 0.696 0.512 1.354478e-02
## ATP5F1C 9.002842e-07 0.3681563 0.759 0.603 1.442435e-02
## IK 9.059370e-07 -0.3581683 0.430 0.661 1.451492e-02
## PPP2R5C 9.114517e-07 -0.5698426 0.468 0.696 1.460328e-02
## BTN3A2 9.417401e-07 -0.4051921 0.392 0.659 1.508856e-02
## SETX 9.483467e-07 0.3827865 0.620 0.368 1.519441e-02
## RAB1A 9.558089e-07 0.4043443 0.506 0.273 1.531397e-02
## ORMDL1 9.650657e-07 -0.3781458 0.304 0.630 1.546228e-02
## LSM5 9.756351e-07 -0.3544038 0.215 0.525 1.563163e-02
## AC025164.1 9.863442e-07 -0.4850487 0.177 0.466 1.580321e-02
## BEX2 1.005071e-06 -0.3240450 0.013 0.262 1.610324e-02
## TUT7 1.042960e-06 0.3834154 0.443 0.200 1.671030e-02
## TNF 1.060593e-06 0.3875227 0.430 0.184 1.699281e-02
## TRIP12 1.066671e-06 0.3372015 0.468 0.224 1.709020e-02
## PET100 1.081086e-06 0.3562216 0.620 0.379 1.732116e-02
## IFRD1 1.090414e-06 -0.3944639 0.443 0.747 1.747061e-02
## C12orf75 1.108357e-06 -0.5141943 0.013 0.259 1.775809e-02
## GNB1 1.138293e-06 0.4633781 0.722 0.497 1.823772e-02
## PTEN 1.146482e-06 0.4277500 0.646 0.419 1.836894e-02
## CSNK2B 1.157462e-06 0.4114582 0.759 0.599 1.854485e-02
## SLC40A1 1.196161e-06 0.4326763 0.304 0.106 1.916490e-02
## PLCG2 1.198515e-06 0.3002824 0.342 0.129 1.920261e-02
## PRKAR1A 1.205800e-06 0.3650140 0.595 0.337 1.931932e-02
## PIP4P2 1.223012e-06 0.3410248 0.367 0.151 1.959509e-02
## TMEM14C 1.247724e-06 0.3405347 0.506 0.273 1.999104e-02
## PARP14 1.291723e-06 0.3978486 0.494 0.262 2.069598e-02
## ATP5F1B 1.307182e-06 0.3930959 0.772 0.690 2.094368e-02
## PIK3R1 1.348630e-06 -0.3957262 0.278 0.576 2.160774e-02
## TECR 1.373009e-06 -0.3616543 0.278 0.583 2.199836e-02
## NRIP1 1.373963e-06 0.2701324 0.342 0.124 2.201364e-02
## RPA2 1.418481e-06 -0.3236956 0.152 0.466 2.272690e-02
## EMC3 1.571682e-06 0.3622129 0.494 0.244 2.518150e-02
## MSRB2 1.598305e-06 0.3104271 0.329 0.131 2.560804e-02
## CCDC85B 1.614364e-06 -0.3105882 0.367 0.687 2.586534e-02
## WDR54 1.640479e-06 -0.3467325 0.038 0.290 2.628376e-02
## RBL2 1.649093e-06 -0.3946625 0.278 0.581 2.642176e-02
## ACSL4 1.670885e-06 0.2514796 0.278 0.093 2.677092e-02
## PHF20L1 1.674981e-06 0.3679160 0.595 0.346 2.683655e-02
## PCYT1A 1.687149e-06 0.3056137 0.342 0.133 2.703149e-02
## BNIP2 1.699573e-06 0.3356981 0.532 0.273 2.723056e-02
## HOXB2 1.714750e-06 -0.3137864 0.038 0.288 2.747372e-02
## BNIP3 1.725231e-06 -0.3351305 0.051 0.304 2.764165e-02
## ABTB1 1.769129e-06 0.3374249 0.557 0.308 2.834499e-02
## PRMT2 1.899841e-06 -0.4240620 0.405 0.665 3.043926e-02
## G6PD 1.925080e-06 0.3198519 0.329 0.131 3.084363e-02
## VEGFB 1.952579e-06 -0.3232733 0.063 0.328 3.128422e-02
## MLLT3 1.962657e-06 -0.3493554 0.038 0.288 3.144569e-02
## WDR13 1.974051e-06 0.2549924 0.392 0.162 3.162824e-02
## PRDX6 2.012924e-06 0.3865395 0.684 0.494 3.225107e-02
## BIRC3 2.050871e-06 -0.4534375 0.177 0.468 3.285906e-02
## SIGIRR 2.058254e-06 -0.3039437 0.329 0.612 3.297734e-02
## CCDC88C 2.108829e-06 -0.3870607 0.190 0.479 3.378765e-02
## ATP2B1 2.113621e-06 0.4251982 0.506 0.288 3.386444e-02
## TTC19 2.130492e-06 -0.3156118 0.114 0.384 3.413474e-02
## IKBIP 2.145963e-06 0.2656569 0.253 0.082 3.438262e-02
## NXF1 2.239243e-06 0.3339568 0.557 0.315 3.587714e-02
## AL121944.1 2.250511e-06 -0.3761919 0.063 0.337 3.605769e-02
## NAP1L4 2.285807e-06 -0.3267243 0.253 0.557 3.662321e-02
## NUCB2 2.380907e-06 -0.3864750 0.241 0.543 3.814690e-02
## ST13 2.384845e-06 -0.3918652 0.506 0.747 3.820998e-02
## STK17B 2.413250e-06 -0.3748446 0.709 0.860 3.866510e-02
## PRDX3 2.476113e-06 0.3769107 0.468 0.242 3.967229e-02
## CASP4 2.502265e-06 0.3467891 0.696 0.477 4.009128e-02
## POMP 2.528398e-06 0.3883789 0.658 0.488 4.050999e-02
## MSL1 2.578864e-06 0.2646326 0.443 0.217 4.131855e-02
## PGK1 2.581375e-06 0.3879575 0.873 0.774 4.135880e-02
## THOC3 2.661330e-06 -0.3330374 0.089 0.353 4.263983e-02
## TOLLIP 2.714484e-06 0.3108398 0.316 0.124 4.349147e-02
## BHLHE40 2.821256e-06 0.2541704 0.291 0.100 4.520217e-02
## ZMAT2 2.958417e-06 0.2769404 0.557 0.324 4.739975e-02
## SUN2 2.983174e-06 -0.3888543 0.519 0.734 4.779642e-02
## DEK 2.984857e-06 0.3839239 0.747 0.576 4.782339e-02
## FKBP11 3.056162e-06 -0.3091531 0.038 0.293 4.896583e-02
## CHCHD7 3.105529e-06 -0.3390666 0.165 0.441 4.975679e-02
## SFI1 3.108598e-06 -0.3048609 0.051 0.299 4.980596e-02
## PAK2 3.193975e-06 0.4062488 0.696 0.523 5.117387e-02
## AK2 3.246933e-06 0.3001615 0.418 0.193 5.202236e-02
## RSBN1 3.273158e-06 -0.3260005 0.114 0.404 5.244254e-02
## PXN 3.301440e-06 0.3104160 0.456 0.211 5.289568e-02
## MPP7 3.320829e-06 0.3221186 0.354 0.153 5.320633e-02
## ZBTB10 3.680954e-06 -0.3663479 0.051 0.297 5.897625e-02
## HK1 3.717951e-06 0.3918480 0.443 0.224 5.956902e-02
## KRR1 3.751214e-06 -0.3481605 0.152 0.435 6.010195e-02
## POLR2J3.1 3.754356e-06 -0.3484498 0.468 0.729 6.015229e-02
## GYG1 3.762197e-06 0.3115907 0.342 0.144 6.027792e-02
## PPP1R2 3.787107e-06 -0.3940171 0.456 0.681 6.067703e-02
## CHD7 3.812270e-06 -0.3213426 0.025 0.259 6.108019e-02
## SIN3B 3.826879e-06 0.3035099 0.266 0.091 6.131425e-02
## HIPK3 3.856873e-06 0.3376240 0.354 0.157 6.179481e-02
## IL6R 3.875149e-06 0.3590648 0.582 0.348 6.208764e-02
## HADHB 3.914660e-06 0.3090452 0.532 0.293 6.272068e-02
## TAF7 3.937173e-06 -0.3433458 0.291 0.621 6.308139e-02
## EMB 4.000435e-06 0.4022647 0.620 0.426 6.409496e-02
## PSMC1 4.002695e-06 0.2925505 0.544 0.313 6.413119e-02
## RAB1B 4.030640e-06 0.3308215 0.430 0.211 6.457891e-02
## TSEN34 4.068932e-06 0.2960311 0.392 0.180 6.519243e-02
## NDUFA2 4.077271e-06 0.3099543 0.797 0.561 6.532603e-02
## HIVEP2 4.082599e-06 -0.2993999 0.025 0.268 6.541140e-02
## UXT 4.254190e-06 -0.3204965 0.709 0.889 6.816064e-02
## LDHA 4.390857e-06 -0.3569143 0.684 0.818 7.035031e-02
## ANP32A 4.598581e-06 0.3753490 0.734 0.543 7.367847e-02
## SCNM1 4.684865e-06 0.2781033 0.481 0.235 7.506091e-02
## EGR1 4.753535e-06 0.6133614 0.823 0.663 7.616113e-02
## WIPF1 4.782300e-06 0.4168282 0.734 0.486 7.662201e-02
## XAF1 5.154448e-06 0.4472040 0.557 0.350 8.258457e-02
## SND1 5.191394e-06 0.3401935 0.430 0.217 8.317651e-02
## PDCD4 5.302479e-06 -0.4152142 0.380 0.627 8.495631e-02
## KIAA0319L 5.554935e-06 0.3237679 0.392 0.184 8.900116e-02
## IRF2BP2 5.689867e-06 0.3951150 0.646 0.466 9.116305e-02
## GADD45B 5.735346e-06 -0.4268419 0.873 0.942 9.189171e-02
## MAZ 5.794470e-06 -0.3313050 0.405 0.634 9.283899e-02
## NKTR 5.845450e-06 -0.3639037 0.532 0.763 9.365579e-02
## MAST3 5.890918e-06 0.2934155 0.329 0.133 9.438429e-02
## ASF1A 5.910836e-06 -0.2976164 0.101 0.364 9.470342e-02
## SLC25A45 5.945409e-06 -0.3271701 0.076 0.326 9.525734e-02
## PHPT1 6.020653e-06 0.3644654 0.468 0.264 9.646290e-02
## CFAP97 6.046495e-06 -0.3105334 0.063 0.315 9.687695e-02
## CSGALNACT1 6.054392e-06 -0.3542080 0.051 0.290 9.700347e-02
## SHOC2 6.171881e-06 0.2769349 0.468 0.226 9.888588e-02
## ILK 6.202793e-06 0.3110686 0.430 0.211 9.938115e-02
## TMEM258 6.465210e-06 0.3773270 0.810 0.721 1.035856e-01
## HELB 6.666676e-06 -0.2975957 0.089 0.353 1.068135e-01
## NEDD8 7.003912e-06 0.3077398 0.861 0.763 1.122167e-01
## SLA 7.039853e-06 0.3416613 0.620 0.406 1.127925e-01
## PLEKHA1 7.119482e-06 -0.3678694 0.114 0.364 1.140683e-01
## TWF2 7.132860e-06 0.3068910 0.671 0.472 1.142827e-01
## TMBIM4 7.141694e-06 0.3367409 0.747 0.645 1.144242e-01
## CCDC69 7.252728e-06 0.3417215 0.570 0.333 1.162032e-01
## TSR2 7.356672e-06 -0.2698198 0.063 0.322 1.178686e-01
## ZNF217 7.391823e-06 0.3317960 0.418 0.206 1.184318e-01
## CHMP5 7.464068e-06 0.3252494 0.519 0.304 1.195893e-01
## ATF7IP2 7.477013e-06 -0.2942851 0.025 0.259 1.197967e-01
## TANK 7.674479e-06 0.2875509 0.481 0.255 1.229605e-01
## KRAS 7.838350e-06 -0.3113544 0.139 0.408 1.255860e-01
## RNH1 7.839997e-06 0.3373618 0.709 0.537 1.256124e-01
## IST1 7.876962e-06 0.2816900 0.380 0.169 1.262047e-01
## DUS1L 7.894148e-06 -0.2840778 0.114 0.373 1.264800e-01
## PGGHG 8.031211e-06 -0.3091976 0.051 0.286 1.286761e-01
## TUBB4B 8.057046e-06 -0.3964638 0.709 0.865 1.290900e-01
## CFLAR 8.360395e-06 0.3026208 0.747 0.599 1.339503e-01
## SLC38A10 8.516035e-06 0.2902723 0.392 0.184 1.364439e-01
## PRKACB 8.635721e-06 -0.3051545 0.127 0.377 1.383615e-01
## RAE1 8.765446e-06 0.3360674 0.342 0.155 1.404400e-01
## ZNF75A 8.853586e-06 -0.2931398 0.051 0.286 1.418522e-01
## UBTF 9.732688e-06 -0.3608075 0.190 0.457 1.559371e-01
## SPTAN1 9.736236e-06 -0.3768031 0.291 0.561 1.559940e-01
## SYNE1 9.939059e-06 -0.3709240 0.165 0.435 1.592436e-01
## TMEM63A 9.967152e-06 -0.2976796 0.152 0.415 1.596937e-01
## EIF3A 1.026517e-05 0.3458845 0.772 0.594 1.644685e-01
## MAP1LC3B 1.027732e-05 0.3634673 0.785 0.687 1.646631e-01
## NAE1 1.030292e-05 -0.2959047 0.101 0.333 1.650733e-01
## BOLA3 1.031993e-05 -0.2517685 0.025 0.257 1.653460e-01
## STAG2 1.032799e-05 0.3124321 0.633 0.388 1.654751e-01
## NUCKS1 1.062510e-05 -0.3478673 0.494 0.763 1.702353e-01
## MBD6 1.080170e-05 0.2523174 0.278 0.100 1.730648e-01
## CMPK1 1.111549e-05 -0.3139792 0.468 0.698 1.780924e-01
## ABHD17A 1.184943e-05 -0.4166690 0.430 0.659 1.898516e-01
## DNAJC19 1.196702e-05 -0.3096486 0.165 0.417 1.917357e-01
## AZIN1 1.233776e-05 0.3205190 0.392 0.193 1.976756e-01
## SNAP23 1.238557e-05 0.3706096 0.481 0.302 1.984416e-01
## SELENOW 1.245626e-05 -0.3411522 0.380 0.659 1.995742e-01
## ADPGK 1.284528e-05 0.3166432 0.506 0.299 2.058070e-01
## OFD1 1.290132e-05 -0.3430133 0.114 0.368 2.067050e-01
## TGFB1 1.303540e-05 0.4028216 0.861 0.681 2.088532e-01
## ZNF721 1.307854e-05 -0.3365582 0.063 0.297 2.095444e-01
## FAM162A 1.307997e-05 -0.3233751 0.114 0.366 2.095672e-01
## RBM5 1.309906e-05 0.3569805 0.570 0.364 2.098731e-01
## LAIR1 1.327237e-05 0.3164148 0.443 0.217 2.126499e-01
## Z93241.1 1.328622e-05 0.3148449 0.367 0.169 2.128718e-01
## MKNK1 1.384641e-05 0.2706851 0.304 0.122 2.218472e-01
## SEC61G 1.436362e-05 0.3675030 0.747 0.650 2.301340e-01
## SLC2A4RG 1.456314e-05 -0.3240853 0.190 0.439 2.333307e-01
## IMP3 1.504824e-05 -0.2827877 0.203 0.490 2.411028e-01
## KMT2E 1.508406e-05 -0.3224884 0.532 0.723 2.416768e-01
## HNRNPA1P48 1.508866e-05 -0.2850615 0.089 0.330 2.417505e-01
## PDAP1 1.567291e-05 -0.2944412 0.190 0.466 2.511113e-01
## JUND 1.616304e-05 -0.2775351 0.987 0.998 2.589642e-01
## REL 1.676678e-05 0.3421617 0.608 0.390 2.686373e-01
## SEC13 1.691327e-05 0.2853302 0.392 0.184 2.709844e-01
## TRIB2 1.768964e-05 -0.2722940 0.038 0.262 2.834234e-01
## RPN2 1.774358e-05 0.3776244 0.696 0.528 2.842876e-01
## JARID2 1.817487e-05 0.2806267 0.380 0.191 2.911978e-01
## MED10 1.841543e-05 -0.3060858 0.266 0.512 2.950520e-01
## PYCR2 1.860490e-05 -0.2873380 0.089 0.337 2.980877e-01
## ACAA1 1.875981e-05 0.3352323 0.481 0.297 3.005697e-01
## NAPRT 1.892074e-05 0.3067081 0.392 0.186 3.031481e-01
## AKR1A1 1.912961e-05 0.3592676 0.544 0.306 3.064946e-01
## JMY 1.926411e-05 -0.2675325 0.076 0.304 3.086496e-01
## DNAJB14 1.932887e-05 -0.3356207 0.228 0.486 3.096872e-01
## GALM 1.947651e-05 -0.3361781 0.051 0.271 3.120526e-01
## PDE3B 1.960863e-05 -0.3177119 0.114 0.370 3.141694e-01
## GALNT1 2.039064e-05 0.2963418 0.329 0.144 3.266989e-01
## LRPAP1 2.058694e-05 0.3044401 0.582 0.381 3.298440e-01
## ARF1 2.063650e-05 0.4010097 0.785 0.687 3.306380e-01
## NIN 2.112336e-05 0.3016647 0.519 0.317 3.384384e-01
## CCT7 2.132164e-05 -0.3075251 0.266 0.532 3.416154e-01
## CFAP36 2.135636e-05 -0.2633637 0.051 0.279 3.421717e-01
## KCNQ1OT1 2.196464e-05 -0.3978004 0.215 0.477 3.519174e-01
## GPI 2.207155e-05 0.2644367 0.430 0.213 3.536304e-01
## LMAN1 2.243968e-05 -0.2664706 0.076 0.313 3.595285e-01
## CDR2 2.274166e-05 -0.2797179 0.038 0.251 3.643668e-01
## RNF216 2.368729e-05 -0.2969149 0.190 0.408 3.795178e-01
## PCM1 2.373212e-05 -0.3454761 0.316 0.576 3.802361e-01
## GRAMD1A 2.388764e-05 -0.3102555 0.152 0.408 3.827277e-01
## FLII 2.444419e-05 0.3251754 0.430 0.237 3.916448e-01
## ARHGAP27 2.453685e-05 0.2712387 0.291 0.124 3.931295e-01
## FAM110A 2.521539e-05 0.4073039 0.266 0.102 4.040009e-01
## DDX18 2.526941e-05 -0.3589530 0.392 0.619 4.048665e-01
## PURA 2.532281e-05 -0.3380183 0.177 0.421 4.057220e-01
## SBF2 2.586422e-05 0.2593791 0.392 0.186 4.143966e-01
## NELFE 2.608557e-05 0.2934026 0.405 0.215 4.179430e-01
## WNK1 2.611917e-05 0.2883612 0.671 0.439 4.184813e-01
## ELP2 2.715142e-05 -0.2553255 0.076 0.310 4.350200e-01
## NUDCD2 2.817722e-05 -0.2579568 0.114 0.361 4.514553e-01
## DYNC1LI1 2.844215e-05 0.3316459 0.430 0.217 4.557002e-01
## CHMP7 2.910722e-05 -0.3143592 0.089 0.322 4.663559e-01
## EBLN3P 2.923567e-05 -0.3079471 0.165 0.412 4.684138e-01
## CELF1 2.937771e-05 0.3328900 0.608 0.401 4.706897e-01
## HEXIM1 3.009069e-05 -0.3598142 0.291 0.530 4.821131e-01
## MAD1L1 3.030400e-05 -0.2789177 0.101 0.339 4.855306e-01
## NMRK1 3.049862e-05 -0.3064301 0.089 0.313 4.886489e-01
## LYPLA1 3.071002e-05 0.3508540 0.544 0.333 4.920360e-01
## ATP5PB 3.090985e-05 0.2774478 0.785 0.678 4.952376e-01
## CHCHD2 3.131165e-05 0.2852429 0.924 0.927 5.016752e-01
## SDR42E2 3.176985e-05 -0.3051996 0.089 0.310 5.090165e-01
## USP3 3.181847e-05 0.3976880 0.582 0.412 5.097955e-01
## PPP1R18 3.195142e-05 0.3229645 0.709 0.501 5.119257e-01
## JPT1 3.229519e-05 0.3165268 0.608 0.401 5.174335e-01
## TRIM8 3.236921e-05 0.3079264 0.544 0.333 5.186194e-01
## PLEKHA2 3.326029e-05 0.3180205 0.342 0.153 5.328964e-01
## CCT2 3.333627e-05 -0.3044218 0.241 0.486 5.341137e-01
## POLR2E 3.483424e-05 0.3041646 0.544 0.341 5.581142e-01
## RNASEH2C 3.573170e-05 0.2826621 0.532 0.310 5.724933e-01
## FNBP4 3.604343e-05 -0.3295694 0.278 0.528 5.774879e-01
## TUBA1B 3.661638e-05 -0.3311534 0.684 0.849 5.866677e-01
## MT-ND6 3.703979e-05 -0.2832985 0.063 0.279 5.934515e-01
## GTF3A 3.713999e-05 -0.2643363 0.468 0.752 5.950569e-01
## PARP1 3.726685e-05 -0.2892441 0.139 0.392 5.970894e-01
## CTBS 3.745751e-05 0.3813514 0.367 0.191 6.001442e-01
## SUPT4H1 3.819004e-05 0.3169361 0.570 0.368 6.118808e-01
## IER2 3.830053e-05 -0.3785855 0.962 0.984 6.136511e-01
## PIAS1 3.860106e-05 0.3712706 0.557 0.344 6.184662e-01
## SMS 3.862383e-05 0.3005809 0.430 0.228 6.188310e-01
## GMFG 3.893348e-05 0.2713031 0.962 0.951 6.237923e-01
## DNASE2 3.972799e-05 0.3588499 0.316 0.146 6.365218e-01
## COA3 4.122225e-05 0.2622514 0.380 0.184 6.604629e-01
## PRKAG2 4.413922e-05 0.3018241 0.443 0.235 7.071986e-01
## RUFY1 4.510177e-05 0.5565461 0.291 0.118 7.226205e-01
## CHMP4B 4.923390e-05 0.2692435 0.443 0.239 7.888255e-01
## OAS2 4.945313e-05 0.3466540 0.291 0.140 7.923380e-01
## RBPJ 5.026190e-05 0.3248317 0.519 0.317 8.052962e-01
## SYTL1 5.171851e-05 -0.3343140 0.266 0.486 8.286340e-01
## MX2 5.212492e-05 0.4035603 0.418 0.251 8.351455e-01
## FOSB 5.231031e-05 0.3564736 0.975 0.971 8.381158e-01
## MAU2 5.278535e-05 0.2534132 0.367 0.180 8.457269e-01
## TUBGCP2 5.322777e-05 0.2593301 0.481 0.266 8.528154e-01
## JMJD1C 5.340247e-05 0.3387370 0.658 0.503 8.556144e-01
## VPS29 5.468946e-05 0.3410083 0.595 0.424 8.762345e-01
## NASP 5.527248e-05 -0.3360322 0.418 0.621 8.855757e-01
## HELZ 5.556443e-05 0.2777661 0.468 0.266 8.902533e-01
## AC016831.5 5.680228e-05 -0.2758160 0.051 0.259 9.100862e-01
## CNOT6L 5.985183e-05 -0.2949766 0.203 0.439 9.589461e-01
## SDHB 6.029426e-05 0.3275617 0.506 0.348 9.660347e-01
## PRR13 6.163876e-05 0.2970840 0.835 0.721 9.875762e-01
## URI1 6.229092e-05 -0.3084553 0.367 0.596 9.980252e-01
## SNX3 6.340452e-05 0.2653414 0.772 0.621 1.000000e+00
## DNTTIP1 6.380028e-05 0.2773810 0.266 0.111 1.000000e+00
## RAB18 6.524385e-05 0.2542715 0.456 0.253 1.000000e+00
## MRPL51 6.702406e-05 0.3172100 0.570 0.399 1.000000e+00
## ARHGDIA 6.719524e-05 0.3399436 0.722 0.603 1.000000e+00
## MBD2 6.788740e-05 0.3902041 0.595 0.424 1.000000e+00
## CDKN2AIP 6.852534e-05 -0.2580431 0.101 0.339 1.000000e+00
## NIPBL 6.875667e-05 0.3458857 0.646 0.461 1.000000e+00
## ANKRD44 6.887025e-05 -0.2808487 0.418 0.661 1.000000e+00
## VPS13C 6.918800e-05 0.3126044 0.582 0.408 1.000000e+00
## TRIM27 6.954426e-05 0.2661670 0.342 0.171 1.000000e+00
## TSPYL1 7.023590e-05 -0.2726023 0.203 0.450 1.000000e+00
## ZNF131 7.084426e-05 -0.3151884 0.228 0.450 1.000000e+00
## POLR2C 7.649080e-05 -0.2519040 0.165 0.421 1.000000e+00
## GLUD1 7.783872e-05 0.3320454 0.468 0.288 1.000000e+00
## RIOK3 7.975147e-05 0.3728228 0.481 0.273 1.000000e+00
## CCDC91 8.059472e-05 -0.2771622 0.165 0.392 1.000000e+00
## ST6GAL1 8.067243e-05 -0.2532740 0.076 0.282 1.000000e+00
## COPE 8.183711e-05 0.2990147 0.772 0.665 1.000000e+00
## ETHE1 8.236843e-05 0.2945236 0.456 0.257 1.000000e+00
## ARID4B 8.293108e-05 -0.2641715 0.494 0.716 1.000000e+00
## KMT2C 8.423705e-05 0.3115970 0.557 0.350 1.000000e+00
## CBX5 8.501582e-05 -0.2680490 0.063 0.264 1.000000e+00
## DNAJB9 8.663787e-05 -0.3416671 0.215 0.432 1.000000e+00
## EBP 8.681854e-05 -0.2826727 0.063 0.271 1.000000e+00
## PHF14 8.770014e-05 -0.2684365 0.177 0.421 1.000000e+00
## TTC39C 8.864689e-05 -0.3310445 0.190 0.408 1.000000e+00
## ANKRD36C 8.921882e-05 -0.2766833 0.063 0.253 1.000000e+00
## NRBF2 9.048710e-05 0.2977014 0.418 0.228 1.000000e+00
## RFC1 9.685839e-05 -0.2852726 0.165 0.399 1.000000e+00
## COPA 9.825461e-05 0.3071062 0.443 0.275 1.000000e+00
## EPN1 9.853529e-05 0.2561086 0.354 0.171 1.000000e+00
## RASSF3 9.891096e-05 0.3270723 0.532 0.335 1.000000e+00
## NDUFA10 1.015102e-04 0.2806811 0.582 0.404 1.000000e+00
## ARL8A 1.021291e-04 0.2609065 0.392 0.195 1.000000e+00
## TBC1D4 1.027966e-04 -0.3132360 0.101 0.297 1.000000e+00
## ARHGAP4 1.049638e-04 0.3448088 0.557 0.377 1.000000e+00
## ARID1A 1.077454e-04 0.3330550 0.595 0.437 1.000000e+00
## ERP44 1.082767e-04 0.2804305 0.570 0.379 1.000000e+00
## HSPH1 1.095859e-04 -0.3174652 0.152 0.373 1.000000e+00
## PQLC1 1.100101e-04 0.3065069 0.316 0.155 1.000000e+00
## G3BP2 1.150094e-04 -0.2930006 0.392 0.612 1.000000e+00
## RUNX3 1.157759e-04 -0.3437235 0.165 0.399 1.000000e+00
## SH3GLB1 1.179678e-04 0.2869956 0.494 0.290 1.000000e+00
## COMMD3 1.194398e-04 0.3163031 0.468 0.290 1.000000e+00
## LASP1 1.194798e-04 0.2622354 0.468 0.277 1.000000e+00
## GIMAP1 1.203979e-04 -0.3079891 0.582 0.785 1.000000e+00
## SPAG7 1.213941e-04 0.2829546 0.506 0.333 1.000000e+00
## SH3YL1 1.226870e-04 -0.2656640 0.076 0.277 1.000000e+00
## OGFR 1.236089e-04 0.3054943 0.430 0.259 1.000000e+00
## C12orf65 1.241133e-04 -0.2820683 0.101 0.317 1.000000e+00
## VPS51 1.241428e-04 -0.2656878 0.367 0.590 1.000000e+00
## PSMA1 1.263176e-04 0.2901260 0.709 0.548 1.000000e+00
## MARCH6 1.308099e-04 -0.2614078 0.152 0.364 1.000000e+00
## REXO2 1.311481e-04 -0.2611521 0.101 0.308 1.000000e+00
## WASF2 1.316051e-04 0.2821911 0.722 0.601 1.000000e+00
## RAC2 1.342200e-04 -0.2919126 0.848 0.933 1.000000e+00
## AP2M1 1.349972e-04 0.2860195 0.696 0.572 1.000000e+00
## BUB3 1.352847e-04 -0.3061954 0.329 0.552 1.000000e+00
## NDUFA13 1.353789e-04 0.3029481 0.722 0.570 1.000000e+00
## TPM4 1.358309e-04 0.4726071 0.557 0.357 1.000000e+00
## NDUFB5 1.366600e-04 0.2854785 0.633 0.490 1.000000e+00
## AC008105.3 1.369234e-04 -0.2757415 0.114 0.326 1.000000e+00
## NDUFA11 1.384609e-04 0.2738322 0.797 0.703 1.000000e+00
## SPCS3 1.402710e-04 0.2756495 0.608 0.401 1.000000e+00
## PDCD6IP 1.529190e-04 0.3199484 0.519 0.377 1.000000e+00
## WDR74 1.557042e-04 0.3318030 0.633 0.450 1.000000e+00
## PPP1CA 1.569141e-04 0.2535203 0.823 0.725 1.000000e+00
## NAPA 1.627127e-04 0.2747402 0.532 0.335 1.000000e+00
## DCAF7 1.641165e-04 0.2583807 0.443 0.242 1.000000e+00
## MDFIC 1.651787e-04 -0.2511717 0.190 0.421 1.000000e+00
## GNAI3 1.660461e-04 0.2584436 0.582 0.388 1.000000e+00
## RASAL3 1.687328e-04 -0.2808160 0.215 0.437 1.000000e+00
## EIF4E3 1.700512e-04 0.2685329 0.354 0.186 1.000000e+00
## TXNRD1 1.743162e-04 0.3425878 0.291 0.142 1.000000e+00
## RBM39 1.796345e-04 -0.2870258 0.835 0.907 1.000000e+00
## NUTM2B-AS1 1.811240e-04 -0.2817899 0.215 0.424 1.000000e+00
## EXOSC6 1.840772e-04 -0.2736006 0.165 0.395 1.000000e+00
## BRD4 1.854985e-04 0.2558166 0.671 0.486 1.000000e+00
## IL16 1.920732e-04 -0.2643100 0.329 0.539 1.000000e+00
## OSTF1 1.927671e-04 0.2764405 0.633 0.477 1.000000e+00
## SLC2A3 1.933650e-04 -0.4252277 0.595 0.785 1.000000e+00
## TMED10 1.940625e-04 0.3223953 0.582 0.452 1.000000e+00
## PDK1 1.961396e-04 -0.2534785 0.089 0.302 1.000000e+00
## PA2G4 1.963013e-04 -0.2899836 0.418 0.672 1.000000e+00
## TAGAP 1.976041e-04 -0.3509160 0.342 0.554 1.000000e+00
## EZR 2.031025e-04 -0.3304138 0.329 0.545 1.000000e+00
## UBE2E3 2.084613e-04 0.2777587 0.430 0.253 1.000000e+00
## STAT3 2.091118e-04 -0.2912850 0.506 0.694 1.000000e+00
## ZRANB2 2.091781e-04 -0.2666127 0.329 0.568 1.000000e+00
## CD53 2.160963e-04 0.2739538 0.835 0.778 1.000000e+00
## HMGB2 2.311387e-04 0.3352928 0.722 0.576 1.000000e+00
## ZNF207 2.317028e-04 0.2853063 0.620 0.494 1.000000e+00
## NDFIP1 2.399138e-04 -0.2594655 0.582 0.738 1.000000e+00
## BLOC1S2 2.494842e-04 0.2825311 0.430 0.242 1.000000e+00
## ATF4 2.628433e-04 0.2991243 0.709 0.621 1.000000e+00
## DELE1 2.636574e-04 0.2666487 0.316 0.162 1.000000e+00
## CCNL1 2.639469e-04 0.3300299 0.899 0.898 1.000000e+00
## ASXL1 2.646447e-04 -0.2525276 0.152 0.364 1.000000e+00
## BTN3A1 2.660276e-04 -0.2822928 0.139 0.341 1.000000e+00
## KLHDC2 2.792084e-04 -0.2531967 0.114 0.315 1.000000e+00
## TRIM52 2.803112e-04 -0.2634181 0.127 0.328 1.000000e+00
## ELOVL5 2.807219e-04 0.2787529 0.405 0.242 1.000000e+00
## RAB8A 2.819133e-04 0.3474896 0.557 0.375 1.000000e+00
## RAD23B 2.842781e-04 0.2794099 0.481 0.288 1.000000e+00
## CMTM7 2.857946e-04 0.2569488 0.506 0.304 1.000000e+00
## UBA1 2.869896e-04 0.2524649 0.329 0.164 1.000000e+00
## LNPEP 2.921102e-04 -0.2782162 0.316 0.510 1.000000e+00
## TNRC6B 2.968286e-04 -0.3025868 0.608 0.765 1.000000e+00
## MBD5 3.051330e-04 -0.2504098 0.127 0.330 1.000000e+00
## IMPDH2 3.209822e-04 -0.2811273 0.203 0.386 1.000000e+00
## SELPLG 3.228129e-04 0.2998535 0.570 0.406 1.000000e+00
## KDELR2 3.238558e-04 0.2689818 0.456 0.271 1.000000e+00
## H2AFJ 3.257394e-04 0.3641377 0.506 0.324 1.000000e+00
## RAB8B 3.308853e-04 0.2927600 0.392 0.222 1.000000e+00
## HIST1H1D 3.408495e-04 -0.3090468 0.152 0.353 1.000000e+00
## PPP1R15B 3.488179e-04 0.3519454 0.582 0.415 1.000000e+00
## MRPL27 3.531002e-04 0.2582627 0.316 0.164 1.000000e+00
## MTX1 3.620841e-04 0.2683677 0.316 0.162 1.000000e+00
## JOSD1 3.648918e-04 -0.2525845 0.114 0.310 1.000000e+00
## DBNL 3.724884e-04 0.2597490 0.620 0.461 1.000000e+00
## PPP2R5A 3.771492e-04 0.2612316 0.392 0.213 1.000000e+00
## SLC25A11 3.866488e-04 0.2634752 0.405 0.231 1.000000e+00
## GSPT1 3.953871e-04 -0.2974207 0.215 0.410 1.000000e+00
## C16orf54 4.035867e-04 -0.2860636 0.241 0.443 1.000000e+00
## ASNA1 4.059361e-04 0.3027172 0.380 0.224 1.000000e+00
## ARPC5L 4.085564e-04 -0.2934075 0.203 0.415 1.000000e+00
## NOP56 4.100994e-04 -0.2759399 0.329 0.545 1.000000e+00
## ERGIC1 4.139567e-04 0.2671159 0.342 0.180 1.000000e+00
## CAMTA1 4.222096e-04 0.2694861 0.418 0.242 1.000000e+00
## SLC25A5 4.466469e-04 0.2531900 0.848 0.752 1.000000e+00
## ATP5MC3 4.474855e-04 0.2513804 0.759 0.729 1.000000e+00
## CDK13 4.554007e-04 -0.3113632 0.329 0.521 1.000000e+00
## PSMB2 4.566752e-04 0.3074469 0.519 0.333 1.000000e+00
## IFIT2 4.630588e-04 0.2652988 0.304 0.151 1.000000e+00
## CD164 4.656520e-04 0.2737506 0.823 0.685 1.000000e+00
## TERF2IP 4.714308e-04 -0.2661709 0.443 0.650 1.000000e+00
## GPR65 4.798608e-04 0.2876327 0.392 0.224 1.000000e+00
## LAMTOR5 4.890389e-04 0.3115610 0.633 0.503 1.000000e+00
## PDIA6 5.108714e-04 0.2619580 0.544 0.357 1.000000e+00
## MTERF4 5.147070e-04 -0.2734791 0.190 0.390 1.000000e+00
## KLF7 5.224432e-04 0.2888058 0.291 0.149 1.000000e+00
## CHD2 5.331473e-04 -0.2843902 0.405 0.590 1.000000e+00
## ESYT1 5.464880e-04 -0.2565829 0.127 0.313 1.000000e+00
## ADAM8 5.508115e-04 0.2754750 0.329 0.175 1.000000e+00
## ABHD5 5.517731e-04 0.2582644 0.532 0.341 1.000000e+00
## OXR1 5.698910e-04 0.2671691 0.392 0.228 1.000000e+00
## ERGIC2 5.710875e-04 -0.2559878 0.215 0.415 1.000000e+00
## SMARCA2 5.832059e-04 -0.3154029 0.316 0.510 1.000000e+00
## GPBP1 6.154202e-04 -0.2503271 0.418 0.645 1.000000e+00
## EIF5B 6.157344e-04 -0.2674256 0.278 0.486 1.000000e+00
## LSM6 6.168435e-04 0.2941509 0.544 0.381 1.000000e+00
## TAP1 6.393794e-04 -0.2791137 0.278 0.472 1.000000e+00
## TIMM8B 6.418796e-04 0.2609324 0.443 0.264 1.000000e+00
## ATP5F1D 6.513925e-04 0.2941557 0.861 0.796 1.000000e+00
## FAM107B 6.633980e-04 -0.2551151 0.456 0.667 1.000000e+00
## TPD52L2 6.664904e-04 0.2681129 0.304 0.166 1.000000e+00
## CBWD1 6.736529e-04 0.2575396 0.367 0.204 1.000000e+00
## TRAPPC1 6.736601e-04 0.2990692 0.772 0.654 1.000000e+00
## ANP32E 6.898858e-04 -0.2562787 0.253 0.472 1.000000e+00
## SOS2 6.978142e-04 0.2653725 0.304 0.164 1.000000e+00
## MBP 7.030698e-04 -0.2976576 0.418 0.608 1.000000e+00
## TFRC 7.233436e-04 -0.3188592 0.152 0.330 1.000000e+00
## PAPOLA 7.306845e-04 0.2784918 0.696 0.557 1.000000e+00
## PPP1R10 7.510995e-04 -0.3045629 0.608 0.729 1.000000e+00
## SIPA1 7.517442e-04 0.2856519 0.481 0.315 1.000000e+00
## GRK6 7.559539e-04 -0.2534895 0.342 0.550 1.000000e+00
## PLP2 7.717965e-04 0.3053352 0.684 0.561 1.000000e+00
## KRT10 7.746606e-04 -0.2507936 0.468 0.654 1.000000e+00
## PRPF4B 7.807409e-04 -0.2941471 0.291 0.492 1.000000e+00
## IFI6 7.822929e-04 0.6474973 0.456 0.322 1.000000e+00
## COX7A2 8.143602e-04 0.2639974 0.873 0.820 1.000000e+00
## AKIRIN2 8.163458e-04 0.3653983 0.392 0.235 1.000000e+00
## FAM43A 8.178647e-04 0.3224777 0.278 0.133 1.000000e+00
## TACC3 8.346673e-04 0.2761893 0.392 0.237 1.000000e+00
## GPS2 8.655463e-04 -0.2700784 0.139 0.304 1.000000e+00
## ARL6IP5 8.716252e-04 0.3041625 0.848 0.823 1.000000e+00
## YWHAE 8.719097e-04 0.2918232 0.608 0.477 1.000000e+00
## G3BP1 9.061243e-04 -0.2517941 0.228 0.424 1.000000e+00
## SSR3 9.097603e-04 0.2550413 0.570 0.388 1.000000e+00
## VTI1B 9.143701e-04 0.2655017 0.392 0.235 1.000000e+00
## CREBBP 9.179394e-04 0.2584165 0.430 0.284 1.000000e+00
## IRF9 9.886137e-04 -0.3006858 0.114 0.279 1.000000e+00
## RRBP1 1.011853e-03 0.2598302 0.329 0.180 1.000000e+00
## PSMB7 1.053963e-03 0.2596615 0.544 0.384 1.000000e+00
## TMOD3 1.076948e-03 0.3060965 0.519 0.368 1.000000e+00
## AC044849.1 1.091185e-03 -0.3080398 0.089 0.255 1.000000e+00
## TOPORS 1.129744e-03 -0.2774764 0.139 0.302 1.000000e+00
## PITPNA 1.224134e-03 0.2550938 0.253 0.126 1.000000e+00
## MON1B 1.229715e-03 0.2555873 0.253 0.126 1.000000e+00
## NAA38 1.294570e-03 0.2952097 0.481 0.333 1.000000e+00
## ARHGAP30 1.319060e-03 0.2856045 0.696 0.585 1.000000e+00
## PTDSS1 1.384299e-03 0.2690895 0.367 0.215 1.000000e+00
## POLR2A 1.475224e-03 -0.3051844 0.494 0.654 1.000000e+00
## SCAND1 1.570406e-03 0.2542250 0.671 0.537 1.000000e+00
## TMEM33 1.668959e-03 0.2805258 0.291 0.157 1.000000e+00
## VAPA 1.747331e-03 0.3146659 0.734 0.681 1.000000e+00
## RBM25 1.926376e-03 -0.2722634 0.557 0.738 1.000000e+00
## DDIT3 1.978856e-03 -0.3244561 0.304 0.475 1.000000e+00
## TUBA1C 1.980271e-03 0.4163263 0.367 0.228 1.000000e+00
## FLOT2 2.058118e-03 0.2721110 0.392 0.255 1.000000e+00
## PTRHD1 2.084336e-03 0.2599492 0.430 0.264 1.000000e+00
## SESN3 2.105929e-03 -0.2598522 0.127 0.288 1.000000e+00
## CEP350 2.311851e-03 0.2800367 0.481 0.355 1.000000e+00
## HDAC2 2.346712e-03 0.2658323 0.367 0.220 1.000000e+00
## SERINC1 2.519331e-03 0.2840677 0.468 0.328 1.000000e+00
## HIGD2A 2.538970e-03 0.2503110 0.772 0.756 1.000000e+00
## SAP30BP 2.610000e-03 0.2750018 0.367 0.226 1.000000e+00
## RAB2A 2.657060e-03 0.2771442 0.532 0.419 1.000000e+00
## TPR 2.744957e-03 -0.2848522 0.532 0.667 1.000000e+00
## M6PR 2.773132e-03 0.3004383 0.595 0.468 1.000000e+00
## PLIN2 2.844056e-03 0.2703240 0.405 0.259 1.000000e+00
## PQLC3 2.865149e-03 0.2613607 0.291 0.177 1.000000e+00
## TRADD 3.162203e-03 -0.2556105 0.215 0.370 1.000000e+00
## SEPT2 3.364529e-03 0.2541020 0.595 0.459 1.000000e+00
## CALCOCO2 3.458250e-03 0.2542629 0.430 0.293 1.000000e+00
## NLRP1 3.604697e-03 0.2671605 0.506 0.359 1.000000e+00
## UQCR10 3.750490e-03 0.3074179 0.759 0.769 1.000000e+00
## DNAJC15 3.939026e-03 0.2873377 0.532 0.421 1.000000e+00
## TSC22D3 4.216200e-03 -0.3041958 0.861 0.894 1.000000e+00
## EFCAB14 4.260553e-03 0.2547497 0.405 0.273 1.000000e+00
## EPC1 4.367363e-03 -0.2540240 0.544 0.674 1.000000e+00
## UBE2L6 4.649472e-03 0.2901023 0.532 0.417 1.000000e+00
## TRA2B 4.974292e-03 0.2602879 0.823 0.756 1.000000e+00
## CHD3 5.029906e-03 -0.2553960 0.253 0.415 1.000000e+00
## TUBA1A 6.014428e-03 -0.2813977 0.835 0.885 1.000000e+00
## RAP2B 6.726551e-03 0.3577496 0.468 0.335 1.000000e+00
## CDV3 6.983836e-03 0.2591435 0.684 0.585 1.000000e+00
## ID2 7.938555e-03 0.4294629 0.835 0.738 1.000000e+00
## RAB11A 8.248539e-03 0.3347636 0.494 0.375 1.000000e+00
## ETF1 9.559268e-03 0.2532005 0.291 0.184 1.000000e+00
## HTATIP2 9.834449e-03 0.2573881 0.329 0.206 1.000000e+00
## RNF7 1.060301e-02 0.2669118 0.570 0.457 1.000000e+00
## NDUFB1 1.090481e-02 0.2537127 0.608 0.525 1.000000e+00
## AP3S1 1.172721e-02 0.2566080 0.392 0.275 1.000000e+00
## VAMP5 1.189177e-02 0.2888797 0.506 0.415 1.000000e+00
## SCAF11 1.247306e-02 0.2516326 0.759 0.663 1.000000e+00
## ADI1 1.526155e-02 0.2816529 0.430 0.322 1.000000e+00
## LAP3 2.081716e-02 0.3520000 0.342 0.262 1.000000e+00
## PSME2 2.355737e-02 0.2938046 0.785 0.741 1.000000e+00
## FAM53C 2.397820e-02 -0.2518339 0.519 0.612 1.000000e+00
## PDCD10 2.834098e-02 0.2833127 0.456 0.397 1.000000e+00
## HNRNPU 3.402922e-02 0.2647031 0.835 0.882 1.000000e+00
## EIF2AK1 7.147407e-02 0.2757751 0.304 0.233 1.000000e+00
## TAGLN2 7.970604e-02 0.4130787 0.658 0.710 1.000000e+00
## SAMD9L 8.071034e-02 0.2537115 0.266 0.206 1.000000e+00
## MX1 9.741246e-02 0.4124527 0.304 0.248 1.000000e+00
## ZFP36L1 3.539373e-01 0.2505292 0.785 0.798 1.000000e+00
## ISG15 5.573945e-01 0.2653676 0.418 0.470 1.000000e+00# Find all markers of cluster 2 using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)
cluster2.markers1 <- FindMarkers(pbmcclust, ident.1 = 2, logfc.threshold = 0.25, test.use = "roc", only.pos = TRUE)
"Putative biomarkers (differentially expressed features) for cluster 2 (cell subpopulation 2) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"## [1] "Putative biomarkers (differentially expressed features) for cluster 2 (cell subpopulation 2) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"head(cluster2.markers1, n = 5)## myAUC avg_diff power avg_logFC pct.1 pct.2
## FTL 1.000 2.248195 1.000 2.248195 1 0.991
## S100A8 0.999 4.839505 0.998 4.839505 1 0.089
## CST3 0.999 3.098754 0.998 3.098754 1 0.100
## S100A9 0.998 5.212503 0.996 5.212503 1 0.157
## FTH1 0.997 1.511184 0.994 1.511184 1 1.000cluster2.markers1## myAUC avg_diff power avg_logFC pct.1 pct.2
## FTL 1.000 2.2481951 1.000 2.2481951 1.000 0.991
## S100A8 0.999 4.8395046 0.998 4.8395046 1.000 0.089
## CST3 0.999 3.0987542 0.998 3.0987542 1.000 0.100
## S100A9 0.998 5.2125032 0.996 5.2125032 1.000 0.157
## FTH1 0.997 1.5111843 0.994 1.5111843 1.000 1.000
## LYZ 0.996 4.8882442 0.992 4.8882442 1.000 0.286
## OAZ1 0.996 1.4464593 0.992 1.4464593 1.000 0.956
## PSAP 0.995 2.5402680 0.990 2.5402680 1.000 0.397
## COTL1 0.995 1.7621121 0.990 1.7621121 1.000 0.656
## FCN1 0.993 3.2242604 0.986 3.2242604 0.987 0.038
## LST1 0.992 2.2417429 0.984 2.2417429 0.987 0.228
## AIF1 0.991 2.5304722 0.982 2.5304722 0.987 0.350
## FGL2 0.991 2.1469439 0.982 2.1469439 0.987 0.100
## CTSS 0.990 3.0887082 0.980 3.0887082 0.987 0.563
## TYROBP 0.990 2.7411049 0.980 2.7411049 0.987 0.095
## TYMP 0.988 2.1451694 0.976 2.1451694 0.987 0.228
## MNDA 0.987 3.1385028 0.974 3.1385028 0.975 0.033
## S100A6 0.987 2.0103776 0.974 2.0103776 1.000 0.940
## BRI3 0.987 1.6342179 0.974 1.6342179 0.987 0.494
## S100A11 0.986 1.8901844 0.972 1.8901844 0.987 0.541
## H3F3A 0.986 1.1708129 0.972 1.1708129 1.000 0.993
## CYBB 0.983 2.1638284 0.966 2.1638284 0.975 0.029
## CD68 0.983 1.8709902 0.966 1.8709902 0.975 0.053
## S100A12 0.981 2.7464079 0.962 2.7464079 0.962 0.007
## FCER1G 0.981 2.3391428 0.962 2.3391428 0.975 0.038
## CSTA 0.981 1.9413974 0.962 1.9413974 0.962 0.002
## SRGN 0.981 1.6940367 0.962 1.6940367 1.000 0.672
## TSPO 0.981 1.5712825 0.962 1.5712825 0.987 0.703
## VCAN 0.980 2.8944588 0.960 2.8944588 0.962 0.033
## SERPINA1 0.980 2.0118980 0.960 2.0118980 0.962 0.020
## CTSD 0.979 1.7445097 0.958 1.7445097 0.987 0.501
## SPI1 0.972 1.7413371 0.944 1.7413371 0.949 0.033
## GSTP1 0.972 1.6929202 0.944 1.6929202 0.987 0.554
## CEBPD 0.970 1.7569550 0.940 1.7569550 0.949 0.024
## TALDO1 0.970 1.5847269 0.940 1.5847269 0.975 0.508
## GRN 0.969 1.9120494 0.938 1.9120494 0.949 0.120
## CD14 0.968 2.0971458 0.936 2.0971458 0.937 0.009
## AP1S2 0.968 1.5516149 0.936 1.5516149 0.975 0.271
## TKT 0.967 1.6114349 0.934 1.6114349 0.975 0.568
## GAPDH 0.967 1.1990423 0.934 1.1990423 1.000 0.962
## CSF3R 0.965 1.6569825 0.930 1.6569825 0.937 0.035
## RNF130 0.965 1.4922543 0.930 1.4922543 0.949 0.102
## S100A4 0.963 1.7807514 0.926 1.7807514 0.987 0.718
## CLEC12A 0.962 1.8277212 0.924 1.8277212 0.924 0.007
## RAC1 0.962 1.2618273 0.924 1.2618273 1.000 0.636
## APLP2 0.961 1.5837081 0.922 1.5837081 0.962 0.206
## MPEG1 0.958 1.6855918 0.916 1.6855918 0.924 0.009
## KLF4 0.955 1.9909076 0.910 1.9909076 0.924 0.082
## FGR 0.955 1.5122897 0.910 1.5122897 0.937 0.060
## NEAT1 0.953 1.6163899 0.906 1.6163899 1.000 0.849
## MS4A6A 0.952 1.9022545 0.904 1.9022545 0.911 0.022
## NCF2 0.948 1.8443890 0.896 1.8443890 0.899 0.020
## DUSP6 0.948 1.7382517 0.896 1.7382517 0.924 0.104
## NCF1 0.947 1.7133382 0.894 1.7133382 0.962 0.421
## CD36 0.947 1.6405363 0.894 1.6405363 0.899 0.011
## IGSF6 0.947 1.6171516 0.894 1.6171516 0.899 0.018
## CYBA 0.947 1.2399849 0.894 1.2399849 0.987 0.876
## LGALS1 0.946 1.8407385 0.892 1.8407385 0.962 0.242
## RGS2 0.946 1.6283891 0.892 1.6283891 0.962 0.337
## JAML 0.939 1.2656307 0.878 1.2656307 0.949 0.277
## CFD 0.938 1.6545532 0.876 1.6545532 0.886 0.051
## FPR1 0.937 1.4589216 0.874 1.4589216 0.873 0.000
## HLA-DRA 0.936 2.1184218 0.872 2.1184218 0.949 0.186
## CPVL 0.936 1.7001027 0.872 1.7001027 0.873 0.009
## CD74 0.935 1.3803188 0.870 1.3803188 1.000 0.710
## ASAH1 0.934 1.2988230 0.868 1.2988230 0.937 0.337
## BLVRB 0.933 1.4503853 0.866 1.4503853 0.899 0.118
## LGALS3 0.932 1.3941943 0.864 1.3941943 0.937 0.124
## TNFSF13B 0.931 1.5000340 0.862 1.5000340 0.873 0.049
## VSIR 0.931 1.2855910 0.862 1.2855910 0.937 0.455
## MT-ND1 0.931 0.6415037 0.862 0.6415037 1.000 0.998
## NPC2 0.928 1.2908533 0.856 1.2908533 0.949 0.390
## HLA-DRB1 0.927 1.8095687 0.854 1.8095687 0.962 0.193
## SLC7A7 0.923 1.2482909 0.846 1.2482909 0.848 0.004
## CTSZ 0.922 1.3965885 0.844 1.3965885 0.886 0.131
## FCGRT 0.922 1.2358609 0.844 1.2358609 0.911 0.268
## LY86 0.921 1.3036176 0.842 1.3036176 0.873 0.049
## EVI2B 0.921 1.1642043 0.842 1.1642043 0.975 0.634
## ATP6V0B 0.919 1.3349160 0.838 1.3349160 0.924 0.435
## CFP 0.916 1.3518015 0.832 1.3518015 0.861 0.111
## ADA2 0.914 1.1894265 0.828 1.1894265 0.886 0.164
## LTA4H 0.913 1.2415392 0.826 1.2415392 0.924 0.306
## ITGB2 0.913 0.9828516 0.826 0.9828516 0.987 0.785
## ARPC3 0.913 0.8516143 0.826 0.8516143 1.000 0.960
## MYL6 0.913 0.8196917 0.826 0.8196917 1.000 0.973
## CTSB 0.912 1.2958382 0.824 1.2958382 0.899 0.255
## ARPC5 0.912 0.9680426 0.824 0.9680426 0.987 0.698
## SH3BGRL3 0.911 0.9014481 0.822 0.9014481 1.000 0.973
## TMEM176B 0.910 1.4598025 0.820 1.4598025 0.823 0.009
## TNFAIP2 0.909 1.4726233 0.818 1.4726233 0.823 0.018
## CLEC7A 0.909 1.3529616 0.818 1.3529616 0.823 0.018
## PYCARD 0.909 1.2266841 0.818 1.2266841 0.911 0.355
## CARD16 0.909 1.1425556 0.818 1.1425556 0.911 0.361
## CAPG 0.908 1.3750943 0.816 1.3750943 0.861 0.135
## LCP1 0.907 1.1457506 0.814 1.1457506 0.949 0.681
## TGFBI 0.906 1.2781045 0.812 1.2781045 0.823 0.016
## STXBP2 0.906 1.2746619 0.812 1.2746619 0.899 0.295
## SYK 0.906 1.1998259 0.812 1.1998259 0.835 0.029
## NUP214 0.905 1.3023201 0.810 1.3023201 0.848 0.122
## PECAM1 0.905 1.1565442 0.810 1.1565442 0.873 0.140
## ATP5F1E 0.904 0.6756926 0.808 0.6756926 1.000 0.993
## CNPY3 0.903 1.0982323 0.806 1.0982323 0.937 0.357
## RHOA 0.903 0.7898409 0.806 0.7898409 0.987 0.847
## VIM 0.902 0.9891476 0.804 0.9891476 1.000 0.965
## GNAI2 0.902 0.8851743 0.804 0.8851743 0.987 0.922
## ELOB 0.901 0.8438199 0.802 0.8438199 0.987 0.858
## AGTRAP 0.900 1.1983321 0.800 1.1983321 0.861 0.164
## HLA-DMB 0.900 1.1582752 0.800 1.1582752 0.873 0.100
## SAT1 0.899 1.0383811 0.798 1.0383811 1.000 0.863
## ANXA2 0.897 1.2037991 0.794 1.2037991 0.924 0.328
## ANXA5 0.897 1.0711033 0.794 1.0711033 0.911 0.255
## SDCBP 0.897 0.9521819 0.794 0.9521819 0.975 0.506
## ZEB2 0.894 1.2286497 0.788 1.2286497 0.899 0.115
## CLIC1 0.893 1.0340620 0.786 1.0340620 0.987 0.583
## RBP7 0.892 1.3080638 0.784 1.3080638 0.785 0.000
## SERPINB1 0.892 1.0233246 0.784 1.0233246 0.937 0.479
## MYO1F 0.891 1.1601094 0.782 1.1601094 0.873 0.155
## GLIPR1 0.891 1.1595018 0.782 1.1595018 0.911 0.306
## TIMP2 0.891 1.0942792 0.782 1.0942792 0.797 0.029
## AP2S1 0.889 0.9917607 0.778 0.9917607 0.924 0.446
## KCTD12 0.886 1.3113217 0.772 1.3113217 0.797 0.071
## LAMTOR1 0.886 1.0976017 0.772 1.0976017 0.924 0.494
## CTSH 0.885 1.0486639 0.770 1.0486639 0.823 0.091
## CD302 0.882 1.1661856 0.764 1.1661856 0.772 0.022
## ARPC1B 0.882 0.7775192 0.764 0.7775192 1.000 0.827
## SH3BGRL 0.880 0.8506952 0.760 0.8506952 0.937 0.687
## SERF2 0.880 0.6387394 0.760 0.6387394 1.000 1.000
## ASGR1 0.879 1.0987168 0.758 1.0987168 0.759 0.004
## MSRB1 0.879 1.0834900 0.758 1.0834900 0.785 0.067
## ACTB 0.879 0.5991715 0.758 0.5991715 1.000 1.000
## IL17RA 0.878 1.0216033 0.756 1.0216033 0.861 0.233
## PPT1 0.878 0.9324980 0.756 0.9324980 0.873 0.339
## CAP1 0.874 0.8399237 0.748 0.8399237 0.987 0.796
## NRGN 0.873 1.4813944 0.746 1.4813944 0.759 0.020
## IQGAP1 0.873 0.9374019 0.746 0.9374019 0.924 0.541
## EFHD2 0.873 0.9326130 0.746 0.9326130 0.886 0.211
## MCL1 0.873 0.9200090 0.746 0.9200090 0.987 0.814
## TNFRSF1B 0.870 1.1024247 0.740 1.1024247 0.861 0.255
## ACTR2 0.870 0.8097210 0.740 0.8097210 1.000 0.827
## LYN 0.867 1.1445979 0.734 1.1445979 0.785 0.075
## SNX10 0.866 1.1012697 0.732 1.1012697 0.785 0.089
## CD93 0.866 1.0732240 0.732 1.0732240 0.734 0.004
## NAMPT 0.865 1.1955681 0.730 1.1955681 0.848 0.253
## PGD 0.865 1.0572050 0.730 1.0572050 0.772 0.084
## ATP6V0D1 0.865 1.0255551 0.730 1.0255551 0.823 0.233
## FKBP1A 0.865 0.9554376 0.730 0.9554376 0.911 0.568
## RAB32 0.864 1.2202293 0.728 1.2202293 0.734 0.011
## RXRA 0.864 1.0367877 0.728 1.0367877 0.747 0.033
## ALDH2 0.863 1.0897589 0.726 1.0897589 0.734 0.016
## IL1B 0.862 1.9620563 0.724 1.9620563 0.734 0.029
## SAMHD1 0.862 0.8838281 0.724 0.8838281 0.937 0.701
## PLBD1 0.861 1.1670929 0.722 1.1670929 0.722 0.000
## MS4A7 0.860 1.4669233 0.720 1.4669233 0.722 0.002
## TNFSF10 0.860 1.1669735 0.720 1.1669735 0.861 0.337
## HCK 0.859 1.1381841 0.718 1.1381841 0.722 0.009
## FCGR2A 0.859 1.0903093 0.718 1.0903093 0.722 0.004
## RAB31 0.859 1.0829006 0.718 1.0829006 0.722 0.007
## LMO2 0.857 1.1297913 0.714 1.1297913 0.722 0.016
## DPYSL2 0.857 0.9935860 0.714 0.9935860 0.759 0.080
## H2AFY 0.857 0.9709078 0.714 0.9709078 0.873 0.497
## LAMTOR4 0.857 0.7557632 0.714 0.7557632 0.949 0.732
## NAGK 0.856 1.1156652 0.712 1.1156652 0.785 0.200
## DAZAP2 0.856 0.7589746 0.712 0.7589746 0.987 0.725
## TPP1 0.855 0.9563505 0.710 0.9563505 0.810 0.226
## HLA-DPA1 0.854 1.2804686 0.708 1.2804686 0.886 0.364
## MEGF9 0.854 1.1110813 0.708 1.1110813 0.747 0.071
## CASP1 0.854 1.0410032 0.708 1.0410032 0.835 0.257
## TMSB4X 0.854 0.4119636 0.708 0.4119636 1.000 1.000
## IER3 0.851 1.3925496 0.702 1.3925496 0.848 0.366
## LSP1 0.851 0.7508970 0.702 0.7508970 0.949 0.789
## GCA 0.850 1.0534888 0.700 1.0534888 0.759 0.129
## CEBPB 0.850 1.0007421 0.700 1.0007421 0.873 0.397
## AHNAK 0.850 0.9944103 0.700 0.9944103 0.937 0.430
## GLIPR2 0.849 0.9145962 0.698 0.9145962 0.835 0.237
## LGALS9 0.848 0.9074059 0.696 0.9074059 0.747 0.104
## BST1 0.847 1.0759309 0.694 1.0759309 0.696 0.007
## RGS18 0.846 1.4690319 0.692 1.4690319 0.696 0.007
## PRAM1 0.846 1.0389718 0.692 1.0389718 0.696 0.009
## SKAP2 0.846 0.9848750 0.692 0.9848750 0.747 0.075
## FBXL5 0.846 0.8672939 0.692 0.8672939 0.797 0.197
## LILRB2 0.845 1.0658996 0.690 1.0658996 0.696 0.011
## MT-ND2 0.845 0.5292176 0.690 0.5292176 0.987 0.996
## RNASE6 0.844 0.9705829 0.688 0.9705829 0.709 0.024
## GLRX 0.842 0.8734898 0.684 0.8734898 0.911 0.552
## CAST 0.842 0.8586728 0.684 0.8586728 0.911 0.510
## MSN 0.842 0.7510680 0.684 0.7510680 0.937 0.612
## TMEM176A 0.841 1.0615005 0.682 1.0615005 0.684 0.002
## C1orf162 0.841 0.8436220 0.682 0.8436220 0.911 0.550
## CPPED1 0.840 1.1189681 0.680 1.1189681 0.696 0.031
## LRRC25 0.840 1.0101176 0.680 1.0101176 0.684 0.009
## CLEC4A 0.839 0.9579312 0.678 0.9579312 0.684 0.011
## LYST 0.838 1.1064360 0.676 1.1064360 0.759 0.144
## ATP5MPL 0.838 0.7090539 0.676 0.7090539 0.975 0.683
## WARS 0.836 1.0547458 0.672 1.0547458 0.709 0.069
## CRTAP 0.836 0.9649704 0.672 0.9649704 0.747 0.131
## HLA-DMA 0.836 0.9605107 0.672 0.9605107 0.759 0.104
## CYP1B1 0.835 1.3292065 0.670 1.3292065 0.671 0.002
## GSTO1 0.835 1.0437381 0.670 1.0437381 0.835 0.390
## GRINA 0.835 0.9287194 0.670 0.9287194 0.747 0.133
## ZYX 0.834 0.9680747 0.668 0.9680747 0.785 0.259
## LAPTM5 0.833 0.6286706 0.666 0.6286706 0.962 0.967
## SULT1A1 0.832 1.0925387 0.664 1.0925387 0.696 0.078
## GDI2 0.831 0.6684954 0.662 0.6684954 0.924 0.627
## S100A10 0.830 0.8540741 0.660 0.8540741 0.949 0.847
## HLA-DPB1 0.829 1.1832451 0.658 1.1832451 0.835 0.326
## IRAK3 0.829 0.9476213 0.658 0.9476213 0.658 0.002
## PKM 0.829 0.7034863 0.658 0.7034863 0.937 0.712
## KCNE3 0.828 1.0133942 0.656 1.0133942 0.658 0.004
## VASP 0.828 0.7968978 0.656 0.7968978 0.899 0.528
## GLUL 0.827 0.9400020 0.654 0.9400020 0.759 0.160
## MAFB 0.826 1.2858556 0.652 1.2858556 0.658 0.016
## ANXA1 0.826 0.9075216 0.652 0.9075216 0.937 0.463
## CD33 0.825 0.9385911 0.650 0.9385911 0.658 0.011
## AOAH 0.824 0.9315948 0.648 0.9315948 0.709 0.069
## DUSP1 0.824 0.7306443 0.648 0.7306443 0.975 0.942
## DMXL2 0.823 1.0382330 0.646 1.0382330 0.658 0.020
## PLEK 0.823 0.8941296 0.646 0.8941296 0.772 0.122
## CAPNS1 0.823 0.7696895 0.646 0.7696895 0.873 0.426
## IFNGR2 0.822 0.8508608 0.644 0.8508608 0.734 0.140
## CD300LF 0.821 1.0031113 0.642 1.0031113 0.646 0.004
## PTAFR 0.821 0.8277514 0.642 0.8277514 0.646 0.004
## CD300E 0.820 1.0680062 0.640 1.0680062 0.646 0.011
## RTN3 0.820 1.0113395 0.640 1.0113395 0.759 0.295
## ALOX5 0.820 0.8579626 0.640 0.8579626 0.658 0.018
## RAB11FIP1 0.819 0.9224669 0.638 0.9224669 0.772 0.213
## SOD2 0.818 1.0390983 0.636 1.0390983 0.823 0.401
## SLC16A3 0.818 0.8569896 0.636 0.8569896 0.671 0.049
## VAMP8 0.818 0.7110207 0.636 0.7110207 0.911 0.703
## PLEKHO1 0.817 0.9819367 0.634 0.9819367 0.810 0.308
## CCDC88A 0.817 0.9060113 0.634 0.9060113 0.709 0.089
## GNB2 0.814 0.7572300 0.628 0.7572300 0.848 0.466
## OGFRL1 0.813 0.9090530 0.626 0.9090530 0.658 0.055
## NCOA4 0.812 0.9077822 0.624 0.9077822 0.772 0.308
## MARCH1 0.811 0.9488167 0.622 0.9488167 0.658 0.038
## NADK 0.811 0.9008988 0.622 0.9008988 0.671 0.078
## C4orf48 0.811 0.8014795 0.622 0.8014795 0.759 0.231
## ATP6V1B2 0.811 0.7720226 0.622 0.7720226 0.709 0.155
## TPM3 0.810 0.6061310 0.620 0.6061310 0.987 0.863
## CDA 0.809 1.0498105 0.618 1.0498105 0.620 0.002
## C5AR1 0.809 0.9074725 0.618 0.9074725 0.620 0.002
## SH3BP2 0.809 0.8309172 0.618 0.8309172 0.696 0.120
## AC007952.4 0.809 0.7992482 0.618 0.7992482 0.924 0.599
## NFKBIA 0.809 0.7838931 0.618 0.7838931 0.975 0.878
## PTPRE 0.807 0.7918430 0.614 0.7918430 0.734 0.175
## KLF10 0.804 0.9245359 0.608 0.9245359 0.722 0.182
## MIS18BP1 0.804 0.7363509 0.608 0.7363509 0.772 0.251
## NFKBIZ 0.803 1.0005235 0.606 1.0005235 0.861 0.554
## ENO1 0.803 0.7039230 0.606 0.7039230 0.949 0.765
## VMP1 0.802 0.8627333 0.604 0.8627333 0.861 0.461
## MTPN 0.802 0.7795057 0.604 0.7795057 0.873 0.519
## CD63 0.802 0.7714563 0.604 0.7714563 0.810 0.335
## YBX3 0.801 1.0902931 0.602 1.0902931 0.671 0.089
## LAT2 0.801 0.8577109 0.602 0.8577109 0.646 0.051
## HSBP1 0.798 0.8333264 0.596 0.8333264 0.722 0.237
## LILRA5 0.796 0.9852442 0.592 0.9852442 0.595 0.004
## SLC11A1 0.796 0.8501581 0.592 0.8501581 0.608 0.018
## AC020916.1 0.795 0.9629816 0.590 0.9629816 0.709 0.171
## PLAUR 0.794 0.9381096 0.588 0.9381096 0.608 0.027
## PRELID1 0.794 0.6994360 0.588 0.6994360 0.899 0.592
## PABPC1 0.794 0.4243314 0.588 0.4243314 1.000 0.996
## TBXAS1 0.793 0.8969784 0.586 0.8969784 0.595 0.016
## RHOB 0.792 0.9323862 0.584 0.9323862 0.772 0.264
## SIRPB1 0.792 0.7948866 0.584 0.7948866 0.595 0.013
## LILRB3 0.791 0.8740790 0.582 0.8740790 0.595 0.022
## HNMT 0.791 0.8367658 0.582 0.8367658 0.582 0.000
## TPI1 0.791 0.6320424 0.582 0.6320424 0.911 0.656
## ZNF385A 0.790 0.8611102 0.580 0.8611102 0.582 0.004
## C19orf38 0.790 0.8294001 0.580 0.8294001 0.595 0.020
## ARHGAP26 0.789 0.8075465 0.578 0.8075465 0.646 0.104
## NAIP 0.789 0.7493631 0.578 0.7493631 0.646 0.091
## THEMIS2 0.789 0.7352151 0.578 0.7352151 0.696 0.177
## ARPC4 0.789 0.6920614 0.578 0.6920614 0.899 0.621
## RHOG 0.789 0.6908628 0.578 0.6908628 0.873 0.543
## FLNA 0.788 0.8007558 0.576 0.8007558 0.823 0.419
## COMT 0.787 0.7663457 0.574 0.7663457 0.696 0.220
## MARCKS 0.784 1.2399142 0.568 1.2399142 0.582 0.022
## NFE2 0.784 0.8884393 0.568 0.8884393 0.570 0.004
## SLC24A4 0.784 0.7969287 0.568 0.7969287 0.570 0.002
## CHP1 0.784 0.6759203 0.568 0.6759203 0.633 0.086
## CALM2 0.783 0.7599375 0.566 0.7599375 0.911 0.783
## LRRFIP1 0.783 0.6123176 0.566 0.6123176 0.949 0.752
## CD86 0.782 0.8056581 0.564 0.8056581 0.570 0.007
## IFNGR1 0.782 0.7052968 0.564 0.7052968 0.671 0.146
## MAP3K3 0.782 0.6551952 0.564 0.6551952 0.696 0.175
## IFI30 0.781 0.9890867 0.562 0.9890867 0.582 0.027
## PILRA 0.781 0.9222781 0.562 0.9222781 0.570 0.013
## FES 0.780 0.8323814 0.560 0.8323814 0.582 0.029
## EVI2A 0.779 0.8713272 0.558 0.8713272 0.747 0.319
## RASSF4 0.779 0.8454233 0.558 0.8454233 0.570 0.013
## GPCPD1 0.779 0.7113142 0.558 0.7113142 0.722 0.244
## LAPTM4A 0.779 0.6905454 0.558 0.6905454 0.747 0.328
## PLXDC2 0.778 0.8548064 0.556 0.8548064 0.557 0.002
## FAM198B 0.778 0.7982803 0.556 0.7982803 0.557 0.000
## EMILIN2 0.778 0.7452811 0.556 0.7452811 0.582 0.040
## UQCRC1 0.778 0.6572389 0.556 0.6572389 0.734 0.253
## SCPEP1 0.777 0.8419368 0.554 0.8419368 0.620 0.093
## LY96 0.777 0.7847263 0.554 0.7847263 0.620 0.098
## MEF2C 0.777 0.7833225 0.554 0.7833225 0.595 0.042
## CKLF 0.777 0.6347967 0.554 0.6347967 0.810 0.339
## ARPC2 0.777 0.4577631 0.554 0.4577631 1.000 0.933
## PDXK 0.776 0.7867254 0.552 0.7867254 0.633 0.124
## ARRB2 0.776 0.7505321 0.552 0.7505321 0.772 0.486
## GAS7 0.774 0.8653228 0.548 0.8653228 0.557 0.011
## SAT2 0.774 0.6326195 0.548 0.6326195 0.734 0.304
## PRKCD 0.772 0.8274019 0.544 0.8274019 0.570 0.044
## GAPT 0.772 0.7548597 0.544 0.7548597 0.582 0.038
## MGST1 0.771 0.8133578 0.542 0.8133578 0.544 0.004
## CCR1 0.771 0.7679868 0.542 0.7679868 0.544 0.002
## LRRK2 0.771 0.7530935 0.542 0.7530935 0.544 0.004
## FAM120A 0.771 0.6945076 0.542 0.6945076 0.734 0.297
## PCBP1 0.771 0.6197922 0.542 0.6197922 0.911 0.765
## POU2F2 0.770 1.0349373 0.540 1.0349373 0.722 0.381
## LILRA2 0.770 0.7584850 0.540 0.7584850 0.544 0.007
## ATP6V0E1 0.770 0.5759334 0.540 0.5759334 0.949 0.818
## EHBP1L1 0.769 0.7067055 0.538 0.7067055 0.671 0.188
## TET2 0.769 0.6908349 0.538 0.6908349 0.620 0.102
## MOB1A 0.769 0.6429782 0.538 0.6429782 0.848 0.455
## MYO1G 0.769 0.6283204 0.538 0.6283204 0.785 0.355
## PFDN5 0.769 0.3803102 0.538 0.3803102 0.987 1.000
## PLXNB2 0.768 0.7879703 0.536 0.7879703 0.544 0.009
## TLR2 0.768 0.7508137 0.536 0.7508137 0.544 0.011
## METTL9 0.768 0.7464306 0.536 0.7464306 0.772 0.450
## ATP6V1F 0.767 0.6568249 0.534 0.6568249 0.810 0.514
## CKAP4 0.766 0.8066871 0.532 0.8066871 0.557 0.033
## ATP6AP2 0.766 0.5953598 0.532 0.5953598 0.810 0.550
## LRP1 0.765 0.7995635 0.530 0.7995635 0.532 0.004
## TLR4 0.765 0.7928868 0.530 0.7928868 0.532 0.002
## ZNF106 0.765 0.7514088 0.530 0.7514088 0.684 0.226
## TCIRG1 0.764 0.6770610 0.528 0.6770610 0.696 0.228
## NOP10 0.763 0.6190670 0.526 0.6190670 0.848 0.581
## CMTM6 0.762 0.6612892 0.524 0.6612892 0.734 0.328
## PSMB3 0.762 0.6541827 0.524 0.6541827 0.873 0.601
## QKI 0.762 0.6376358 0.524 0.6376358 0.709 0.297
## ACAP2 0.762 0.5952671 0.524 0.5952671 0.810 0.439
## IFITM3 0.761 1.3122258 0.522 1.3122258 0.557 0.058
## KIAA0930 0.761 0.7486497 0.522 0.7486497 0.570 0.071
## RNPEP 0.761 0.6927422 0.522 0.6927422 0.608 0.120
## ZFAND5 0.761 0.6644220 0.522 0.6644220 0.861 0.581
## CD44 0.761 0.6056592 0.522 0.6056592 0.962 0.831
## ATP2B1-AS1 0.760 0.8098820 0.520 0.8098820 0.734 0.324
## DAPP1 0.760 0.7409330 0.520 0.7409330 0.646 0.166
## ENTPD1 0.760 0.7235886 0.520 0.7235886 0.532 0.013
## PIK3AP1 0.759 0.7142957 0.518 0.7142957 0.532 0.013
## ITGAM 0.758 0.7680342 0.516 0.7680342 0.544 0.031
## NFAM1 0.758 0.6593997 0.516 0.6593997 0.519 0.002
## ATG3 0.758 0.6556141 0.516 0.6556141 0.722 0.346
## CANX 0.758 0.6461732 0.516 0.6461732 0.797 0.419
## SQSTM1 0.757 0.7102789 0.514 0.7102789 0.823 0.565
## BST2 0.756 0.6967745 0.512 0.6967745 0.772 0.466
## RAB5IF 0.756 0.6291582 0.512 0.6291582 0.747 0.375
## CHMP2A 0.756 0.5910141 0.512 0.5910141 0.772 0.424
## EMP3 0.756 0.5519653 0.512 0.5519653 1.000 0.887
## NOTCH2 0.755 0.7134540 0.510 0.7134540 0.557 0.064
## UBE2D1 0.755 0.6568634 0.510 0.6568634 0.608 0.142
## LAMP2 0.755 0.6486161 0.510 0.6486161 0.620 0.166
## SERPINB6 0.754 0.6369251 0.508 0.6369251 0.595 0.095
## PGAM1 0.753 0.5837324 0.506 0.5837324 0.797 0.508
## PGLS 0.752 0.6681611 0.504 0.6681611 0.810 0.499
## IL13RA1 0.751 0.7239398 0.502 0.7239398 0.506 0.007
## FERMT3 0.751 0.6459888 0.502 0.6459888 0.772 0.424
## GRK3 0.751 0.5961442 0.502 0.5961442 0.544 0.047
## BASP1 0.750 0.7115254 0.500 0.7115254 0.519 0.022
## MBOAT7 0.750 0.5966261 0.500 0.5966261 0.570 0.086
## METTL7A 0.749 0.7076201 0.498 0.7076201 0.532 0.031
## REEP5 0.749 0.6347603 0.498 0.6347603 0.747 0.348
## RAB3D 0.749 0.6034895 0.498 0.6034895 0.506 0.009
## APOBEC3A 0.748 1.1305664 0.496 1.1305664 0.506 0.013
## GRB2 0.748 0.5661374 0.496 0.5661374 0.823 0.559
## P2RY13 0.747 0.8529136 0.494 0.8529136 0.494 0.000
## HHEX 0.747 0.7169978 0.494 0.7169978 0.519 0.027
## NCF4 0.747 0.6555776 0.494 0.6555776 0.557 0.084
## SLC43A2 0.747 0.6509078 0.494 0.6509078 0.519 0.029
## FOS 0.747 0.4674033 0.494 0.4674033 0.987 0.987
## TMEM154 0.746 0.7385764 0.492 0.7385764 0.633 0.200
## IQGAP2 0.745 0.6614902 0.490 0.6614902 0.747 0.330
## LAMTOR2 0.745 0.6183396 0.490 0.6183396 0.684 0.302
## CD4 0.744 0.7015429 0.488 0.7015429 0.734 0.390
## DPYD 0.744 0.6205107 0.488 0.6205107 0.620 0.193
## PTPN6 0.744 0.6074807 0.488 0.6074807 0.861 0.537
## PCBP2 0.744 0.4428786 0.488 0.4428786 0.987 0.905
## SHTN1 0.743 0.8213897 0.486 0.8213897 0.494 0.009
## BACH1 0.743 0.6387597 0.486 0.6387597 0.570 0.109
## PYGL 0.741 0.6919641 0.482 0.6919641 0.481 0.000
## UNC93B1 0.740 0.6875398 0.480 0.6875398 0.544 0.078
## ZNF467 0.740 0.6497795 0.480 0.6497795 0.519 0.051
## GNG5 0.740 0.5832178 0.480 0.5832178 0.823 0.614
## SERP1 0.740 0.4970199 0.480 0.4970199 0.975 0.889
## ATP6V1A 0.739 0.6717405 0.478 0.6717405 0.557 0.104
## RHOQ 0.739 0.6328474 0.478 0.6328474 0.557 0.106
## SYNGR2 0.739 0.6069225 0.478 0.6069225 0.620 0.208
## PLXNC1 0.738 0.7843946 0.476 0.7843946 0.494 0.027
## SECTM1 0.738 0.6996320 0.476 0.6996320 0.481 0.007
## MFSD1 0.738 0.6835744 0.476 0.6835744 0.544 0.098
## RBM47 0.738 0.6273323 0.476 0.6273323 0.481 0.007
## RNF149 0.738 0.5911340 0.476 0.5911340 0.658 0.268
## CLTA 0.738 0.5753039 0.476 0.5753039 0.747 0.479
## TM9SF2 0.738 0.5208821 0.476 0.5208821 0.633 0.193
## CEBPA 0.737 0.7307054 0.474 0.7307054 0.494 0.024
## TMEM205 0.737 0.6419539 0.474 0.6419539 0.582 0.137
## STAT2 0.737 0.6225537 0.474 0.6225537 0.595 0.173
## PSMA4 0.737 0.6058764 0.474 0.6058764 0.759 0.463
## ATF3 0.737 0.6030978 0.474 0.6030978 0.595 0.115
## COX5B 0.737 0.4471781 0.474 0.4471781 0.899 0.809
## UBXN11 0.736 0.6421445 0.472 0.6421445 0.557 0.120
## CXCL8 0.735 1.5167299 0.470 1.5167299 0.481 0.016
## GNS 0.735 0.7041517 0.470 0.7041517 0.519 0.069
## SMAP2 0.735 0.6270594 0.470 0.6270594 0.873 0.608
## OSCAR 0.734 0.5719328 0.468 0.5719328 0.468 0.000
## GTF2I 0.734 0.5582727 0.468 0.5582727 0.772 0.408
## CDC42EP3 0.733 0.6740858 0.466 0.6740858 0.646 0.224
## CSF1R 0.733 0.6493084 0.466 0.6493084 0.468 0.002
## ROGDI 0.733 0.5978292 0.466 0.5978292 0.519 0.062
## DYNLL1 0.732 0.4566567 0.464 0.4566567 0.937 0.769
## STAB1 0.731 0.7515977 0.462 0.7515977 0.468 0.009
## SGK1 0.730 0.6665793 0.460 0.6665793 0.671 0.293
## ARAP1 0.730 0.5603852 0.460 0.5603852 0.519 0.080
## RASSF2 0.729 0.5828247 0.458 0.5828247 0.570 0.137
## SULF2 0.728 0.7149522 0.456 0.7149522 0.532 0.089
## TMEM219 0.728 0.5431740 0.456 0.5431740 0.772 0.450
## RAB5C 0.728 0.4721102 0.456 0.4721102 0.797 0.475
## LGALS2 0.727 1.0299549 0.454 1.0299549 0.456 0.002
## CTSA 0.727 0.7127844 0.454 0.7127844 0.620 0.202
## CLEC4E 0.727 0.7120614 0.454 0.7120614 0.456 0.002
## PICALM 0.727 0.6666922 0.454 0.6666922 0.570 0.153
## RAB10 0.727 0.6652547 0.454 0.6652547 0.646 0.268
## LILRA1 0.727 0.6158105 0.454 0.6158105 0.456 0.002
## RILPL2 0.727 0.5843292 0.454 0.5843292 0.633 0.255
## HMOX1 0.726 0.6653517 0.452 0.6653517 0.456 0.004
## FLI1 0.725 0.5728892 0.450 0.5728892 0.684 0.319
## SNX2 0.725 0.4822950 0.450 0.4822950 0.696 0.319
## RETN 0.724 0.9355102 0.448 0.9355102 0.456 0.011
## TIMP1 0.724 0.5774475 0.448 0.5774475 0.747 0.397
## UBE2R2 0.724 0.5710316 0.448 0.5710316 0.772 0.452
## RGS19 0.724 0.5457816 0.448 0.5457816 0.747 0.415
## LACTB 0.723 0.6336287 0.446 0.6336287 0.532 0.124
## BLOC1S1 0.723 0.5059656 0.446 0.5059656 0.797 0.517
## RPN1 0.723 0.5041979 0.446 0.5041979 0.595 0.188
## RAB27A 0.723 0.5041229 0.446 0.5041229 0.595 0.171
## VNN2 0.722 0.7151294 0.444 0.7151294 0.506 0.089
## PSTPIP1 0.722 0.6549070 0.444 0.6549070 0.646 0.288
## EIF4EBP1 0.722 0.5652835 0.444 0.5652835 0.506 0.073
## PLIN3 0.722 0.5397667 0.444 0.5397667 0.544 0.137
## SMIM25 0.721 0.7023594 0.442 0.7023594 0.443 0.002
## TREM1 0.721 0.6556038 0.442 0.6556038 0.443 0.002
## CREG1 0.721 0.6398173 0.442 0.6398173 0.519 0.109
## LYL1 0.720 0.7745946 0.440 0.7745946 0.506 0.084
## PTPN18 0.720 0.7189327 0.440 0.7189327 0.595 0.200
## SCIMP 0.720 0.5931487 0.440 0.5931487 0.456 0.018
## CAPN2 0.720 0.5707032 0.440 0.5707032 0.722 0.390
## SLC8A1 0.720 0.5521834 0.440 0.5521834 0.443 0.002
## TFEC 0.720 0.5423021 0.440 0.5423021 0.443 0.004
## YWHAB 0.720 0.3877318 0.440 0.3877318 0.962 0.916
## CUX1 0.719 0.6003126 0.438 0.6003126 0.570 0.175
## SNX27 0.719 0.5249616 0.438 0.5249616 0.595 0.191
## COX7B 0.719 0.4759005 0.438 0.4759005 0.848 0.676
## CD1D 0.718 0.5947652 0.436 0.5947652 0.443 0.007
## TLN1 0.718 0.5670917 0.436 0.5670917 0.810 0.537
## AL034397.3 0.718 0.5670852 0.436 0.5670852 0.443 0.007
## TMEM167A 0.718 0.5518896 0.436 0.5518896 0.633 0.255
## ITGAX 0.716 0.6519887 0.432 0.6519887 0.468 0.042
## BID 0.716 0.5233074 0.432 0.5233074 0.570 0.184
## SEC11A 0.716 0.4689691 0.432 0.4689691 0.797 0.608
## RNASE2 0.715 0.7875268 0.430 0.7875268 0.430 0.000
## PLSCR1 0.715 0.6647806 0.430 0.6647806 0.494 0.084
## PADI4 0.714 0.7725530 0.428 0.7725530 0.456 0.035
## HACD4 0.714 0.5870281 0.428 0.5870281 0.570 0.188
## AGO4 0.714 0.5684699 0.428 0.5684699 0.494 0.080
## SHKBP1 0.714 0.5633436 0.428 0.5633436 0.620 0.248
## RNF181 0.714 0.5331763 0.428 0.5331763 0.658 0.308
## SPG21 0.713 0.5553075 0.426 0.5553075 0.557 0.166
## TXN 0.713 0.4928956 0.426 0.4928956 0.747 0.446
## HCLS1 0.713 0.4183776 0.426 0.4183776 0.886 0.650
## ITM2B 0.713 0.4122626 0.426 0.4122626 1.000 0.982
## SEC61B 0.713 0.4011353 0.426 0.4011353 0.848 0.643
## CHST15 0.712 0.5471026 0.424 0.5471026 0.430 0.007
## CAPZA1 0.712 0.5338316 0.424 0.5338316 0.734 0.443
## BRK1 0.712 0.4299667 0.424 0.4299667 0.848 0.667
## LILRB1 0.711 0.5636160 0.422 0.5636160 0.468 0.047
## TNFRSF1A 0.711 0.5405916 0.422 0.5405916 0.544 0.135
## WDR83OS 0.711 0.5058119 0.422 0.5058119 0.797 0.601
## ZFHX3 0.710 0.5685617 0.420 0.5685617 0.430 0.013
## TLR8 0.709 0.5661580 0.418 0.5661580 0.418 0.000
## RNF13 0.709 0.4904254 0.418 0.4904254 0.620 0.248
## CD83 0.708 0.6495871 0.416 0.6495871 0.544 0.164
## ATG16L2 0.708 0.5417223 0.416 0.5417223 0.544 0.164
## TTYH3 0.708 0.5228849 0.416 0.5228849 0.430 0.016
## WAS 0.708 0.5095375 0.416 0.5095375 0.722 0.459
## ZFP36 0.707 0.5755107 0.414 0.5755107 0.962 0.891
## CREB5 0.707 0.5639240 0.414 0.5639240 0.418 0.004
## MGAT1 0.707 0.5388263 0.414 0.5388263 0.658 0.328
## CTNNA1 0.707 0.5030026 0.414 0.5030026 0.443 0.031
## BICD2 0.707 0.4889954 0.414 0.4889954 0.532 0.133
## COX8A 0.707 0.4363907 0.414 0.4363907 0.848 0.758
## CES1 0.706 0.7396063 0.412 0.7396063 0.443 0.033
## DYNLT1 0.706 0.5901804 0.412 0.5901804 0.633 0.308
## SMCO4 0.706 0.5680468 0.412 0.5680468 0.430 0.022
## TRIOBP 0.706 0.4805687 0.412 0.4805687 0.519 0.104
## PRDX5 0.706 0.4303193 0.412 0.4303193 0.848 0.570
## MAP2K3 0.705 0.5366520 0.410 0.5366520 0.570 0.217
## TOM1 0.705 0.5249720 0.410 0.5249720 0.494 0.106
## NDUFA1 0.705 0.4600129 0.410 0.4600129 0.848 0.752
## NCKAP1L 0.704 0.6315876 0.408 0.6315876 0.633 0.326
## ADGRE5 0.704 0.5930032 0.408 0.5930032 0.671 0.384
## ADAM15 0.704 0.5638284 0.408 0.5638284 0.430 0.029
## ATP6V1E1 0.704 0.4927504 0.408 0.4927504 0.595 0.237
## STMP1 0.704 0.4555740 0.408 0.4555740 0.722 0.466
## CSTB 0.704 0.4126351 0.408 0.4126351 0.848 0.690
## ALDH1A1 0.703 0.6791054 0.406 0.6791054 0.405 0.000
## RBX1 0.703 0.6016360 0.406 0.6016360 0.747 0.550
## HEBP2 0.703 0.5466812 0.406 0.5466812 0.684 0.439
## ATOX1 0.702 0.5399967 0.404 0.5399967 0.532 0.153
## PLCB2 0.701 0.6440995 0.402 0.6440995 0.519 0.153
## BAZ2B 0.701 0.6181895 0.402 0.6181895 0.494 0.122
## NAAA 0.701 0.6007283 0.402 0.6007283 0.582 0.268
## IMPDH1 0.701 0.5423873 0.402 0.5423873 0.506 0.120
## ARRB1 0.701 0.5415776 0.402 0.5415776 0.456 0.067
## HSPA1A 0.700 0.6027037 0.400 0.6027037 0.570 0.197
## MYD88 0.700 0.5682176 0.400 0.5682176 0.506 0.120
## PAK1 0.700 0.5652329 0.400 0.5652329 0.468 0.082
## EVI5 0.700 0.5403829 0.400 0.5403829 0.405 0.004
## POLR2L 0.700 0.4263085 0.400 0.4263085 0.785 0.603
## CTBP2 0.700 0.4252702 0.400 0.4252702 0.456 0.049
## COX5A 0.700 0.3918039 0.400 0.3918039 0.810 0.572
## CARS2 0.699 0.5555962 0.398 0.5555962 0.544 0.195
## CLTC 0.699 0.5527822 0.398 0.5527822 0.506 0.142
## AGTPBP1 0.699 0.5206536 0.398 0.5206536 0.506 0.131
## MAP3K1 0.699 0.5148377 0.398 0.5148377 0.671 0.337
## TXNIP 0.699 0.3778678 0.398 0.3778678 1.000 0.996
## CDC42 0.699 0.3329624 0.398 0.3329624 0.937 0.916
## POLE4 0.698 0.5465311 0.396 0.5465311 0.620 0.304
## PTP4A2 0.698 0.4633617 0.396 0.4633617 0.886 0.816
## SMARCD3 0.697 0.5515565 0.394 0.5515565 0.418 0.029
## ATP5MF 0.697 0.4816253 0.394 0.4816253 0.823 0.676
## UQCR11 0.697 0.4122623 0.394 0.4122623 0.911 0.812
## ANPEP 0.696 0.5512817 0.392 0.5512817 0.392 0.000
## EIF4E2 0.696 0.5397471 0.392 0.5397471 0.557 0.215
## PTPN12 0.696 0.5355151 0.392 0.5355151 0.468 0.078
## MAPKAPK3 0.696 0.5307529 0.392 0.5307529 0.506 0.149
## CX3CR1 0.696 0.5249265 0.392 0.5249265 0.456 0.055
## CD163 0.696 0.5086278 0.392 0.5086278 0.392 0.000
## RTN4 0.696 0.4499831 0.392 0.4499831 0.797 0.667
## SIRPA 0.695 0.5785431 0.390 0.5785431 0.392 0.002
## ALDH3B1 0.695 0.5322126 0.390 0.5322126 0.392 0.002
## HEXB 0.695 0.5132495 0.390 0.5132495 0.544 0.204
## HRH2 0.695 0.4971540 0.390 0.4971540 0.494 0.113
## GNAQ 0.694 0.5240197 0.388 0.5240197 0.544 0.186
## PRCP 0.694 0.5155516 0.388 0.5155516 0.468 0.095
## HOOK3 0.694 0.5113324 0.388 0.5113324 0.595 0.239
## ADAP2 0.694 0.5099079 0.388 0.5099079 0.392 0.004
## DOCK2 0.694 0.4647584 0.388 0.4647584 0.595 0.299
## ATP5MD 0.694 0.3916346 0.388 0.3916346 0.861 0.683
## METRNL 0.693 0.5668605 0.386 0.5668605 0.430 0.044
## BNIP3L 0.693 0.5654846 0.386 0.5654846 0.658 0.401
## NACC2 0.693 0.5269051 0.386 0.5269051 0.405 0.027
## NINJ1 0.692 0.5123877 0.384 0.5123877 0.532 0.208
## HSP90B1 0.692 0.4918591 0.384 0.4918591 0.772 0.610
## ATP5ME 0.692 0.4353742 0.384 0.4353742 0.823 0.634
## MTRNR2L8 0.691 0.4885463 0.382 0.4885463 0.494 0.122
## PRKACA 0.691 0.4861670 0.382 0.4861670 0.494 0.126
## TMED5 0.691 0.4491993 0.382 0.4491993 0.544 0.171
## XRN2 0.691 0.4349917 0.382 0.4349917 0.759 0.463
## HCST 0.691 0.3429861 0.382 0.3429861 0.949 0.834
## SQOR 0.690 0.5768308 0.380 0.5768308 0.544 0.242
## QPCT 0.690 0.5363738 0.380 0.5363738 0.380 0.000
## LIPA 0.690 0.5141134 0.380 0.5141134 0.557 0.226
## AC096667.1 0.690 0.4627501 0.380 0.4627501 0.380 0.000
## KLF6 0.690 0.4337706 0.380 0.4337706 0.962 0.851
## LRCH4 0.688 0.4131486 0.376 0.4131486 0.570 0.226
## BTK 0.687 0.5236190 0.374 0.5236190 0.405 0.031
## TBL1X 0.687 0.5095727 0.374 0.5095727 0.519 0.180
## GPX4 0.687 0.4995091 0.374 0.4995091 0.861 0.767
## NUMB 0.687 0.4982918 0.374 0.4982918 0.494 0.149
## SEMA4A 0.687 0.4972815 0.374 0.4972815 0.380 0.007
## HSD17B11 0.687 0.4422162 0.374 0.4422162 0.696 0.459
## MFSD14B 0.686 0.4969443 0.372 0.4969443 0.443 0.084
## OS9 0.686 0.4568848 0.372 0.4568848 0.646 0.373
## COPS9 0.686 0.4045160 0.372 0.4045160 0.772 0.592
## PSMA7 0.686 0.3846401 0.372 0.3846401 0.911 0.820
## TMBIM6 0.686 0.3535032 0.372 0.3535032 0.937 0.909
## ODF3B 0.685 0.5813076 0.370 0.5813076 0.380 0.011
## CARD19 0.685 0.5121758 0.370 0.5121758 0.456 0.089
## IFI16 0.685 0.5045211 0.370 0.5045211 0.734 0.457
## FAM49A 0.685 0.4974645 0.370 0.4974645 0.392 0.022
## CAPZA2 0.685 0.4917160 0.370 0.4917160 0.658 0.388
## UBR4 0.685 0.4811088 0.370 0.4811088 0.532 0.184
## PRKCB 0.685 0.4781594 0.370 0.4781594 0.722 0.466
## NDUFB7 0.685 0.4323108 0.370 0.4323108 0.734 0.517
## CCL3 0.684 1.2082177 0.368 1.2082177 0.418 0.060
## F13A1 0.684 0.5866865 0.368 0.5866865 0.367 0.000
## IL1RN 0.684 0.5352794 0.368 0.5352794 0.367 0.000
## C9orf72 0.684 0.5272801 0.368 0.5272801 0.456 0.098
## ASGR2 0.684 0.4813587 0.368 0.4813587 0.367 0.000
## ADAM10 0.684 0.4440664 0.368 0.4440664 0.671 0.386
## MEFV 0.683 0.5339617 0.366 0.5339617 0.367 0.002
## UQCRQ 0.683 0.4112289 0.366 0.4112289 0.759 0.596
## TESC 0.682 0.5161243 0.364 0.5161243 0.380 0.018
## SPTSSA 0.682 0.4853536 0.364 0.4853536 0.418 0.067
## KDELR1 0.682 0.4517128 0.364 0.4517128 0.620 0.310
## BSG 0.682 0.4510342 0.364 0.4510342 0.696 0.432
## RELT 0.682 0.4371433 0.364 0.4371433 0.430 0.075
## LMO4 0.681 0.5220911 0.362 0.5220911 0.506 0.164
## CAT 0.681 0.4977673 0.362 0.4977673 0.570 0.282
## MIDN 0.681 0.4600194 0.362 0.4600194 0.772 0.608
## CD300A 0.681 0.4259806 0.362 0.4259806 0.456 0.095
## CSK 0.681 0.4041773 0.362 0.4041773 0.759 0.530
## GLTP 0.681 0.4034505 0.362 0.4034505 0.620 0.306
## MTDH 0.681 0.3957805 0.362 0.3957805 0.873 0.718
## ADAP1 0.680 0.4884253 0.360 0.4884253 0.392 0.038
## GLB1 0.680 0.4386273 0.360 0.4386273 0.418 0.062
## DICER1 0.680 0.4248866 0.360 0.4248866 0.557 0.222
## MYO9B 0.680 0.4203069 0.360 0.4203069 0.570 0.253
## MPP1 0.679 0.6764714 0.358 0.6764714 0.418 0.071
## PPIF 0.679 0.5772293 0.358 0.5772293 0.418 0.073
## RASGRP4 0.679 0.4868645 0.358 0.4868645 0.367 0.009
## PCMT1 0.679 0.4503875 0.358 0.4503875 0.646 0.370
## CTSC 0.678 0.3809981 0.356 0.3809981 0.671 0.390
## OAS1 0.677 0.6130938 0.354 0.6130938 0.418 0.080
## NHSL2 0.677 0.5262122 0.354 0.5262122 0.380 0.031
## PTBP3 0.677 0.4670051 0.354 0.4670051 0.671 0.392
## SH2B3 0.677 0.4421206 0.354 0.4421206 0.405 0.058
## GRK2 0.677 0.4106795 0.354 0.4106795 0.734 0.568
## RAB7A 0.677 0.4022168 0.354 0.4022168 0.722 0.528
## EIF6 0.677 0.4019806 0.354 0.4019806 0.595 0.306
## CMIP 0.676 0.5999430 0.352 0.5999430 0.481 0.177
## VCL 0.676 0.4770671 0.352 0.4770671 0.468 0.129
## PREX1 0.675 0.4201371 0.350 0.4201371 0.506 0.164
## SLC15A3 0.674 0.5173930 0.348 0.5173930 0.354 0.009
## CCNY 0.674 0.4228442 0.348 0.4228442 0.633 0.353
## COX6B1 0.674 0.3098731 0.348 0.3098731 0.949 0.900
## HM13 0.673 0.4630091 0.346 0.4630091 0.582 0.326
## PTTG1IP 0.673 0.4367903 0.346 0.4367903 0.494 0.177
## ZNHIT1 0.673 0.4331786 0.346 0.4331786 0.696 0.448
## PPP4C 0.673 0.4007634 0.346 0.4007634 0.709 0.455
## FAM200B 0.672 0.4832439 0.344 0.4832439 0.608 0.326
## TGOLN2 0.672 0.4813485 0.344 0.4813485 0.747 0.568
## MPST 0.672 0.4680824 0.344 0.4680824 0.392 0.051
## ETV6 0.672 0.4655293 0.344 0.4655293 0.456 0.133
## RIN3 0.672 0.4556929 0.344 0.4556929 0.506 0.197
## TAX1BP1 0.672 0.4328994 0.344 0.4328994 0.747 0.581
## C20orf27 0.672 0.4251028 0.344 0.4251028 0.468 0.151
## SSR1 0.672 0.4233180 0.344 0.4233180 0.646 0.375
## SF3B5 0.672 0.3729372 0.344 0.3729372 0.835 0.718
## DBI 0.672 0.3724446 0.344 0.3724446 0.785 0.603
## CYP27A1 0.671 0.5235807 0.342 0.5235807 0.342 0.000
## RNF135 0.671 0.5230824 0.342 0.5230824 0.367 0.033
## PARVG 0.671 0.4432420 0.342 0.4432420 0.544 0.244
## HK2 0.671 0.4418698 0.342 0.4418698 0.354 0.013
## IRF5 0.671 0.4052837 0.342 0.4052837 0.354 0.016
## NDUFS6 0.671 0.3899131 0.342 0.3899131 0.709 0.510
## DOCK8 0.670 0.3653874 0.340 0.3653874 0.747 0.490
## ENY2 0.670 0.3343436 0.340 0.3343436 0.772 0.554
## PPM1F 0.669 0.4833322 0.338 0.4833322 0.380 0.051
## GABARAP 0.669 0.4675378 0.338 0.4675378 0.430 0.095
## PTK2B 0.669 0.4561250 0.338 0.4561250 0.519 0.211
## CCR2 0.669 0.4257547 0.338 0.4257547 0.354 0.016
## P4HB 0.669 0.4141283 0.338 0.4141283 0.734 0.550
## CTDNEP1 0.669 0.4029356 0.338 0.4029356 0.696 0.494
## ATP5F1C 0.669 0.3681563 0.338 0.3681563 0.759 0.603
## ATP5F1B 0.668 0.3930959 0.336 0.3930959 0.772 0.690
## LIMS1 0.667 0.6506658 0.334 0.6506658 0.696 0.375
## ITPRIPL2 0.667 0.4420291 0.334 0.4420291 0.342 0.007
## WASHC4 0.667 0.4348897 0.334 0.4348897 0.544 0.246
## CSNK2B 0.667 0.4114582 0.334 0.4114582 0.759 0.599
## EIF4G1 0.667 0.3950377 0.334 0.3950377 0.468 0.149
## VMA21 0.667 0.3810499 0.334 0.3810499 0.544 0.257
## CDKN1A 0.666 0.5469515 0.332 0.5469515 0.392 0.067
## BLVRA 0.666 0.4549072 0.332 0.4549072 0.430 0.120
## P2RX7 0.666 0.4435596 0.332 0.4435596 0.367 0.038
## SLCO3A1 0.666 0.4221784 0.332 0.4221784 0.506 0.197
## FKBP15 0.666 0.3959566 0.332 0.3959566 0.418 0.095
## CSF2RA 0.666 0.3943237 0.332 0.3943237 0.342 0.009
## ADM 0.665 0.7298865 0.330 0.7298865 0.342 0.016
## RCBTB2 0.665 0.4849130 0.330 0.4849130 0.443 0.133
## TSPAN4 0.665 0.4399808 0.330 0.4399808 0.342 0.011
## ANAPC11 0.665 0.4183717 0.330 0.4183717 0.684 0.450
## HK3 0.665 0.3979471 0.330 0.3979471 0.329 0.000
## PGK1 0.665 0.3879575 0.330 0.3879575 0.873 0.774
## NDUFC2 0.665 0.3694637 0.330 0.3694637 0.696 0.512
## CALHM6 0.664 0.5137920 0.328 0.5137920 0.367 0.044
## FNDC3B 0.664 0.4170762 0.328 0.4170762 0.405 0.086
## MRPL33 0.664 0.3534442 0.328 0.3534442 0.633 0.428
## ARHGEF2 0.664 0.3475702 0.328 0.3475702 0.544 0.235
## CYTH4 0.663 0.4762667 0.326 0.4762667 0.570 0.353
## COLGALT1 0.663 0.4452119 0.326 0.4452119 0.418 0.102
## MTMR11 0.663 0.4203274 0.326 0.4203274 0.329 0.004
## ZNF516 0.663 0.3922776 0.326 0.3922776 0.354 0.031
## OAZ2 0.662 0.4994315 0.324 0.4994315 0.456 0.164
## FAR1 0.662 0.4843964 0.324 0.4843964 0.430 0.124
## SLC31A2 0.662 0.4732692 0.324 0.4732692 0.380 0.069
## GNB1 0.662 0.4633781 0.324 0.4633781 0.722 0.497
## NLRP3 0.662 0.4333793 0.324 0.4333793 0.329 0.007
## LINC00877 0.662 0.4304167 0.324 0.4304167 0.329 0.004
## BMP2K 0.662 0.4234667 0.324 0.4234667 0.380 0.058
## STAT6 0.662 0.3942678 0.324 0.3942678 0.532 0.237
## NBPF14 0.661 0.4672853 0.322 0.4672853 0.367 0.051
## TACC1 0.661 0.4130737 0.322 0.4130737 0.557 0.275
## PLEKHO2 0.661 0.4071914 0.322 0.4071914 0.367 0.051
## CAMK1 0.661 0.4046185 0.322 0.4046185 0.329 0.007
## EIF4EBP2 0.660 0.5148353 0.320 0.5148353 0.494 0.208
## ATP11A 0.660 0.4829518 0.320 0.4829518 0.392 0.086
## CAMKK2 0.660 0.4565757 0.320 0.4565757 0.392 0.091
## DIAPH2 0.660 0.4434064 0.320 0.4434064 0.367 0.058
## GSN 0.660 0.4063543 0.320 0.4063543 0.329 0.009
## FAM50A 0.660 0.3822130 0.320 0.3822130 0.544 0.266
## EGR1 0.659 0.6133614 0.318 0.6133614 0.823 0.663
## TRMT1 0.659 0.4502445 0.318 0.4502445 0.430 0.137
## VAMP3 0.659 0.4168958 0.318 0.4168958 0.430 0.124
## DEK 0.659 0.3839239 0.318 0.3839239 0.747 0.576
## CYFIP1 0.659 0.3671291 0.318 0.3671291 0.329 0.013
## TXNDC17 0.659 0.3255762 0.318 0.3255762 0.595 0.308
## ACTN4 0.659 0.3149242 0.318 0.3149242 0.544 0.233
## FHL3 0.658 0.5010111 0.316 0.5010111 0.367 0.062
## PDLIM7 0.658 0.4682220 0.316 0.4682220 0.329 0.016
## TLR5 0.658 0.4217521 0.316 0.4217521 0.342 0.027
## TYK2 0.658 0.3969162 0.316 0.3969162 0.405 0.109
## PRDX6 0.658 0.3865395 0.316 0.3865395 0.684 0.494
## ATP6AP1 0.658 0.3728757 0.316 0.3728757 0.532 0.271
## ST3GAL6 0.657 0.4282979 0.314 0.4282979 0.316 0.002
## PTEN 0.657 0.4277500 0.314 0.4277500 0.646 0.419
## SLC2A6 0.657 0.4237007 0.314 0.4237007 0.354 0.042
## TMEM258 0.657 0.3773270 0.314 0.3773270 0.810 0.721
## NDUFA2 0.657 0.3099543 0.314 0.3099543 0.797 0.561
## NEDD8 0.657 0.3077398 0.314 0.3077398 0.861 0.763
## SPECC1 0.656 0.4325176 0.312 0.4325176 0.354 0.047
## IMPA2 0.656 0.4198742 0.312 0.4198742 0.342 0.033
## NAGA 0.656 0.4130692 0.312 0.4130692 0.342 0.033
## PAK2 0.656 0.4062488 0.312 0.4062488 0.696 0.523
## POMP 0.656 0.3883789 0.312 0.3883789 0.658 0.488
## TMEM131 0.656 0.3552434 0.312 0.3552434 0.418 0.115
## CASP4 0.656 0.3467891 0.312 0.3467891 0.696 0.477
## BCKDK 0.655 0.4884999 0.310 0.4884999 0.380 0.082
## TRPS1 0.655 0.4766892 0.310 0.4766892 0.430 0.142
## CORO1C 0.655 0.4562347 0.310 0.4562347 0.329 0.022
## TENT5A 0.655 0.4440207 0.310 0.4440207 0.544 0.262
## ZDHHC7 0.655 0.3798281 0.310 0.3798281 0.430 0.137
## ANP32A 0.655 0.3753490 0.310 0.3753490 0.734 0.543
## IFI27L2 0.655 0.3384488 0.310 0.3384488 0.532 0.237
## TMBIM4 0.655 0.3367409 0.310 0.3367409 0.747 0.645
## E2F3 0.654 0.4358972 0.308 0.4358972 0.367 0.067
## MANBA 0.654 0.4006449 0.308 0.4006449 0.405 0.109
## SMIM14 0.654 0.3946958 0.308 0.3946958 0.456 0.155
## SETX 0.654 0.3827865 0.308 0.3827865 0.620 0.368
## ABHD2 0.654 0.3659379 0.308 0.3659379 0.380 0.071
## RIT1 0.654 0.3641849 0.308 0.3641849 0.430 0.126
## PET100 0.654 0.3562216 0.308 0.3562216 0.620 0.379
## IQSEC1 0.653 0.4521656 0.306 0.4521656 0.443 0.155
## CCPG1 0.653 0.4410269 0.306 0.4410269 0.418 0.142
## MAP3K5 0.653 0.3987967 0.306 0.3987967 0.380 0.080
## TMEM127 0.653 0.3865959 0.306 0.3865959 0.367 0.071
## MAPK14 0.653 0.3768743 0.306 0.3768743 0.494 0.208
## ASRGL1 0.653 0.3725871 0.306 0.3725871 0.316 0.011
## MAP1LC3B 0.653 0.3634673 0.306 0.3634673 0.785 0.687
## SERPINB8 0.653 0.3519488 0.306 0.3519488 0.342 0.035
## CFLAR 0.653 0.3026208 0.306 0.3026208 0.747 0.599
## SPTLC2 0.652 0.4276610 0.304 0.4276610 0.418 0.131
## WIPF1 0.652 0.4168282 0.304 0.4168282 0.734 0.486
## HPS1 0.652 0.4047218 0.304 0.4047218 0.456 0.180
## TGFB1 0.652 0.4028216 0.304 0.4028216 0.861 0.681
## INPPL1 0.652 0.3646376 0.304 0.3646376 0.354 0.053
## STEAP4 0.651 0.4826335 0.302 0.4826335 0.304 0.002
## STX11 0.651 0.4821985 0.302 0.4821985 0.329 0.027
## AC020656.1 0.651 0.4710529 0.302 0.4710529 0.329 0.033
## ACSL1 0.651 0.4570666 0.302 0.4570666 0.329 0.027
## C15orf39 0.651 0.3685459 0.302 0.3685459 0.342 0.040
## INPP5D 0.651 0.3623083 0.302 0.3623083 0.532 0.255
## HDLBP 0.651 0.3472800 0.302 0.3472800 0.468 0.184
## RPS6KA1 0.651 0.3468329 0.302 0.3468329 0.532 0.279
## EIF3A 0.651 0.3458845 0.302 0.3458845 0.772 0.594
## RNH1 0.651 0.3373618 0.302 0.3373618 0.709 0.537
## FAM45A 0.650 0.4731380 0.300 0.4731380 0.443 0.177
## NBPF19 0.650 0.4668152 0.300 0.4668152 0.481 0.235
## ZSWIM6 0.650 0.4378306 0.300 0.4378306 0.354 0.064
## MID1IP1 0.650 0.4234030 0.300 0.4234030 0.494 0.251
## CCDC88B 0.650 0.3923500 0.300 0.3923500 0.468 0.211
## CSF2RB 0.650 0.3832826 0.300 0.3832826 0.304 0.004
## DOCK5 0.650 0.3740280 0.300 0.3740280 0.304 0.004
## SEC61G 0.650 0.3675030 0.300 0.3675030 0.747 0.650
## MED13L 0.650 0.3479741 0.300 0.3479741 0.532 0.237
## RARA 0.649 0.4494785 0.298 0.4494785 0.380 0.098
## LFNG 0.649 0.4388438 0.298 0.4388438 0.519 0.262
## GAA 0.649 0.4155618 0.298 0.4155618 0.354 0.058
## MAPK1 0.649 0.4028376 0.298 0.4028376 0.519 0.259
## EMB 0.649 0.4022647 0.298 0.4022647 0.620 0.426
## EP300 0.649 0.3995315 0.298 0.3995315 0.557 0.306
## IRF2BP2 0.649 0.3951150 0.298 0.3951150 0.646 0.466
## ITPK1 0.649 0.3848036 0.298 0.3848036 0.354 0.064
## KIAA2013 0.649 0.3704663 0.298 0.3704663 0.418 0.131
## PRKAR1A 0.649 0.3650140 0.298 0.3650140 0.595 0.337
## RALB 0.648 0.4629587 0.296 0.4629587 0.392 0.111
## ARF1 0.648 0.4010097 0.296 0.4010097 0.785 0.687
## TNFAIP8L2 0.648 0.3742230 0.296 0.3742230 0.443 0.173
## PHF20L1 0.648 0.3679160 0.296 0.3679160 0.595 0.346
## TWF2 0.648 0.3068910 0.296 0.3068910 0.671 0.472
## QSOX1 0.647 0.3829962 0.294 0.3829962 0.367 0.082
## PISD 0.647 0.3793462 0.294 0.3793462 0.354 0.064
## KIAA0513 0.647 0.3734307 0.294 0.3734307 0.329 0.035
## MOB3A 0.647 0.3599164 0.294 0.3599164 0.468 0.202
## CYB5R4 0.647 0.3302286 0.294 0.3302286 0.418 0.146
## CHCHD2 0.647 0.2852429 0.294 0.2852429 0.924 0.927
## AGFG1 0.646 0.4134918 0.292 0.4134918 0.430 0.175
## MRPL28 0.646 0.3680035 0.292 0.3680035 0.456 0.180
## MAP3K11 0.646 0.3089854 0.292 0.3089854 0.494 0.215
## TRIB1 0.645 0.5143845 0.290 0.5143845 0.304 0.016
## UBE2J1 0.645 0.4320255 0.290 0.4320255 0.443 0.180
## LILRA6 0.645 0.4179373 0.290 0.4179373 0.291 0.002
## GM2A 0.645 0.3780338 0.290 0.3780338 0.304 0.016
## ATP5PB 0.645 0.2774478 0.290 0.2774478 0.785 0.678
## GMFG 0.645 0.2713031 0.290 0.2713031 0.962 0.951
## PRNP 0.644 0.4617593 0.288 0.4617593 0.494 0.257
## FAM214B 0.644 0.4245920 0.288 0.4245920 0.329 0.049
## FEZ2 0.644 0.4064637 0.288 0.4064637 0.380 0.102
## NBEAL2 0.644 0.4013953 0.288 0.4013953 0.405 0.137
## ORAI3 0.644 0.3826034 0.288 0.3826034 0.354 0.073
## RPN2 0.644 0.3776244 0.288 0.3776244 0.696 0.528
## P2RX1 0.644 0.3750373 0.288 0.3750373 0.304 0.016
## SLA 0.644 0.3416613 0.288 0.3416613 0.620 0.406
## HVCN1 0.644 0.3107317 0.288 0.3107317 0.367 0.080
## AGPAT2 0.643 0.4351315 0.286 0.4351315 0.354 0.080
## GLT1D1 0.643 0.4185072 0.286 0.4185072 0.291 0.007
## GPBAR1 0.643 0.4171166 0.286 0.4171166 0.291 0.004
## AZI2 0.643 0.3817154 0.286 0.3817154 0.430 0.177
## FOSB 0.643 0.3564736 0.286 0.3564736 0.975 0.971
## ATP6V0A1 0.643 0.3425654 0.286 0.3425654 0.316 0.031
## ABTB1 0.643 0.3374249 0.286 0.3374249 0.557 0.308
## LEPROT 0.642 0.3729179 0.284 0.3729179 0.430 0.164
## CXCL16 0.642 0.3702841 0.284 0.3702841 0.291 0.009
## TBC1D9 0.642 0.3641369 0.284 0.3641369 0.291 0.007
## IL6R 0.642 0.3590648 0.284 0.3590648 0.582 0.348
## SIGLEC7 0.642 0.3556450 0.284 0.3556450 0.291 0.007
## PLD3 0.642 0.3374569 0.284 0.3374569 0.456 0.208
## NXF1 0.642 0.3339568 0.284 0.3339568 0.557 0.315
## NPTN 0.642 0.3287654 0.284 0.3287654 0.405 0.133
## STAC3 0.642 0.3250037 0.284 0.3250037 0.291 0.007
## GNB4 0.641 0.4329111 0.282 0.4329111 0.291 0.011
## RAB1A 0.641 0.4043443 0.282 0.4043443 0.506 0.273
## C3AR1 0.641 0.3883703 0.282 0.3883703 0.291 0.011
## DHRS4L2 0.641 0.3662333 0.282 0.3662333 0.430 0.166
## MAN1A2 0.641 0.3513401 0.282 0.3513401 0.481 0.233
## SOAT1 0.641 0.3330156 0.282 0.3330156 0.380 0.104
## WDR26 0.641 0.3183094 0.282 0.3183094 0.468 0.188
## ZMAT2 0.641 0.2769404 0.282 0.2769404 0.557 0.324
## XAF1 0.640 0.4472040 0.280 0.4472040 0.557 0.350
## JAK2 0.640 0.4032004 0.280 0.4032004 0.316 0.040
## INSR 0.640 0.3962699 0.280 0.3962699 0.291 0.011
## HLA-DQB1 0.640 0.3902634 0.280 0.3902634 0.354 0.071
## FBP1 0.640 0.3651820 0.280 0.3651820 0.304 0.027
## CNIH4 0.640 0.3538384 0.280 0.3538384 0.481 0.224
## TMEM14C 0.640 0.3405347 0.280 0.3405347 0.506 0.273
## ARF3 0.640 0.3352646 0.280 0.3352646 0.405 0.131
## COMMD9 0.640 0.3138601 0.280 0.3138601 0.456 0.186
## STAG2 0.640 0.3124321 0.280 0.3124321 0.633 0.388
## PRR13 0.640 0.2970840 0.280 0.2970840 0.835 0.721
## MCEMP1 0.639 0.4711952 0.278 0.4711952 0.278 0.000
## HOTAIRM1 0.639 0.4214533 0.278 0.4214533 0.329 0.060
## OLIG1 0.639 0.3792839 0.278 0.3792839 0.278 0.000
## COL4A3BP 0.639 0.3664596 0.278 0.3664596 0.468 0.204
## ANO6 0.639 0.3576762 0.278 0.3576762 0.329 0.055
## GSAP 0.639 0.3360593 0.278 0.3360593 0.354 0.075
## CSGALNACT2 0.639 0.3272488 0.278 0.3272488 0.481 0.233
## PPP1R18 0.639 0.3229645 0.278 0.3229645 0.709 0.501
## EFTUD2 0.639 0.3188161 0.278 0.3188161 0.392 0.124
## RP2 0.639 0.3117103 0.278 0.3117103 0.316 0.040
## PHLDA2 0.638 0.5037224 0.276 0.5037224 0.291 0.016
## CTDSPL 0.638 0.4303285 0.276 0.4303285 0.278 0.004
## ATP2B1 0.638 0.4251982 0.276 0.4251982 0.506 0.288
## DUSP3 0.638 0.4095071 0.276 0.4095071 0.291 0.016
## PARP14 0.638 0.3978486 0.276 0.3978486 0.494 0.262
## CIITA 0.638 0.3471454 0.276 0.3471454 0.329 0.053
## BNIP2 0.638 0.3356981 0.276 0.3356981 0.532 0.273
## FOXO3 0.638 0.3245594 0.276 0.3245594 0.392 0.124
## PSMC1 0.638 0.2925505 0.276 0.2925505 0.544 0.313
## SNX3 0.638 0.2653414 0.276 0.2653414 0.772 0.621
## SEC14L1 0.637 0.4223152 0.274 0.4223152 0.392 0.142
## OSBPL11 0.637 0.3846230 0.274 0.3846230 0.392 0.135
## CCDC69 0.637 0.3417215 0.274 0.3417215 0.570 0.333
## ARHGDIA 0.637 0.3399436 0.274 0.3399436 0.722 0.603
## COPE 0.637 0.2990147 0.274 0.2990147 0.772 0.665
## WNK1 0.637 0.2883612 0.274 0.2883612 0.671 0.439
## ADGRE2 0.636 0.4034153 0.272 0.4034153 0.278 0.009
## CCDC159 0.636 0.3769168 0.272 0.3769168 0.367 0.104
## MYCL 0.636 0.3623693 0.272 0.3623693 0.278 0.007
## LPGAT1 0.636 0.3438071 0.272 0.3438071 0.392 0.129
## REL 0.636 0.3421617 0.272 0.3421617 0.608 0.390
## MCTP1 0.636 0.3294570 0.272 0.3294570 0.278 0.007
## QARS 0.636 0.3271409 0.272 0.3271409 0.443 0.188
## HADHB 0.636 0.3090452 0.272 0.3090452 0.532 0.293
## GDE1 0.635 0.4178688 0.270 0.4178688 0.380 0.126
## MEF2A 0.635 0.3851194 0.270 0.3851194 0.443 0.211
## RBM5 0.635 0.3569805 0.270 0.3569805 0.570 0.364
## UBXN2B 0.635 0.3405907 0.270 0.3405907 0.316 0.049
## JMJD1C 0.635 0.3387370 0.270 0.3387370 0.658 0.503
## PEA15 0.634 0.4064591 0.268 0.4064591 0.329 0.067
## EMC3 0.634 0.3622129 0.268 0.3622129 0.494 0.244
## ADCY7 0.634 0.3484905 0.268 0.3484905 0.418 0.173
## ARID3A 0.634 0.3460072 0.268 0.3460072 0.329 0.064
## LRPAP1 0.634 0.3044401 0.268 0.3044401 0.582 0.381
## SEC61A1 0.634 0.3037177 0.268 0.3037177 0.392 0.135
## CEP170 0.634 0.2920163 0.268 0.2920163 0.380 0.113
## TMEM91 0.633 0.4911819 0.266 0.4911819 0.316 0.058
## FCGR1A 0.633 0.4140591 0.266 0.4140591 0.266 0.000
## USP3 0.633 0.3976880 0.266 0.3976880 0.582 0.412
## TNRC18 0.633 0.3638672 0.266 0.3638672 0.342 0.082
## TRIP12 0.633 0.3372015 0.266 0.3372015 0.468 0.224
## CELF1 0.633 0.3328900 0.266 0.3328900 0.608 0.401
## CHMP5 0.633 0.3252494 0.266 0.3252494 0.519 0.304
## HEBP1 0.633 0.3132572 0.266 0.3132572 0.354 0.100
## NDUFA11 0.633 0.2738322 0.266 0.2738322 0.797 0.703
## YWHAH 0.632 0.5010266 0.264 0.5010266 0.443 0.217
## LINC02432 0.632 0.4239831 0.264 0.4239831 0.266 0.002
## AHR 0.632 0.3826179 0.264 0.3826179 0.380 0.124
## CBFA2T3 0.632 0.3820925 0.264 0.3820925 0.291 0.024
## ASAP1 0.632 0.3699315 0.264 0.3699315 0.418 0.173
## ETS2 0.632 0.3675437 0.264 0.3675437 0.329 0.078
## WDFY3 0.632 0.3648399 0.264 0.3648399 0.266 0.002
## NLRP12 0.632 0.3444262 0.264 0.3444262 0.266 0.002
## EXOC3 0.632 0.3305972 0.264 0.3305972 0.392 0.140
## JPT1 0.632 0.3165268 0.264 0.3165268 0.608 0.401
## SMARCD2 0.632 0.2777366 0.264 0.2777366 0.456 0.200
## PPP1CA 0.632 0.2535203 0.264 0.2535203 0.823 0.725
## DUSP22 0.631 0.4328977 0.262 0.4328977 0.392 0.162
## PRDX3 0.631 0.3769107 0.262 0.3769107 0.468 0.242
## PTPRJ 0.631 0.3705914 0.262 0.3705914 0.342 0.086
## TNS3 0.631 0.3480331 0.262 0.3480331 0.266 0.004
## NIPBL 0.631 0.3458857 0.262 0.3458857 0.646 0.461
## GIMAP8 0.631 0.3442073 0.262 0.3442073 0.418 0.164
## PANK2 0.631 0.3275450 0.262 0.3275450 0.418 0.173
## TK2 0.631 0.3227561 0.262 0.3227561 0.291 0.031
## WASF2 0.631 0.2821911 0.262 0.2821911 0.722 0.601
## VPS29 0.630 0.3410083 0.260 0.3410083 0.595 0.424
## DPEP2 0.630 0.3360662 0.260 0.3360662 0.392 0.146
## NQO2 0.630 0.3289150 0.260 0.3289150 0.367 0.111
## SNX18 0.630 0.3177445 0.260 0.3177445 0.380 0.124
## AGO1 0.630 0.3164934 0.260 0.3164934 0.354 0.098
## NDUFA13 0.630 0.3029481 0.260 0.3029481 0.722 0.570
## PSMA1 0.630 0.2901260 0.260 0.2901260 0.709 0.548
## AP2M1 0.630 0.2860195 0.260 0.2860195 0.696 0.572
## CD53 0.630 0.2739538 0.260 0.2739538 0.835 0.778
## LTB4R 0.629 0.3817859 0.258 0.3817859 0.329 0.082
## SNAP23 0.629 0.3706096 0.258 0.3706096 0.481 0.302
## EPB41L3 0.629 0.3410588 0.258 0.3410588 0.266 0.009
## CCNL1 0.629 0.3300299 0.258 0.3300299 0.899 0.898
## ADPGK 0.629 0.3166432 0.258 0.3166432 0.506 0.299
## STX7 0.629 0.3073389 0.258 0.3073389 0.430 0.169
## PNPLA6 0.629 0.2649155 0.258 0.2649155 0.367 0.109
## MLKL 0.628 0.3927427 0.256 0.3927427 0.329 0.084
## MBD2 0.628 0.3902041 0.256 0.3902041 0.595 0.424
## TUT7 0.628 0.3834154 0.256 0.3834154 0.443 0.200
## MAP3K20 0.628 0.3690145 0.256 0.3690145 0.291 0.040
## SPINT1 0.628 0.3663909 0.256 0.3663909 0.266 0.011
## PHPT1 0.628 0.3644654 0.256 0.3644654 0.468 0.264
## CXorf21 0.628 0.3442300 0.256 0.3442300 0.278 0.024
## MTMR10 0.628 0.3368234 0.256 0.3368234 0.304 0.053
## SUPT4H1 0.628 0.3169361 0.256 0.3169361 0.570 0.368
## LPCAT2 0.627 0.3966565 0.254 0.3966565 0.253 0.000
## AKR1A1 0.627 0.3592676 0.254 0.3592676 0.544 0.306
## LYPLA1 0.627 0.3508540 0.254 0.3508540 0.544 0.333
## PLA2G7 0.627 0.3434180 0.254 0.3434180 0.253 0.000
## ZFAND3 0.627 0.3332219 0.254 0.3332219 0.367 0.126
## MAP3K8 0.627 0.3301052 0.254 0.3301052 0.291 0.038
## AQP9 0.627 0.3299954 0.254 0.3299954 0.253 0.000
## VPS13C 0.627 0.3126044 0.254 0.3126044 0.582 0.408
## ATG7 0.627 0.3124583 0.254 0.3124583 0.329 0.078
## POLR2E 0.627 0.3041646 0.254 0.3041646 0.544 0.341
## RPS6KA4 0.627 0.3030372 0.254 0.3030372 0.342 0.091
## NIN 0.627 0.3016647 0.254 0.3016647 0.519 0.317
## CPT1A 0.627 0.2933512 0.254 0.2933512 0.354 0.109
## DENND5A 0.627 0.2758955 0.254 0.2758955 0.354 0.100
## PIAS1 0.626 0.3712706 0.252 0.3712706 0.557 0.344
## ACER3 0.626 0.3655404 0.252 0.3655404 0.304 0.053
## HMGB2 0.626 0.3352928 0.252 0.3352928 0.722 0.576
## MRPL51 0.626 0.3172100 0.252 0.3172100 0.570 0.399
## TRIM8 0.626 0.3079264 0.252 0.3079264 0.544 0.333
## MICAL2 0.626 0.3034163 0.252 0.3034163 0.278 0.029
## TANK 0.626 0.2875509 0.252 0.2875509 0.481 0.255
## NDUFB5 0.626 0.2854785 0.252 0.2854785 0.633 0.490
## SCNM1 0.626 0.2781033 0.252 0.2781033 0.481 0.235
## MSL1 0.626 0.2646326 0.252 0.2646326 0.443 0.217
## HK1 0.625 0.3918480 0.250 0.3918480 0.443 0.224
## TNF 0.625 0.3875227 0.250 0.3875227 0.430 0.184
## OTULINL 0.625 0.3529093 0.250 0.3529093 0.392 0.177
## FOSL2 0.625 0.3512217 0.250 0.3512217 0.342 0.098
## KIF13A 0.625 0.3425409 0.250 0.3425409 0.253 0.002
## ACAA1 0.625 0.3352323 0.250 0.3352323 0.481 0.297
## ARID1A 0.625 0.3330550 0.250 0.3330550 0.595 0.437
## DENND3 0.625 0.3298362 0.250 0.3298362 0.278 0.033
## SLC31A1 0.625 0.3111451 0.250 0.3111451 0.266 0.016
## NPEPL1 0.625 0.3067414 0.250 0.3067414 0.342 0.100
## ATF4 0.625 0.2991243 0.250 0.2991243 0.709 0.621
## HPSE 0.624 0.3997225 0.248 0.3997225 0.266 0.020
## PAPSS1 0.624 0.3792411 0.248 0.3792411 0.316 0.084
## KCNK6 0.624 0.3780185 0.248 0.3780185 0.342 0.100
## CPEB4 0.624 0.3593438 0.248 0.3593438 0.354 0.120
## NKIRAS2 0.624 0.3519245 0.248 0.3519245 0.367 0.126
## ZDHHC20 0.624 0.3139910 0.248 0.3139910 0.367 0.131
## PXN 0.624 0.3104160 0.248 0.3104160 0.456 0.211
## NDUFA10 0.624 0.2806811 0.248 0.2806811 0.582 0.404
## BRD4 0.624 0.2558166 0.248 0.2558166 0.671 0.486
## DOK3 0.623 0.4160646 0.246 0.4160646 0.253 0.007
## TFEB 0.623 0.3595861 0.246 0.3595861 0.316 0.073
## CYTOR 0.623 0.3490397 0.246 0.3490397 0.405 0.149
## PLA2G16 0.623 0.3379669 0.246 0.3379669 0.329 0.089
## MCFD2 0.623 0.3365662 0.246 0.3365662 0.342 0.106
## WDR74 0.623 0.3318030 0.246 0.3318030 0.633 0.450
## SDHB 0.623 0.3275617 0.246 0.3275617 0.506 0.348
## DERA 0.623 0.3017793 0.246 0.3017793 0.329 0.086
## RNASEH2C 0.623 0.2826621 0.246 0.2826621 0.532 0.310
## SHOC2 0.623 0.2769349 0.246 0.2769349 0.468 0.226
## OSTF1 0.623 0.2764405 0.246 0.2764405 0.633 0.477
## SLC25A5 0.623 0.2531900 0.246 0.2531900 0.848 0.752
## ATP5MC3 0.623 0.2513804 0.246 0.2513804 0.759 0.729
## MGST2 0.622 0.3624611 0.244 0.3624611 0.291 0.051
## SND1 0.622 0.3401935 0.244 0.3401935 0.430 0.217
## RAB1B 0.622 0.3308215 0.244 0.3308215 0.430 0.211
## ZNF207 0.622 0.2853063 0.244 0.2853063 0.620 0.494
## CD164 0.622 0.2737506 0.244 0.2737506 0.823 0.685
## IFI44 0.621 0.5166725 0.242 0.5166725 0.304 0.073
## ARHGAP4 0.621 0.3448088 0.242 0.3448088 0.557 0.377
## RAB34 0.621 0.3277878 0.242 0.3277878 0.266 0.024
## RBPJ 0.621 0.3248317 0.242 0.3248317 0.519 0.317
## TMED10 0.621 0.3223953 0.242 0.3223953 0.582 0.452
## KMT2C 0.621 0.3115970 0.242 0.3115970 0.557 0.350
## JOSD2 0.621 0.3081579 0.242 0.3081579 0.392 0.162
## ERP44 0.621 0.2804305 0.242 0.2804305 0.570 0.379
## SPCS3 0.621 0.2756495 0.242 0.2756495 0.608 0.401
## S100Z 0.620 0.3753558 0.240 0.3753558 0.253 0.013
## CD300LB 0.620 0.3244544 0.240 0.3244544 0.241 0.000
## JDP2 0.620 0.3235523 0.240 0.3235523 0.253 0.013
## SCARB2 0.620 0.3153694 0.240 0.3153694 0.329 0.091
## ILK 0.620 0.3110686 0.240 0.3110686 0.430 0.211
## ARPIN 0.620 0.3030430 0.240 0.3030430 0.241 0.000
## AK2 0.620 0.3001615 0.240 0.3001615 0.418 0.193
## ATP5F1D 0.620 0.2941557 0.240 0.2941557 0.861 0.796
## PLPPR2 0.620 0.2929736 0.240 0.2929736 0.253 0.013
## CLMN 0.619 0.3422464 0.238 0.3422464 0.241 0.002
## CATSPER1 0.619 0.3398573 0.238 0.3398573 0.241 0.002
## ADAM17 0.619 0.3147638 0.238 0.3147638 0.367 0.140
## NUDT16 0.619 0.3079459 0.238 0.3079459 0.316 0.084
## SIRPB2 0.619 0.3007790 0.238 0.3007790 0.241 0.002
## TMEM170B 0.619 0.2839126 0.238 0.2839126 0.253 0.016
## GNAI3 0.619 0.2584436 0.238 0.2584436 0.582 0.388
## TPM4 0.618 0.4726071 0.236 0.4726071 0.557 0.357
## PID1 0.618 0.3772492 0.236 0.3772492 0.241 0.004
## CYB5R3 0.618 0.3677389 0.236 0.3677389 0.367 0.146
## ZNF217 0.618 0.3317960 0.236 0.3317960 0.418 0.206
## ANXA4 0.618 0.3300200 0.236 0.3300200 0.329 0.100
## RASSF3 0.618 0.3270723 0.236 0.3270723 0.532 0.335
## PDCD6IP 0.618 0.3199484 0.236 0.3199484 0.519 0.377
## DNAJC5 0.618 0.3104134 0.236 0.3104134 0.291 0.060
## TRAPPC1 0.618 0.2990692 0.236 0.2990692 0.772 0.654
## B4GALT5 0.618 0.2798253 0.236 0.2798253 0.266 0.031
## COX7A2 0.618 0.2639974 0.236 0.2639974 0.873 0.820
## LAIR1 0.617 0.3164148 0.234 0.3164148 0.443 0.217
## ARL6IP5 0.617 0.3041625 0.234 0.3041625 0.848 0.823
## WASHC2C 0.617 0.2923609 0.234 0.2923609 0.367 0.144
## CEBPG 0.617 0.2912081 0.234 0.2912081 0.367 0.146
## PELI1 0.617 0.2744726 0.234 0.2744726 0.354 0.122
## DBNL 0.617 0.2597490 0.234 0.2597490 0.620 0.461
## PPP1R9B 0.616 0.4020166 0.232 0.4020166 0.316 0.098
## FLII 0.616 0.3251754 0.232 0.3251754 0.430 0.237
## LAMTOR5 0.616 0.3115610 0.232 0.3115610 0.633 0.503
## MCOLN1 0.616 0.2982037 0.232 0.2982037 0.278 0.044
## TSEN34 0.616 0.2960311 0.232 0.2960311 0.392 0.180
## CPD 0.616 0.2930316 0.232 0.2930316 0.304 0.078
## SPAG7 0.616 0.2829546 0.232 0.2829546 0.506 0.333
## WDR13 0.616 0.2549924 0.232 0.2549924 0.392 0.162
## ARL5B 0.615 0.3894756 0.230 0.3894756 0.291 0.071
## PIP4P2 0.615 0.3410248 0.230 0.3410248 0.367 0.151
## SSFA2 0.615 0.3368155 0.230 0.3368155 0.266 0.040
## TET3 0.615 0.3322545 0.230 0.3322545 0.266 0.042
## GLUD1 0.615 0.3320454 0.230 0.3320454 0.468 0.288
## KIAA0319L 0.615 0.3237679 0.230 0.3237679 0.392 0.184
## DLEU2 0.615 0.3111778 0.230 0.3111778 0.291 0.064
## HELZ 0.615 0.2777661 0.230 0.2777661 0.468 0.266
## NAPA 0.615 0.2747402 0.230 0.2747402 0.532 0.335
## TUBGCP2 0.615 0.2593301 0.230 0.2593301 0.481 0.266
## CRISPLD2 0.615 0.2563775 0.230 0.2563775 0.241 0.011
## MARC1 0.614 0.3805412 0.228 0.3805412 0.228 0.000
## FRAT1 0.614 0.3781857 0.228 0.3781857 0.329 0.118
## PPP1R15B 0.614 0.3519454 0.228 0.3519454 0.582 0.415
## ZMIZ1 0.614 0.3449730 0.228 0.3449730 0.278 0.053
## IFFO1 0.614 0.3262689 0.228 0.3262689 0.316 0.093
## FGD4 0.614 0.3234171 0.228 0.3234171 0.228 0.000
## YWHAG 0.614 0.3209703 0.228 0.3209703 0.329 0.104
## FGD2 0.614 0.3086848 0.228 0.3086848 0.253 0.024
## GGA3 0.614 0.3072753 0.228 0.3072753 0.316 0.095
## PLP2 0.614 0.3053352 0.228 0.3053352 0.684 0.561
## UPK3A 0.614 0.2999765 0.228 0.2999765 0.228 0.000
## SELPLG 0.614 0.2998535 0.228 0.2998535 0.570 0.406
## PAPOLA 0.614 0.2784918 0.228 0.2784918 0.696 0.557
## GMIP 0.614 0.2711922 0.228 0.2711922 0.342 0.118
## KDM3B 0.614 0.2702382 0.228 0.2702382 0.342 0.122
## RIOK3 0.613 0.3728228 0.226 0.3728228 0.481 0.273
## RAB8A 0.613 0.3474896 0.226 0.3474896 0.557 0.375
## APOBR 0.613 0.3233573 0.226 0.3233573 0.253 0.027
## DENND6B 0.613 0.2951136 0.226 0.2951136 0.253 0.029
## CHST13 0.613 0.2904976 0.226 0.2904976 0.228 0.002
## SLC38A10 0.613 0.2902723 0.226 0.2902723 0.392 0.184
## MBD3 0.613 0.2710077 0.226 0.2710077 0.354 0.131
## METTL22 0.613 0.2667926 0.226 0.2667926 0.253 0.029
## GPI 0.613 0.2644367 0.226 0.2644367 0.430 0.213
## PTGS2 0.612 0.4205089 0.224 0.4205089 0.228 0.004
## MX2 0.612 0.4035603 0.224 0.4035603 0.418 0.251
## CYBRD1 0.612 0.3887348 0.224 0.3887348 0.228 0.004
## LTBR 0.612 0.3517642 0.224 0.3517642 0.228 0.004
## DYNC1LI1 0.612 0.3316459 0.224 0.3316459 0.430 0.217
## AZIN1 0.612 0.3205190 0.224 0.3205190 0.392 0.193
## CLCN7 0.612 0.3172646 0.224 0.3172646 0.291 0.075
## COMMD3 0.612 0.3163031 0.224 0.3163031 0.468 0.290
## PRKAG2 0.612 0.3018241 0.224 0.3018241 0.443 0.235
## SMS 0.612 0.3005809 0.224 0.3005809 0.430 0.228
## HOMER3 0.612 0.2970861 0.224 0.2970861 0.228 0.004
## NELFE 0.612 0.2934026 0.224 0.2934026 0.405 0.215
## SH3GLB1 0.612 0.2869956 0.224 0.2869956 0.494 0.290
## ASL 0.612 0.2824122 0.224 0.2824122 0.304 0.078
## NPLOC4 0.612 0.2702893 0.224 0.2702893 0.342 0.124
## CHMP4B 0.612 0.2692435 0.224 0.2692435 0.443 0.239
## RAB18 0.612 0.2542715 0.224 0.2542715 0.456 0.253
## KYNU 0.611 0.3763996 0.222 0.3763996 0.241 0.022
## HIPK3 0.611 0.3376240 0.222 0.3376240 0.354 0.157
## APAF1 0.611 0.3257061 0.222 0.3257061 0.278 0.060
## MPP7 0.611 0.3221186 0.222 0.3221186 0.354 0.153
## SLFN11 0.611 0.3136153 0.222 0.3136153 0.266 0.049
## COPA 0.611 0.3071062 0.222 0.3071062 0.443 0.275
## TTC7A 0.611 0.2998795 0.222 0.2998795 0.278 0.060
## ETHE1 0.611 0.2945236 0.222 0.2945236 0.456 0.257
## LASP1 0.611 0.2622354 0.222 0.2622354 0.468 0.277
## MAP3K7CL 0.610 0.4919979 0.220 0.4919979 0.241 0.024
## CR1 0.610 0.3793969 0.220 0.3793969 0.241 0.022
## MICU1 0.610 0.3038008 0.220 0.3038008 0.329 0.124
## SELENOO 0.610 0.2985605 0.220 0.2985605 0.291 0.080
## YWHAE 0.610 0.2918232 0.220 0.2918232 0.608 0.477
## ARHGAP30 0.610 0.2856045 0.220 0.2856045 0.696 0.585
## IST1 0.610 0.2816900 0.220 0.2816900 0.380 0.169
## SIGLEC9 0.610 0.2723221 0.220 0.2723221 0.228 0.009
## ARL11 0.609 0.3444150 0.218 0.3444150 0.228 0.011
## SLC43A3 0.609 0.3161217 0.218 0.3161217 0.253 0.038
## VAPA 0.609 0.3146659 0.218 0.3146659 0.734 0.681
## NAPRT 0.609 0.3067081 0.218 0.3067081 0.392 0.186
## PCYT1A 0.609 0.3056137 0.218 0.3056137 0.342 0.133
## ITGA5 0.609 0.3024453 0.218 0.3024453 0.304 0.095
## PLCG2 0.609 0.3002824 0.218 0.3002824 0.342 0.129
## SEC13 0.609 0.2853302 0.218 0.2853302 0.392 0.184
## RMND5A 0.609 0.2811676 0.218 0.2811676 0.316 0.111
## JARID2 0.609 0.2806267 0.218 0.2806267 0.380 0.191
## ICAM1 0.608 0.4561049 0.216 0.4561049 0.241 0.029
## H2AFJ 0.608 0.3641377 0.216 0.3641377 0.506 0.324
## GYG1 0.608 0.3115907 0.216 0.3115907 0.342 0.144
## MSRB2 0.608 0.3104271 0.216 0.3104271 0.329 0.131
## OGFR 0.608 0.3054943 0.216 0.3054943 0.430 0.259
## RNF24 0.608 0.2984995 0.216 0.2984995 0.291 0.082
## FOLR3 0.608 0.2805793 0.216 0.2805793 0.215 0.000
## CNTLN 0.608 0.2747532 0.216 0.2747532 0.215 0.000
## NRIP1 0.608 0.2701324 0.216 0.2701324 0.342 0.124
## RNF19B 0.607 0.3781249 0.214 0.3781249 0.278 0.069
## FRMD4B 0.607 0.3765196 0.214 0.3765196 0.266 0.055
## G6PD 0.607 0.3198519 0.214 0.3198519 0.329 0.131
## Z93241.1 0.607 0.3148449 0.214 0.3148449 0.367 0.169
## LSM6 0.607 0.2941509 0.214 0.2941509 0.544 0.381
## WLS 0.607 0.2709797 0.214 0.2709797 0.215 0.002
## SLC6A6 0.607 0.2628473 0.214 0.2628473 0.278 0.064
## PDIA6 0.607 0.2619580 0.214 0.2619580 0.544 0.357
## SBF2 0.607 0.2593791 0.214 0.2593791 0.392 0.186
## CMTM7 0.607 0.2569488 0.214 0.2569488 0.506 0.304
## SPOPL 0.607 0.2523083 0.214 0.2523083 0.266 0.051
## RRP12 0.606 0.3926288 0.212 0.3926288 0.241 0.033
## RAE1 0.606 0.3360674 0.212 0.3360674 0.342 0.155
## TST 0.606 0.3317439 0.212 0.3317439 0.215 0.002
## PSMB2 0.606 0.3074469 0.212 0.3074469 0.519 0.333
## NRBF2 0.606 0.2977014 0.212 0.2977014 0.418 0.228
## RAD23B 0.606 0.2794099 0.212 0.2794099 0.481 0.288
## PLXND1 0.606 0.2677845 0.212 0.2677845 0.241 0.029
## KCNQ1 0.606 0.2570753 0.212 0.2570753 0.291 0.089
## SCAND1 0.606 0.2542250 0.212 0.2542250 0.671 0.537
## HIGD2A 0.606 0.2503110 0.212 0.2503110 0.772 0.756
## RCOR1 0.605 0.4101814 0.210 0.4101814 0.291 0.098
## CTBS 0.605 0.3813514 0.210 0.3813514 0.367 0.191
## SIGLEC10 0.605 0.3237339 0.210 0.3237339 0.215 0.004
## SLC44A1 0.605 0.2931827 0.210 0.2931827 0.304 0.095
## MOSPD2 0.605 0.2876724 0.210 0.2876724 0.304 0.104
## COQ2 0.605 0.2873229 0.210 0.2873229 0.241 0.033
## ABHD5 0.605 0.2582644 0.210 0.2582644 0.532 0.341
## SSR3 0.605 0.2550413 0.210 0.2550413 0.570 0.388
## RRAS 0.604 0.3446451 0.208 0.3446451 0.266 0.062
## TOLLIP 0.604 0.3108398 0.208 0.3108398 0.316 0.124
## SLC19A1 0.604 0.3035210 0.208 0.3035210 0.228 0.022
## DENND1A 0.604 0.2905409 0.208 0.2905409 0.228 0.022
## MYO5A 0.604 0.2739830 0.208 0.2739830 0.266 0.062
## PSTPIP2 0.604 0.2711617 0.208 0.2711617 0.304 0.098
## SORD 0.604 0.2663945 0.208 0.2663945 0.241 0.035
## COA3 0.604 0.2622514 0.208 0.2622514 0.380 0.184
## DCAF7 0.604 0.2583807 0.208 0.2583807 0.443 0.242
## ARHGEF40 0.603 0.3133224 0.206 0.3133224 0.215 0.011
## ZNF185 0.603 0.3081604 0.206 0.3081604 0.215 0.009
## SUSD1 0.603 0.3013989 0.206 0.3013989 0.228 0.022
## MAST3 0.603 0.2934155 0.206 0.2934155 0.329 0.133
## UBE2E3 0.603 0.2777587 0.206 0.2777587 0.430 0.253
## KDELR2 0.603 0.2689818 0.206 0.2689818 0.456 0.271
## PSMB7 0.603 0.2596615 0.206 0.2596615 0.544 0.384
## SLC40A1 0.602 0.4326763 0.204 0.4326763 0.304 0.106
## UQCR10 0.602 0.3074179 0.204 0.3074179 0.759 0.769
## HSPA6 0.601 0.3485825 0.202 0.3485825 0.228 0.027
## TMOD3 0.601 0.3060965 0.202 0.3060965 0.519 0.368
## BLOC1S2 0.601 0.2825311 0.202 0.2825311 0.430 0.242
## TMEM120A 0.601 0.2712365 0.202 0.2712365 0.278 0.080
## SSH1 0.601 0.2537514 0.202 0.2537514 0.253 0.049
## MAU2 0.601 0.2534132 0.202 0.2534132 0.367 0.180
## IFI6 0.600 0.6474973 0.200 0.6474973 0.456 0.322
## SIPA1 0.600 0.2856519 0.200 0.2856519 0.481 0.315
## ELOVL5 0.600 0.2787529 0.200 0.2787529 0.405 0.242
## ARL8A 0.600 0.2609065 0.200 0.2609065 0.392 0.195
## CTSO 0.600 0.2585596 0.200 0.2585596 0.266 0.073
## PDK4 0.600 0.2506370 0.200 0.2506370 0.203 0.002
## IL18 0.599 0.3278371 0.198 0.3278371 0.203 0.004
## ZFYVE16 0.599 0.3181852 0.198 0.3181852 0.266 0.071
## GALNT1 0.599 0.2963418 0.198 0.2963418 0.329 0.144
## IFIH1 0.599 0.2842699 0.198 0.2842699 0.278 0.082
## GLA 0.599 0.2829780 0.198 0.2829780 0.241 0.040
## PLEKHA2 0.598 0.3180205 0.196 0.3180205 0.342 0.153
## M6PR 0.598 0.3004383 0.196 0.3004383 0.595 0.468
## INTS3 0.598 0.2623121 0.196 0.2623121 0.278 0.089
## TRA2B 0.598 0.2602879 0.196 0.2602879 0.823 0.756
## NAA38 0.597 0.2952097 0.194 0.2952097 0.481 0.333
## CAMTA1 0.597 0.2694861 0.194 0.2694861 0.418 0.242
## TRIM27 0.597 0.2661670 0.194 0.2661670 0.342 0.171
## IL15 0.597 0.2513706 0.194 0.2513706 0.215 0.020
## RAB8B 0.596 0.2927600 0.192 0.2927600 0.392 0.222
## RAB2A 0.596 0.2771442 0.192 0.2771442 0.532 0.419
## SLC25A11 0.596 0.2634752 0.192 0.2634752 0.405 0.231
## TIMM8B 0.596 0.2609324 0.192 0.2609324 0.443 0.264
## EPN1 0.596 0.2561086 0.192 0.2561086 0.354 0.171
## BHLHE40 0.596 0.2541704 0.192 0.2541704 0.291 0.100
## SEPT2 0.596 0.2541020 0.192 0.2541020 0.595 0.459
## ACSL4 0.596 0.2514796 0.192 0.2514796 0.278 0.093
## DNASE2 0.595 0.3588499 0.190 0.3588499 0.316 0.146
## LINC01506 0.595 0.3061005 0.190 0.3061005 0.190 0.000
## PADI2 0.595 0.3013767 0.190 0.3013767 0.190 0.000
## HDAC9 0.595 0.2989624 0.190 0.2989624 0.203 0.013
## KIF1B 0.595 0.2963053 0.190 0.2963053 0.241 0.053
## MYOF 0.595 0.2938008 0.190 0.2938008 0.190 0.000
## GPAT3 0.595 0.2765660 0.190 0.2765660 0.203 0.013
## RIN2 0.595 0.2739123 0.190 0.2739123 0.190 0.000
## MKNK1 0.595 0.2706851 0.190 0.2706851 0.304 0.122
## AP5B1 0.595 0.2687243 0.190 0.2687243 0.215 0.027
## EIF4E3 0.595 0.2685329 0.190 0.2685329 0.354 0.186
## NOD2 0.595 0.2675612 0.190 0.2675612 0.203 0.013
## ACOX1 0.595 0.2606938 0.190 0.2606938 0.266 0.078
## CREBBP 0.595 0.2584165 0.190 0.2584165 0.430 0.284
## LIN7A 0.595 0.2543962 0.190 0.2543962 0.190 0.000
## ASNA1 0.594 0.3027172 0.188 0.3027172 0.380 0.224
## PPP2R5A 0.594 0.2612316 0.188 0.2612316 0.392 0.213
## ID2 0.593 0.4294629 0.186 0.4294629 0.835 0.738
## GPR65 0.593 0.2876327 0.186 0.2876327 0.392 0.224
## CEP350 0.593 0.2800367 0.186 0.2800367 0.481 0.355
## C5AR2 0.593 0.2735211 0.186 0.2735211 0.190 0.004
## ARSD 0.593 0.2712027 0.186 0.2712027 0.203 0.016
## OXR1 0.593 0.2671691 0.186 0.2671691 0.392 0.228
## ARHGAP21 0.592 0.3496587 0.184 0.3496587 0.215 0.033
## OAS2 0.592 0.3466540 0.184 0.3466540 0.291 0.140
## DNAJC15 0.592 0.2873377 0.184 0.2873377 0.532 0.421
## ARHGAP27 0.592 0.2712387 0.184 0.2712387 0.291 0.124
## CDV3 0.592 0.2591435 0.184 0.2591435 0.684 0.585
## AKIRIN2 0.591 0.3653983 0.182 0.3653983 0.392 0.235
## NPL 0.591 0.3075199 0.182 0.3075199 0.203 0.022
## PQLC1 0.591 0.3065069 0.182 0.3065069 0.316 0.155
## SIN3B 0.591 0.3035099 0.182 0.3035099 0.266 0.091
## SERINC1 0.591 0.2840677 0.182 0.2840677 0.468 0.328
## TACC3 0.591 0.2761893 0.182 0.2761893 0.392 0.237
## UBE2L6 0.590 0.2901023 0.180 0.2901023 0.532 0.417
## NLRP1 0.590 0.2671605 0.180 0.2671605 0.506 0.359
## IKBIP 0.590 0.2656569 0.180 0.2656569 0.253 0.082
## VTI1B 0.590 0.2655017 0.180 0.2655017 0.392 0.235
## MBD6 0.590 0.2523174 0.180 0.2523174 0.278 0.100
## KCNE1 0.589 0.2801617 0.178 0.2801617 0.177 0.000
## ZDHHC1 0.589 0.2671069 0.178 0.2671069 0.177 0.000
## FHOD1 0.589 0.2634330 0.178 0.2634330 0.228 0.055
## LRMDA 0.589 0.2572207 0.178 0.2572207 0.177 0.000
## RUFY1 0.588 0.5565461 0.176 0.5565461 0.291 0.118
## HCAR3 0.588 0.3398030 0.176 0.3398030 0.177 0.002
## ADAMTSL4 0.588 0.2876086 0.176 0.2876086 0.177 0.002
## ERGIC1 0.588 0.2671159 0.176 0.2671159 0.342 0.180
## CBWD1 0.588 0.2575396 0.176 0.2575396 0.367 0.204
## TXNRD2 0.587 0.2693062 0.174 0.2693062 0.241 0.071
## DELE1 0.587 0.2666487 0.174 0.2666487 0.316 0.162
## CD180 0.587 0.2660875 0.174 0.2660875 0.203 0.029
## PTRHD1 0.587 0.2599492 0.174 0.2599492 0.430 0.264
## UBA1 0.587 0.2524649 0.174 0.2524649 0.329 0.164
## SCAF11 0.587 0.2516326 0.174 0.2516326 0.759 0.663
## FAM110A 0.586 0.4073039 0.172 0.4073039 0.266 0.102
## FLOT2 0.586 0.2721110 0.172 0.2721110 0.392 0.255
## MRPL27 0.586 0.2582627 0.172 0.2582627 0.316 0.164
## TXNRD1 0.585 0.3425878 0.170 0.3425878 0.291 0.142
## ADAM8 0.585 0.2754750 0.170 0.2754750 0.329 0.175
## MTX1 0.585 0.2683677 0.170 0.2683677 0.316 0.162
## CALCOCO2 0.585 0.2542629 0.170 0.2542629 0.430 0.293
## NDUFB1 0.585 0.2537127 0.170 0.2537127 0.608 0.525
## JAZF1 0.584 0.2719453 0.168 0.2719453 0.215 0.051
## PTDSS1 0.584 0.2690895 0.168 0.2690895 0.367 0.215
## TUBA1C 0.583 0.4163263 0.166 0.4163263 0.367 0.228
## DNTTIP1 0.583 0.2773810 0.166 0.2773810 0.266 0.111
## PLIN2 0.583 0.2703240 0.166 0.2703240 0.405 0.259
## RNF7 0.583 0.2669118 0.166 0.2669118 0.570 0.457
## UAP1L1 0.583 0.2516866 0.166 0.2516866 0.190 0.024
## RAP2B 0.582 0.3577496 0.164 0.3577496 0.468 0.335
## RAB11A 0.582 0.3347636 0.164 0.3347636 0.494 0.375
## TPD52L2 0.582 0.2681129 0.164 0.2681129 0.304 0.166
## NLRC4 0.582 0.2566127 0.164 0.2566127 0.165 0.000
## SLC27A1 0.582 0.2503485 0.164 0.2503485 0.215 0.053
## TPPP3 0.581 0.3116347 0.162 0.3116347 0.165 0.002
## LINC00528 0.581 0.2698067 0.162 0.2698067 0.203 0.042
## HDAC2 0.581 0.2658323 0.162 0.2658323 0.367 0.220
## SOS2 0.581 0.2653725 0.162 0.2653725 0.304 0.164
## IFIT2 0.581 0.2652988 0.162 0.2652988 0.304 0.151
## RRBP1 0.581 0.2598302 0.162 0.2598302 0.329 0.180
## EFCAB14 0.581 0.2547497 0.162 0.2547497 0.405 0.273
## VAMP5 0.580 0.2888797 0.160 0.2888797 0.506 0.415
## KLF7 0.580 0.2888058 0.160 0.2888058 0.291 0.149
## SAP30BP 0.580 0.2750018 0.160 0.2750018 0.367 0.226
## ULK1 0.580 0.2526649 0.160 0.2526649 0.241 0.089
## PSME2 0.579 0.2938046 0.158 0.2938046 0.785 0.741
## SNX11 0.578 0.2581053 0.156 0.2581053 0.228 0.080
## IL1RAP 0.578 0.2514205 0.156 0.2514205 0.177 0.024
## FPR2 0.575 0.3112099 0.150 0.3112099 0.152 0.002
## HNRNPU 0.575 0.2647031 0.150 0.2647031 0.835 0.882
## LINC00937 0.575 0.2543309 0.150 0.2543309 0.165 0.016
## HES1 0.574 0.3931828 0.148 0.3931828 0.177 0.031
## FAM43A 0.574 0.3224777 0.148 0.3224777 0.278 0.133
## VIM-AS1 0.574 0.3002362 0.148 0.3002362 0.228 0.084
## TMEM33 0.574 0.2805258 0.148 0.2805258 0.291 0.157
## EREG 0.573 0.3825617 0.146 0.3825617 0.152 0.007
## PQLC3 0.573 0.2613607 0.146 0.2613607 0.291 0.177
## SMIM3 0.573 0.2566341 0.146 0.2566341 0.177 0.033
## ADI1 0.572 0.2816529 0.144 0.2816529 0.430 0.322
## AP3S1 0.571 0.2566080 0.142 0.2566080 0.392 0.275
## MON1B 0.570 0.2555873 0.140 0.2555873 0.253 0.126
## PITPNA 0.570 0.2550938 0.140 0.2550938 0.253 0.126
## PDCD10 0.569 0.2833127 0.138 0.2833127 0.456 0.397
## IFIT3 0.568 0.3016385 0.136 0.3016385 0.165 0.029
## FAM210B 0.567 0.2679907 0.134 0.2679907 0.241 0.122
## HTATIP2 0.566 0.2573881 0.132 0.2573881 0.329 0.206
## LAP3 0.564 0.3520000 0.128 0.3520000 0.342 0.262
## STK40 0.564 0.2981696 0.128 0.2981696 0.190 0.069
## ETF1 0.564 0.2532005 0.128 0.2532005 0.291 0.184
## S1PR3 0.562 0.2830183 0.124 0.2830183 0.127 0.002
## TAGLN2 0.561 0.4130787 0.122 0.4130787 0.658 0.710
## CCL3L1 0.559 0.3803123 0.118 0.3803123 0.127 0.009
## MARCH2 0.557 0.3216340 0.114 0.3216340 0.241 0.140
## Z93930.2 0.553 0.2545947 0.106 0.2545947 0.190 0.091
## EIF2AK1 0.548 0.2757751 0.096 0.2757751 0.304 0.233
## MX1 0.545 0.4124527 0.090 0.4124527 0.304 0.248
## SAMD9L 0.544 0.2537115 0.088 0.2537115 0.266 0.206
## IFI44L 0.535 0.2755176 0.070 0.2755176 0.165 0.102
## ZFP36L1 0.533 0.2505292 0.066 0.2505292 0.785 0.798
## ISG15 0.481 0.2653676 0.038 0.2653676 0.418 0.470
## HIST1H2AC 0.513 1.0467686 0.026 1.0467686 0.165 0.142# Find all markers of cluster 3
cluster3.markers <- FindMarkers(pbmcclust, ident.1 = 3, min.pct = 0.25)
"Putative biomarkers (differentially expressed features) for cluster 3 (cell subpopulation 3)"## [1] "Putative biomarkers (differentially expressed features) for cluster 3 (cell subpopulation 3)"head(cluster3.markers, n = 5)## p_val avg_logFC pct.1 pct.2 p_val_adj
## GZMH 1.498510e-75 2.5846017 0.738 0.008 2.400912e-71
## CST7 1.895086e-71 2.4626450 1.000 0.064 3.036307e-67
## ADGRG1 3.769563e-69 1.4552855 0.667 0.006 6.039593e-65
## GZMA 7.666078e-69 2.5640785 0.952 0.055 1.228259e-64
## C1orf21 2.621424e-68 0.9661029 0.643 0.004 4.200045e-64cluster3.markers## p_val avg_logFC pct.1 pct.2 p_val_adj
## GZMH 1.498510e-75 2.5846017 0.738 0.008 2.400912e-71
## CST7 1.895086e-71 2.4626450 1.000 0.064 3.036307e-67
## ADGRG1 3.769563e-69 1.4552855 0.667 0.006 6.039593e-65
## GZMA 7.666078e-69 2.5640785 0.952 0.055 1.228259e-64
## C1orf21 2.621424e-68 0.9661029 0.643 0.004 4.200045e-64
## FGFBP2 1.652533e-66 2.5715686 0.738 0.018 2.647689e-62
## TBX21 6.336036e-65 1.2125644 0.714 0.016 1.015160e-60
## FCRL6 6.634441e-63 1.0913309 0.595 0.004 1.062970e-58
## CCL5 1.455223e-62 3.4939855 1.000 0.090 2.331559e-58
## NKG7 1.317203e-61 3.8789412 1.000 0.094 2.110423e-57
## IFNG 6.875993e-59 2.0233208 0.690 0.020 1.101672e-54
## KLRD1 6.065388e-58 2.0052753 0.714 0.027 9.717965e-54
## KLRC2 3.572787e-57 1.4448326 0.524 0.002 5.724320e-53
## S1PR5 3.929456e-57 0.8587227 0.524 0.002 6.295775e-53
## HOPX 4.626085e-55 1.5868618 0.762 0.039 7.411913e-51
## GZMB 5.387206e-55 2.0526012 0.690 0.025 8.631381e-51
## PRSS23 2.540545e-54 0.9120942 0.476 0.000 4.070462e-50
## KLRF1 1.472864e-52 1.4900409 0.524 0.006 2.359823e-48
## PRF1 3.826098e-52 2.3861331 0.833 0.066 6.130174e-48
## CCL4 1.542737e-50 2.5317469 0.786 0.051 2.471773e-46
## FCGR3A 7.559391e-48 2.0554615 0.667 0.035 1.211166e-43
## CLIC3 4.662683e-47 1.0414297 0.595 0.020 7.470550e-43
## TTC38 4.452486e-46 0.9926737 0.548 0.016 7.133773e-42
## PTGDR 1.039528e-45 0.8153595 0.500 0.010 1.665532e-41
## TRGC2 5.779737e-45 1.1194441 0.643 0.033 9.260295e-41
## SPON2 8.820206e-44 1.8437614 0.667 0.043 1.413173e-39
## MATK 3.466955e-41 0.9898859 0.667 0.047 5.554756e-37
## CTSW 3.327934e-39 2.0367228 0.905 0.154 5.332015e-35
## GNLY 7.111843e-37 3.4605276 0.690 0.072 1.139460e-32
## ABI3 3.363529e-36 1.1261835 0.762 0.092 5.389046e-32
## ASCL2 7.197138e-36 1.0120426 0.524 0.029 1.153125e-31
## TRDC 1.501076e-34 1.5816621 0.524 0.031 2.405024e-30
## MYBL1 2.241695e-34 0.8736764 0.643 0.059 3.591643e-30
## RGS9 8.294122e-33 0.3625927 0.286 0.000 1.328884e-28
## TIGIT 7.103087e-32 0.9331687 0.571 0.047 1.138057e-27
## TRGC1 1.062762e-31 0.9737435 0.357 0.008 1.702758e-27
## APOBEC3G 3.104058e-31 1.3083457 0.929 0.244 4.973322e-27
## PRSS57 3.907156e-30 0.4437778 0.286 0.002 6.260045e-26
## PRR5L 6.758808e-30 0.4905988 0.357 0.010 1.082896e-25
## GZMM 9.900589e-29 1.3544801 0.952 0.301 1.586272e-24
## PLEK 1.335964e-27 1.1196043 0.857 0.164 2.140482e-23
## F2R 1.962532e-27 0.4764353 0.333 0.010 3.144368e-23
## TMEM273 2.681165e-27 0.5400266 0.357 0.014 4.295762e-23
## C12orf75 8.808868e-27 1.1237759 0.810 0.172 1.411357e-22
## PPP2R2B 6.589839e-26 0.5248053 0.381 0.020 1.055824e-21
## MCTP2 8.361392e-26 0.6269408 0.381 0.020 1.339662e-21
## AKR1C3 8.506018e-26 0.5651549 0.357 0.016 1.362834e-21
## CHST12 8.928332e-26 1.0026598 0.786 0.162 1.430497e-21
## CD8A 1.451611e-25 1.1590939 0.357 0.016 2.325771e-21
## SYNGR1 3.042190e-25 0.8712075 0.405 0.027 4.874198e-21
## RUNX3 4.339016e-24 1.1202375 0.929 0.316 6.951972e-20
## CD244 1.217961e-23 0.5954860 0.452 0.041 1.951418e-19
## ZEB2 1.500237e-23 1.1529472 0.833 0.180 2.403680e-19
## EFHD2 1.653882e-23 1.4256108 0.881 0.262 2.649849e-19
## B2M 2.047325e-23 0.6616998 1.000 1.000 3.280224e-19
## CX3CR1 3.072069e-23 0.9367016 0.571 0.076 4.922069e-19
## APMAP 3.308109e-23 0.9689249 0.714 0.156 5.300252e-19
## HLA-B 3.396621e-23 0.7274282 1.000 1.000 5.442066e-19
## RHOC 6.001394e-23 0.7332819 0.571 0.078 9.615433e-19
## LYAR 7.130036e-23 1.0033918 0.690 0.137 1.142374e-18
## TPT1 7.771827e-23 -0.7993441 1.000 1.000 1.245202e-18
## HLA-A 1.073425e-22 0.7044289 1.000 1.000 1.719841e-18
## CD99 1.207470e-22 1.1615625 1.000 0.732 1.934609e-18
## CYTOR 1.408321e-22 0.9751210 0.714 0.141 2.256412e-18
## IL2RB 1.642588e-22 0.6155091 0.500 0.057 2.631755e-18
## RPS13 4.745566e-22 -0.8378128 1.000 1.000 7.603345e-18
## HLA-C 6.787279e-22 0.9025731 1.000 1.000 1.087458e-17
## MIAT 7.312297e-22 0.6668070 0.524 0.068 1.171576e-17
## TPST2 7.564149e-22 0.7869061 0.738 0.170 1.211928e-17
## TRG-AS1 1.247070e-21 0.9157186 0.619 0.109 1.998055e-17
## RPL23 2.802408e-21 -0.9706317 0.952 0.998 4.490018e-17
## RPL7 3.067654e-21 -0.7535403 1.000 0.998 4.914996e-17
## CD81 4.461832e-21 1.1399964 0.976 0.545 7.148748e-17
## GZMK 2.667670e-20 1.7043481 0.333 0.023 4.274140e-16
## EOMES 3.973205e-20 0.5885417 0.286 0.014 6.365869e-16
## RPS8 4.124348e-20 -0.7763228 1.000 0.998 6.608031e-16
## HCST 1.284371e-19 1.1682466 1.000 0.838 2.057820e-15
## PLA2G16 3.211164e-19 0.6316804 0.548 0.088 5.144927e-15
## RPL9 3.981586e-19 -0.8226285 1.000 1.000 6.379297e-15
## PTGDS 8.524153e-19 1.1389209 0.262 0.012 1.365740e-14
## RPL34 1.156707e-18 -0.7305198 1.000 1.000 1.853276e-14
## RPL39 1.270342e-18 -0.6057930 1.000 1.000 2.035342e-14
## RPL22 1.538865e-18 -0.7583665 1.000 0.996 2.465569e-14
## PLEKHF1 1.542133e-18 0.7069135 0.548 0.100 2.470806e-14
## TGFBR3 1.866660e-18 0.4228769 0.333 0.027 2.990762e-14
## LAG3 2.064081e-18 0.4864779 0.357 0.033 3.307071e-14
## PABPC1 2.870804e-18 -0.8824460 0.952 1.000 4.599602e-14
## SAMD3 1.478473e-17 0.8630298 0.619 0.145 2.368810e-13
## PRR5 1.594937e-17 0.7285017 0.619 0.141 2.555408e-13
## RPLP1 1.630941e-17 -0.5753519 1.000 0.998 2.613093e-13
## RPL32 1.769480e-17 -0.7379137 1.000 1.000 2.835061e-13
## APOBEC3C 2.050831e-17 0.8132479 0.690 0.191 3.285842e-13
## RPL13 2.471787e-17 -0.6885315 1.000 1.000 3.960298e-13
## TSEN54 3.747716e-17 0.6835854 0.619 0.150 6.004590e-13
## RASSF1 5.085565e-17 0.8403995 0.762 0.248 8.148093e-13
## MYL12A 5.489485e-17 0.7258832 1.000 0.992 8.795253e-13
## MYL12B 5.706522e-17 0.6932499 1.000 0.941 9.142990e-13
## TKTL1 6.291988e-17 1.2480040 0.429 0.064 1.008102e-12
## RPL11 6.981125e-17 -0.6519362 1.000 1.000 1.118516e-12
## SLAMF7 9.426479e-17 0.3664337 0.262 0.016 1.510310e-12
## RPL30 1.013030e-16 -0.6697424 1.000 1.000 1.623077e-12
## SYNE2 1.108869e-16 0.9990871 0.929 0.482 1.776630e-12
## AC004687.1 1.315879e-16 0.9795281 0.857 0.332 2.108301e-12
## ARPC5L 1.321686e-16 0.8663212 0.833 0.344 2.117605e-12
## RPS28 1.441590e-16 -0.6161218 1.000 1.000 2.309715e-12
## ABHD17A 1.749564e-16 1.1098396 0.952 0.596 2.803151e-12
## RPS3A 2.102380e-16 -0.7072703 1.000 0.998 3.368434e-12
## RPS20 2.904121e-16 -0.7093737 1.000 0.996 4.652983e-12
## RPS11 3.656843e-16 -0.6415697 0.976 0.998 5.858994e-12
## SLC9A3R1 4.571326e-16 1.0032867 0.857 0.455 7.324178e-12
## RPL18A 4.888340e-16 -0.6175644 1.000 1.000 7.832098e-12
## RPS9 6.961751e-16 -0.5305841 1.000 1.000 1.115412e-11
## CTSC 8.534109e-16 0.8723769 0.857 0.395 1.367335e-11
## HRASLS2 9.097740e-16 0.4865700 0.405 0.055 1.457640e-11
## RPS23 1.006731e-15 -0.6503654 1.000 1.000 1.612984e-11
## RPS16 1.041768e-15 -0.6477251 1.000 0.998 1.669120e-11
## RPL4 1.446719e-15 -0.6957066 1.000 0.996 2.317933e-11
## PPP2R5C 1.642722e-15 0.9358897 0.952 0.637 2.631969e-11
## ZAP70 1.679407e-15 0.8523870 0.905 0.430 2.690746e-11
## PYHIN1 1.904586e-15 0.8413067 0.571 0.135 3.051528e-11
## PTMS 2.045998e-15 0.5978535 0.381 0.049 3.278098e-11
## RPL12 2.220202e-15 -0.5330880 1.000 0.998 3.557208e-11
## RPL37 2.436404e-15 -0.5462941 1.000 0.998 3.903607e-11
## EEF1A1 2.673315e-15 -0.5339530 1.000 1.000 4.283186e-11
## IL32 2.824232e-15 0.9859924 0.976 0.693 4.524985e-11
## RPLP2 3.821344e-15 -0.5034603 1.000 0.998 6.122557e-11
## ITGAL 4.532310e-15 0.8362041 0.810 0.348 7.261668e-11
## RPL35A 4.850567e-15 -0.5499701 1.000 1.000 7.771579e-11
## RPS6 5.317001e-15 -0.6837539 1.000 1.000 8.518899e-11
## TTC16 5.337853e-15 0.3563639 0.262 0.020 8.552308e-11
## KLRG1 8.579025e-15 0.7965433 0.595 0.152 1.374531e-10
## RAB29 9.878101e-15 0.7883375 0.738 0.285 1.582669e-10
## LITAF 1.130504e-14 0.8495526 0.929 0.703 1.811294e-10
## LTB 1.178088e-14 -1.3595908 0.286 0.877 1.887533e-10
## CLIC1 1.275409e-14 0.8812121 0.952 0.617 2.043460e-10
## MBP 1.671295e-14 0.8464692 0.952 0.547 2.677748e-10
## UBA52 2.007935e-14 -0.4167158 1.000 1.000 3.217114e-10
## RPL37A 2.196508e-14 -0.4801708 1.000 0.998 3.519245e-10
## RPL19 2.648837e-14 -0.5585048 1.000 1.000 4.243966e-10
## RPS14 2.826729e-14 -0.4978980 1.000 0.998 4.528986e-10
## SH3BGRL3 3.114733e-14 0.7499981 1.000 0.975 4.990425e-10
## ATP2B4 3.228806e-14 0.6230996 0.571 0.152 5.173193e-10
## CD300A 3.491016e-14 0.7357706 0.524 0.117 5.593305e-10
## TMSB4X 3.604707e-14 0.4183772 1.000 1.000 5.775462e-10
## RPS12 3.753418e-14 -0.6740332 1.000 1.000 6.013727e-10
## RPL18 3.971785e-14 -0.5307276 1.000 0.998 6.363594e-10
## ACTN4 4.417111e-14 0.6831262 0.738 0.240 7.077096e-10
## SH2D2A 5.855700e-14 0.5937429 0.476 0.098 9.382003e-10
## KLRB1 6.027844e-14 1.0835408 0.595 0.145 9.657812e-10
## RPL10A 6.591416e-14 -0.5905412 1.000 0.998 1.056077e-09
## RPL13A 7.765340e-14 -0.5438639 1.000 1.000 1.244163e-09
## RPL21 8.113849e-14 -0.5436407 1.000 1.000 1.300001e-09
## LINC01871 8.296956e-14 0.4155299 0.333 0.041 1.329338e-09
## GAB3 1.166117e-13 0.4825567 0.429 0.078 1.868353e-09
## TGFBR1 1.183573e-13 0.5302638 0.429 0.078 1.896321e-09
## ARPC2 1.529112e-13 0.6753121 0.976 0.941 2.449944e-09
## LLGL2 1.741367e-13 0.5993900 0.476 0.105 2.790018e-09
## DHRS7 1.775556e-13 0.7986530 0.762 0.322 2.844795e-09
## RPL29 1.984947e-13 -0.4670074 1.000 1.000 3.180282e-09
## RPL28 2.181011e-13 -0.4522572 1.000 1.000 3.494416e-09
## STOM 2.827220e-13 0.4771937 0.524 0.123 4.529772e-09
## GK5 2.859973e-13 0.6960311 0.405 0.074 4.582248e-09
## RPS2 3.915473e-13 -0.4906288 1.000 0.998 6.273370e-09
## METRN 4.237549e-13 0.3836156 0.381 0.064 6.789401e-09
## RPS5 4.607500e-13 -0.6723776 1.000 0.998 7.382137e-09
## PFN1 5.610618e-13 0.6407791 1.000 0.996 8.989332e-09
## CALM1 5.763885e-13 0.6153887 1.000 0.988 9.234896e-09
## RPL5 7.898977e-13 -0.5513891 1.000 1.000 1.265574e-08
## SELL 1.035752e-12 -0.8362089 0.190 0.828 1.659481e-08
## CD63 1.065385e-12 1.0302943 0.762 0.375 1.706959e-08
## DOK2 1.138749e-12 0.7557626 0.833 0.395 1.824504e-08
## RPL8 1.183820e-12 -0.4545073 1.000 1.000 1.896716e-08
## CFL1 1.347001e-12 0.5778538 1.000 0.996 2.158165e-08
## CD247 1.591758e-12 1.3550568 0.905 0.633 2.550314e-08
## ABCA2 1.819810e-12 0.3715585 0.262 0.027 2.915700e-08
## PSMB9 1.896905e-12 0.8660706 0.929 0.684 3.039222e-08
## EEF1B2 1.950940e-12 -0.7100784 1.000 0.988 3.125795e-08
## SYNE1 2.348558e-12 0.7817057 0.786 0.361 3.762859e-08
## RAB27A 3.117790e-12 0.6098500 0.619 0.201 4.995322e-08
## RAP1GAP2 3.842875e-12 0.3665606 0.381 0.068 6.157054e-08
## RPS25 3.942238e-12 -0.5406547 1.000 0.996 6.316254e-08
## HLA-E 4.341738e-12 0.4366478 1.000 1.000 6.956333e-08
## FAM173A 4.726983e-12 0.4656169 0.524 0.131 7.573572e-08
## OASL 5.002133e-12 0.5182344 0.310 0.043 8.014418e-08
## STARD3NL 5.649490e-12 0.6492680 0.405 0.084 9.051613e-08
## CEP78 5.823484e-12 0.6707936 0.500 0.131 9.330385e-08
## ACTG1 6.100369e-12 0.6269964 1.000 0.992 9.774011e-08
## CDKN2D 6.321929e-12 0.5234308 0.857 0.441 1.012899e-07
## ZBTB38 7.598917e-12 0.5909434 0.571 0.174 1.217498e-07
## PPP1CA 8.416895e-12 0.7301967 0.976 0.719 1.348555e-07
## MYO1G 8.657636e-12 0.7019548 0.810 0.385 1.387126e-07
## CD3D 8.906553e-12 0.7580655 0.952 0.805 1.427008e-07
## LDHB 1.021911e-11 -0.8723188 0.786 0.906 1.637306e-07
## LEF1 1.041320e-11 -1.0177956 0.048 0.639 1.668404e-07
## RAB9A 1.072507e-11 0.4955910 0.548 0.164 1.718370e-07
## RPS10 1.104133e-11 -0.5052301 1.000 0.998 1.769041e-07
## BHLHE40 1.155149e-11 0.5497515 0.452 0.100 1.850780e-07
## CCR7 1.188824e-11 -0.9950804 0.048 0.664 1.904733e-07
## NCR3 1.402847e-11 0.5809230 0.310 0.047 2.247642e-07
## RACK1 1.444414e-11 -0.4145321 1.000 1.000 2.314240e-07
## FLNA 1.445506e-11 0.6950027 0.881 0.445 2.315990e-07
## CYBA 1.833460e-11 0.7424097 1.000 0.883 2.937569e-07
## RPL6 1.927968e-11 -0.3977189 1.000 1.000 3.088991e-07
## FAM53B 2.460431e-11 0.4788954 0.405 0.086 3.942103e-07
## GNPTAB 3.089633e-11 0.9232384 0.619 0.244 4.950210e-07
## RPS24 3.115125e-11 -0.3864436 1.000 1.000 4.991054e-07
## SARAF 3.195644e-11 -0.7324226 0.881 0.955 5.120060e-07
## ARL4C 3.477777e-11 0.7417150 0.952 0.764 5.572095e-07
## PRDM1 3.808944e-11 0.4190781 0.381 0.072 6.102690e-07
## ANXA1 4.576242e-11 0.7055004 0.952 0.498 7.332055e-07
## RPL10 5.008932e-11 -0.4153970 1.000 1.000 8.025310e-07
## RPS18 5.586799e-11 -0.4862970 1.000 0.998 8.951169e-07
## SERPINB6 5.945117e-11 0.4492316 0.524 0.139 9.525266e-07
## MAL 5.973292e-11 -0.9629346 0.000 0.576 9.570408e-07
## GBP5 6.532982e-11 0.4952288 0.619 0.209 1.046714e-06
## SYTL3 6.587356e-11 0.4848282 0.452 0.117 1.055426e-06
## EEF2 7.396172e-11 -0.5323035 0.952 0.994 1.185015e-06
## CAPN15 8.851358e-11 0.4777028 0.405 0.090 1.418165e-06
## PTPN4 9.341270e-11 0.6058593 0.714 0.328 1.496658e-06
## MYO1F 1.036574e-10 0.7003263 0.643 0.230 1.660798e-06
## SUN2 1.188646e-10 0.6406977 0.952 0.680 1.904449e-06
## CISD3 1.253505e-10 0.5081186 0.571 0.191 2.008366e-06
## TRABD2A 1.320238e-10 -0.8961351 0.071 0.613 2.115285e-06
## RAP1B 1.323727e-10 0.7856983 0.952 0.883 2.120876e-06
## SYTL2 1.704655e-10 0.3038471 0.310 0.051 2.731198e-06
## NACA 1.825319e-10 -0.3770216 1.000 0.998 2.924526e-06
## RPL36 2.107291e-10 -0.4777003 1.000 0.998 3.376301e-06
## TMEM123 2.249692e-10 -0.7188344 0.357 0.861 3.604457e-06
## METRNL 2.454030e-10 0.4557157 0.381 0.078 3.931847e-06
## RPS21 2.881782e-10 -0.4707496 1.000 0.998 4.617191e-06
## ZNF600 2.983338e-10 0.2729278 0.262 0.037 4.779905e-06
## CD53 3.123500e-10 0.6398948 0.952 0.773 5.004472e-06
## IL12RB1 3.403446e-10 0.4631475 0.429 0.113 5.453001e-06
## PPP5C 3.470459e-10 0.3680210 0.357 0.072 5.560370e-06
## DDX23 3.514812e-10 0.4807292 0.524 0.170 5.631432e-06
## ADAM8 4.024943e-10 0.5753955 0.524 0.170 6.448764e-06
## DBI 4.540514e-10 0.6131849 0.881 0.609 7.274811e-06
## MIR4435-2HG 4.846527e-10 0.4124303 0.381 0.082 7.765106e-06
## RPL24 5.571326e-10 -0.3668823 1.000 0.998 8.926378e-06
## JUNB 5.646093e-10 -0.7814156 1.000 0.990 9.046170e-06
## SLC25A4 6.743654e-10 0.4477653 0.310 0.055 1.080468e-05
## RPL15 7.221769e-10 -0.3215655 1.000 1.000 1.157072e-05
## HSH2D 8.273743e-10 0.5288806 0.381 0.090 1.325619e-05
## IFITM2 9.058893e-10 0.8880846 0.952 0.783 1.451416e-05
## RPS27A 9.595343e-10 -0.4352639 1.000 1.000 1.537366e-05
## PTPN7 9.719641e-10 0.6797317 0.667 0.268 1.557281e-05
## RPLP0 9.981872e-10 -0.4950532 1.000 0.996 1.599296e-05
## RPL27A 1.417123e-09 -0.4402908 1.000 1.000 2.270514e-05
## RPS4X 1.459316e-09 -0.4022846 1.000 1.000 2.338116e-05
## RCAN3 1.477255e-09 -0.8163549 0.143 0.658 2.366858e-05
## SEPT7 1.814302e-09 0.5812882 0.976 0.814 2.906875e-05
## PSME1 1.883688e-09 0.5090501 1.000 0.893 3.018045e-05
## RPS15 1.916921e-09 -0.3591677 1.000 0.998 3.071291e-05
## ARL6IP5 1.954932e-09 0.4840558 0.952 0.816 3.132193e-05
## ACTB 1.992776e-09 0.5639525 1.000 1.000 3.192825e-05
## RAC2 2.019748e-09 0.5609150 0.976 0.916 3.236040e-05
## RPS27 2.252797e-09 -0.4016525 1.000 1.000 3.609431e-05
## GNG2 2.633039e-09 0.6079288 0.690 0.338 4.218655e-05
## PTPN22 2.797400e-09 0.4918533 0.476 0.154 4.481994e-05
## HLA-DPB1 3.015578e-09 0.4137352 0.810 0.367 4.831559e-05
## FAU 3.125041e-09 -0.2857081 1.000 1.000 5.006941e-05
## RPSA 3.257489e-09 -0.4398206 1.000 0.998 5.219149e-05
## RPL31 3.406215e-09 -0.4925142 0.976 0.994 5.457437e-05
## ITGB2 3.465130e-09 0.6636168 0.952 0.803 5.551831e-05
## S100A4 3.625300e-09 0.7721167 0.952 0.742 5.808455e-05
## SPN 4.083613e-09 0.7510387 0.714 0.383 6.542766e-05
## CCDC107 4.392943e-09 0.5605471 0.667 0.328 7.038373e-05
## CCDC88C 4.594224e-09 0.6450811 0.738 0.410 7.360866e-05
## RPL14 4.634576e-09 -0.3858925 1.000 0.998 7.425517e-05
## EMP3 5.964387e-09 0.4818393 1.000 0.895 9.556141e-05
## PPIA 6.191342e-09 0.4597587 1.000 0.980 9.919769e-05
## ADRB2 6.378658e-09 0.3921721 0.405 0.107 1.021989e-04
## MXRA7 6.467583e-09 0.5584599 0.381 0.102 1.036236e-04
## SCP2 7.737294e-09 0.5006744 0.810 0.463 1.239669e-04
## ANXA2 1.024406e-08 0.4713618 0.833 0.381 1.641303e-04
## RPL27 1.057849e-08 -0.3450489 1.000 0.998 1.694886e-04
## LGALS1 1.146595e-08 0.9694917 0.690 0.320 1.837075e-04
## RPL7A 1.153355e-08 -0.3193077 1.000 1.000 1.847905e-04
## RPL41 1.204196e-08 -0.3385120 1.000 1.000 1.929363e-04
## CTBP2 1.236259e-08 0.4890358 0.357 0.088 1.980734e-04
## CMC1 1.284345e-08 0.9664173 0.476 0.170 2.057778e-04
## TES 1.320301e-08 0.5213189 0.762 0.418 2.115386e-04
## RFTN1 1.378422e-08 0.3904511 0.381 0.102 2.208507e-04
## RPS29 1.430226e-08 -0.3965997 1.000 1.000 2.291509e-04
## SLC15A4 1.450096e-08 0.3329208 0.381 0.096 2.323344e-04
## TBCB 1.566056e-08 0.5367742 0.762 0.412 2.509136e-04
## RAP2A 1.577871e-08 0.4977424 0.333 0.080 2.528065e-04
## SELENOT 1.610076e-08 0.5330553 0.738 0.420 2.579663e-04
## IL6ST 1.616543e-08 -0.7118790 0.048 0.531 2.590026e-04
## MYL6 1.728263e-08 0.5324247 1.000 0.975 2.769023e-04
## TOMM7 1.781991e-08 -0.4554496 0.929 0.992 2.855106e-04
## RPS15A 1.792944e-08 -0.3975916 1.000 1.000 2.872654e-04
## PRELID1 1.986786e-08 0.6449362 0.810 0.623 3.183228e-04
## AHNAK 1.997722e-08 0.6167716 0.857 0.475 3.200751e-04
## SPCS2 2.119264e-08 0.4766874 0.857 0.566 3.395484e-04
## PDIA3 2.256413e-08 0.6232749 0.833 0.643 3.615225e-04
## ANXA6 2.353226e-08 0.5536591 0.905 0.656 3.770339e-04
## SLC27A3 2.367284e-08 0.3306409 0.262 0.047 3.792862e-04
## GYG1 2.628858e-08 0.4592184 0.452 0.150 4.211956e-04
## PTGER2 2.629038e-08 0.3887359 0.429 0.123 4.212244e-04
## MTSS1 2.959539e-08 0.3865973 0.310 0.068 4.741773e-04
## FHIT 3.161398e-08 -0.6997158 0.000 0.463 5.065192e-04
## PDIA6 3.183148e-08 0.5889495 0.690 0.359 5.100039e-04
## ITGB7 3.310265e-08 0.6510948 0.643 0.352 5.303706e-04
## BCL2L1 3.510988e-08 0.3937214 0.262 0.049 5.625305e-04
## NOSIP 3.525795e-08 -0.7621172 0.476 0.797 5.649029e-04
## PCBD1 3.815199e-08 0.3280063 0.262 0.049 6.112711e-04
## TMEM50A 3.838336e-08 0.4585203 0.857 0.549 6.149781e-04
## CES1 4.303584e-08 0.5190252 0.333 0.074 6.895203e-04
## PTPN12 4.387051e-08 0.4750593 0.405 0.113 7.028934e-04
## FBXO6 4.478593e-08 0.3158868 0.286 0.059 7.175602e-04
## RPL38 4.548307e-08 -0.4348262 0.976 0.996 7.287297e-04
## POMP 4.707061e-08 0.4671251 0.810 0.488 7.541654e-04
## ITGB1 5.040023e-08 0.7132615 0.714 0.375 8.075125e-04
## RPL3 5.241431e-08 -0.3280565 1.000 1.000 8.397821e-04
## PDAP1 5.258287e-08 0.4957265 0.690 0.402 8.424828e-04
## CD8B 5.562483e-08 0.5901498 0.286 0.059 8.912211e-04
## SNTB2 6.454420e-08 0.4173717 0.310 0.070 1.034127e-03
## PPP1R12A 8.460876e-08 0.4570866 0.881 0.566 1.355602e-03
## A2M-AS1 8.783166e-08 0.4745187 0.286 0.064 1.407239e-03
## STAT4 9.114155e-08 0.3599787 0.476 0.158 1.460270e-03
## ACTN1 9.559907e-08 -0.6131368 0.024 0.473 1.531688e-03
## CD55 1.031772e-07 -0.6854983 0.119 0.566 1.653106e-03
## CYB561D2 1.067152e-07 0.5094114 0.476 0.184 1.709790e-03
## SPINT2 1.081456e-07 -0.5428774 0.071 0.510 1.732709e-03
## DSTN 1.122627e-07 0.6850080 0.690 0.457 1.798673e-03
## GUK1 1.150371e-07 0.5296619 0.833 0.693 1.843125e-03
## RNF213 1.228063e-07 0.6943097 0.881 0.686 1.967603e-03
## RORA 1.275828e-07 0.5375308 0.738 0.406 2.044132e-03
## MAP3K8 1.282925e-07 0.2861109 0.286 0.057 2.055503e-03
## CALR 1.381999e-07 0.6304546 0.952 0.709 2.214238e-03
## PFDN5 1.390401e-07 -0.3483242 1.000 0.998 2.227700e-03
## MT-ND3 1.438898e-07 -0.2790104 1.000 1.000 2.305403e-03
## C1orf162 1.444779e-07 -0.6948204 0.190 0.639 2.314825e-03
## RPL26 1.447138e-07 -0.2778395 1.000 1.000 2.318605e-03
## CCL3 1.489019e-07 0.7695831 0.357 0.092 2.385707e-03
## PAXX 1.517122e-07 0.6008799 0.714 0.443 2.430733e-03
## TBK1 1.785839e-07 0.3226418 0.333 0.088 2.861271e-03
## FTH1 1.806611e-07 -0.7021995 1.000 1.000 2.894552e-03
## YWHAQ 1.809740e-07 0.5319188 0.786 0.508 2.899566e-03
## BATF 1.861344e-07 0.4569730 0.476 0.184 2.982246e-03
## RGS3 1.869771e-07 0.4051956 0.310 0.076 2.995748e-03
## EIF4B 1.903537e-07 -0.4989372 0.643 0.918 3.049847e-03
## EIF3E 1.932998e-07 -0.4572722 0.905 0.977 3.097049e-03
## FBXW5 2.036215e-07 0.4873325 0.667 0.361 3.262424e-03
## GTF3C1 2.272791e-07 0.4483695 0.310 0.080 3.641466e-03
## CCND3 2.306926e-07 0.5406463 0.905 0.684 3.696157e-03
## ARPC4 2.345250e-07 0.5519907 0.857 0.645 3.757560e-03
## PARP15 2.358357e-07 0.3745936 0.381 0.115 3.778560e-03
## AIF1 2.524253e-07 -1.5298857 0.048 0.480 4.044357e-03
## PTPRC 2.590890e-07 0.3833736 1.000 0.990 4.151123e-03
## IKZF3 2.659676e-07 0.5454031 0.619 0.289 4.261332e-03
## MFSD10 2.662059e-07 0.4622538 0.524 0.230 4.265151e-03
## LPCAT1 2.844747e-07 0.3908303 0.357 0.107 4.557854e-03
## CRTAM 3.164734e-07 0.4439528 0.262 0.055 5.070537e-03
## DERL1 3.384637e-07 0.3821878 0.524 0.227 5.422865e-03
## SERF2 3.480899e-07 0.3541092 1.000 1.000 5.577096e-03
## FOS 3.558805e-07 -0.5790884 0.952 0.990 5.701917e-03
## NFATC3 3.611067e-07 0.5405320 0.690 0.391 5.785652e-03
## COX7C 3.803117e-07 -0.3679227 0.952 0.992 6.093354e-03
## CIB1 3.853916e-07 0.4825123 0.881 0.666 6.174744e-03
## IRS2 4.014386e-07 -0.6040371 0.048 0.473 6.431849e-03
## AKNA 4.066191e-07 0.4814561 0.714 0.445 6.514852e-03
## NRROS 4.133623e-07 0.2760369 0.262 0.057 6.622891e-03
## HNRNPA3 4.151667e-07 0.4065096 0.905 0.842 6.651802e-03
## PPIB 4.294100e-07 0.4693209 0.905 0.785 6.880008e-03
## CELF2 4.537424e-07 0.4188961 0.952 0.742 7.269860e-03
## ETFA 4.613806e-07 0.4042395 0.548 0.258 7.392240e-03
## PPP1R18 4.703200e-07 0.4901622 0.762 0.512 7.535468e-03
## RPS7 4.818530e-07 -0.2607709 1.000 1.000 7.720249e-03
## TLN1 4.818829e-07 0.5690517 0.786 0.559 7.720727e-03
## FOXP1 5.074187e-07 -0.6406266 0.643 0.875 8.129863e-03
## C1orf56 5.134081e-07 0.5888995 0.643 0.375 8.225825e-03
## FDPS 5.270634e-07 0.3859513 0.643 0.322 8.444610e-03
## SRGN 5.279780e-07 0.4455547 0.905 0.705 8.459264e-03
## TCF25 5.353994e-07 0.4807764 0.929 0.732 8.578169e-03
## IL2RG 5.453444e-07 0.5882583 0.905 0.668 8.737507e-03
## PGAM1 5.476362e-07 0.4239304 0.833 0.527 8.774228e-03
## HSPB11 5.647333e-07 0.3982940 0.548 0.250 9.048157e-03
## MAP2K2 5.964587e-07 0.4518701 0.762 0.549 9.556461e-03
## SLC25A42 5.968680e-07 0.3200486 0.286 0.070 9.563019e-03
## EIF4G3 6.446159e-07 0.3455256 0.429 0.150 1.032804e-02
## NEU1 6.447430e-07 0.8799595 0.643 0.373 1.033007e-02
## EIF3H 6.476007e-07 -0.4593643 0.810 0.928 1.037586e-02
## RNF166 6.683458e-07 0.5514878 0.714 0.449 1.070824e-02
## CD2 7.256559e-07 0.5676164 0.857 0.621 1.162646e-02
## NPM1 7.323725e-07 -0.4298579 0.952 0.980 1.173407e-02
## AKAP13 7.585841e-07 0.4921806 0.857 0.678 1.215403e-02
## NCF1 8.876331e-07 -0.9913848 0.119 0.535 1.422166e-02
## SERPINB9 8.895066e-07 0.4554907 0.500 0.203 1.425168e-02
## RPS26 9.180101e-07 -0.3097772 1.000 0.996 1.470836e-02
## GPRIN3 9.234723e-07 0.3760991 0.405 0.141 1.479587e-02
## CHCHD2 9.636442e-07 0.3836421 0.976 0.922 1.543951e-02
## SUSD3 9.805607e-07 -0.5333633 0.024 0.418 1.571054e-02
## PCSK7 9.984086e-07 0.5607348 0.833 0.633 1.599650e-02
## PIP4K2A 1.000917e-06 0.4620628 0.690 0.445 1.603669e-02
## PSMA5 1.016018e-06 0.3899961 0.810 0.541 1.627864e-02
## RAP2B 1.110247e-06 0.3422819 0.643 0.330 1.778837e-02
## LILRB1 1.125871e-06 0.2746344 0.333 0.090 1.803871e-02
## RPL36A 1.180459e-06 -0.4816166 0.857 0.957 1.891331e-02
## IGF2R 1.196788e-06 0.4338652 0.429 0.160 1.917494e-02
## IL6R 1.202877e-06 -0.5612825 0.024 0.414 1.927249e-02
## CD4 1.258623e-06 -0.5672251 0.071 0.473 2.016566e-02
## BST2 1.302225e-06 0.4247607 0.833 0.484 2.086425e-02
## TCF7 1.349229e-06 -0.7099705 0.524 0.762 2.161735e-02
## ANP32B 1.455080e-06 -0.4617141 0.619 0.918 2.331329e-02
## ORMDL3 1.496826e-06 0.4508591 0.619 0.326 2.398215e-02
## PRKCB 1.580883e-06 0.4568993 0.786 0.480 2.532890e-02
## TMCO4 1.647679e-06 0.2695038 0.286 0.072 2.639911e-02
## WDR1 1.698341e-06 0.4452920 0.786 0.570 2.721082e-02
## IBTK 1.753183e-06 0.3633889 0.476 0.207 2.808950e-02
## UBB 1.754182e-06 0.3465042 0.976 0.973 2.810550e-02
## VPS16 1.854710e-06 0.3176948 0.381 0.131 2.971617e-02
## CFLAR 2.001906e-06 0.5346502 0.833 0.602 3.207454e-02
## SBK1 2.110164e-06 0.3455213 0.333 0.100 3.380905e-02
## FMNL1 2.135449e-06 0.4441063 0.857 0.598 3.421416e-02
## STK10 2.192513e-06 0.4824448 0.714 0.480 3.512844e-02
## SSBP4 2.216467e-06 0.5529090 0.571 0.309 3.551224e-02
## FAM49B 2.323975e-06 0.4677313 0.810 0.605 3.723473e-02
## FADS2 2.370320e-06 0.3031874 0.262 0.064 3.797726e-02
## IFIT2 2.399233e-06 0.9138868 0.429 0.152 3.844051e-02
## RSL1D1 2.429599e-06 -0.5324460 0.357 0.721 3.892704e-02
## COX4I1 2.689824e-06 -0.3410298 0.952 1.000 4.309635e-02
## RPS19 2.745626e-06 -0.2793151 1.000 1.000 4.399041e-02
## ARPC3 3.118967e-06 0.3043649 1.000 0.963 4.997208e-02
## TGFB1 3.122205e-06 0.5055079 0.881 0.693 5.002396e-02
## HLA-F 3.144526e-06 0.5204286 0.905 0.719 5.038159e-02
## ANXA4 3.236403e-06 0.3246772 0.357 0.115 5.185365e-02
## FYN 3.390379e-06 0.5003241 0.810 0.602 5.432065e-02
## MIDN 3.658968e-06 0.4251396 0.857 0.613 5.862399e-02
## COPE 3.689989e-06 0.4825447 0.810 0.670 5.912100e-02
## AOAH 3.731182e-06 0.4947886 0.405 0.143 5.978100e-02
## MLLT6 3.826218e-06 0.5090197 0.714 0.455 6.130366e-02
## CAMK4 3.962709e-06 -0.5592322 0.095 0.484 6.349053e-02
## ADGRE5 4.173743e-06 0.4751013 0.690 0.404 6.687172e-02
## CDS2 4.178282e-06 0.3053820 0.405 0.156 6.694444e-02
## PSME2 4.186697e-06 0.4325753 0.857 0.738 6.707926e-02
## MAGED2 4.196126e-06 0.3889748 0.500 0.230 6.723034e-02
## MACF1 4.276539e-06 0.5787139 0.738 0.514 6.851870e-02
## KIFAP3 4.276677e-06 0.3015469 0.310 0.090 6.852093e-02
## RAP2C 4.286288e-06 0.3093052 0.405 0.152 6.867490e-02
## LEPROTL1 4.684864e-06 -0.5725750 0.405 0.742 7.506090e-02
## BLOC1S1 5.011724e-06 0.4517802 0.762 0.541 8.029784e-02
## CCNDBP1 5.133108e-06 0.4608130 0.690 0.445 8.224266e-02
## HMOX2 5.267192e-06 0.4104157 0.619 0.363 8.439095e-02
## LRRN3 5.589509e-06 -0.6376659 0.000 0.350 8.955512e-02
## C19orf66 5.695684e-06 0.4940555 0.643 0.373 9.125625e-02
## CAPN2 5.919862e-06 0.4532798 0.690 0.418 9.484803e-02
## IL7R 6.274599e-06 -0.4601814 0.262 0.705 1.005316e-01
## LSP1 6.435508e-06 0.4651794 0.905 0.805 1.031097e-01
## GCLM 6.762996e-06 0.3655540 0.333 0.113 1.083567e-01
## PSMB1 6.924768e-06 0.3310301 0.905 0.738 1.109486e-01
## MIEN1 7.019432e-06 0.4191887 0.595 0.314 1.124653e-01
## ATP5MC3 7.231302e-06 0.4191351 0.881 0.721 1.158599e-01
## AMZ2 7.266351e-06 0.3617507 0.452 0.209 1.164215e-01
## ZFAS1 8.110750e-06 -0.4516793 0.762 0.951 1.299504e-01
## MCRIP1 9.164295e-06 0.3856646 0.571 0.324 1.468303e-01
## RNF167 9.745967e-06 0.4062968 0.619 0.346 1.561499e-01
## IL10RA 1.072135e-05 0.3704460 0.738 0.457 1.717774e-01
## TPM4 1.082985e-05 0.4094037 0.643 0.365 1.735158e-01
## ZBTB7A 1.087143e-05 0.5455333 0.690 0.518 1.741821e-01
## DIAPH1 1.091941e-05 0.3980833 0.714 0.455 1.749508e-01
## CDK2AP2 1.104835e-05 0.4772285 0.595 0.359 1.770166e-01
## PATL2 1.105267e-05 0.5262907 0.262 0.072 1.770860e-01
## RPL35 1.148732e-05 -0.2574659 1.000 0.996 1.840499e-01
## NDUFB7 1.168306e-05 0.4127750 0.762 0.531 1.871860e-01
## FCGRT 1.219201e-05 -0.6517394 0.048 0.391 1.953403e-01
## GPR174 1.242875e-05 0.3173219 0.357 0.127 1.991335e-01
## CYB5B 1.303332e-05 0.4130537 0.429 0.172 2.088199e-01
## ENO1 1.310649e-05 0.3630944 0.929 0.781 2.099922e-01
## LAPTM5 1.329722e-05 -0.4383569 0.881 0.973 2.130481e-01
## BTN3A1 1.368963e-05 0.3821096 0.548 0.291 2.193352e-01
## FAM104A 1.378013e-05 0.3196714 0.429 0.172 2.207852e-01
## NEDD8 1.406312e-05 0.3202019 0.929 0.764 2.253192e-01
## SATB1 1.413443e-05 -0.5391965 0.214 0.586 2.264618e-01
## RARRES3 1.414482e-05 0.4364041 0.881 0.715 2.266283e-01
## IDH2 1.491581e-05 0.4319468 0.548 0.314 2.389811e-01
## RBM8A 1.554328e-05 0.4101724 0.786 0.629 2.490344e-01
## MAGOH 1.554803e-05 0.2975760 0.738 0.461 2.491106e-01
## CXorf38 1.565512e-05 0.3260640 0.429 0.180 2.508263e-01
## AKR1B1 1.639106e-05 0.3165838 0.548 0.291 2.626176e-01
## PLAC8 1.655614e-05 0.4451093 0.833 0.699 2.652625e-01
## NBEAL2 1.665701e-05 0.3061792 0.405 0.158 2.668786e-01
## EBP 1.686197e-05 0.4365906 0.476 0.219 2.701626e-01
## UBE2F 1.724367e-05 0.3346529 0.595 0.324 2.762780e-01
## ARPP19 1.744338e-05 0.3715525 0.429 0.186 2.794779e-01
## TPMT 1.759558e-05 0.2871665 0.310 0.100 2.819164e-01
## RNASET2 1.775505e-05 -0.4366018 0.595 0.855 2.844715e-01
## ATXN1 2.006849e-05 0.3266222 0.405 0.156 3.215373e-01
## GRAP2 2.029121e-05 0.3713503 0.548 0.301 3.251057e-01
## TSPAN14 2.054527e-05 0.3973193 0.738 0.482 3.291763e-01
## RAD9A 2.101519e-05 0.3229967 0.405 0.166 3.367054e-01
## MXD4 2.111350e-05 0.5288657 0.571 0.336 3.382805e-01
## TEX264 2.112261e-05 0.4205997 0.595 0.352 3.384265e-01
## TMEM165 2.148880e-05 0.3530492 0.667 0.412 3.442935e-01
## CLEC2B 2.270496e-05 0.4311412 0.738 0.559 3.637789e-01
## TYROBP 2.277675e-05 0.3331816 0.548 0.201 3.649291e-01
## TBC1D10C 2.331829e-05 0.3683766 0.857 0.703 3.736056e-01
## FOXO1 2.375160e-05 -0.4376390 0.048 0.383 3.805481e-01
## PAFAH2 2.437454e-05 0.2605146 0.333 0.111 3.905289e-01
## PLEKHA2 2.437484e-05 0.2602171 0.405 0.162 3.905338e-01
## NOP53 2.454032e-05 -0.3812725 0.929 0.943 3.931850e-01
## RETREG1 2.460508e-05 -0.4304556 0.024 0.344 3.942226e-01
## BCAS2 2.471605e-05 0.3418951 0.595 0.355 3.960006e-01
## CD151 2.480440e-05 0.2661172 0.286 0.090 3.974162e-01
## PITPNC1 2.504985e-05 0.3841497 0.595 0.342 4.013486e-01
## MAP4 2.548956e-05 0.4543664 0.405 0.176 4.083937e-01
## ZFP36L2 2.599659e-05 -0.4035822 0.976 0.988 4.165173e-01
## AC016831.7 2.644887e-05 0.3100228 0.381 0.152 4.237638e-01
## ARHGDIB 2.648378e-05 0.3262838 1.000 0.986 4.243232e-01
## ASNA1 2.654669e-05 0.3251858 0.476 0.227 4.253310e-01
## NEAT1 2.695231e-05 0.2633611 1.000 0.861 4.318298e-01
## TMBIM1 2.754497e-05 0.4113805 0.500 0.244 4.413256e-01
## CAPN1 2.818749e-05 0.3210779 0.500 0.264 4.516199e-01
## LASP1 2.839216e-05 0.3523514 0.548 0.285 4.548992e-01
## CORO1A 2.858659e-05 0.2953106 0.976 0.988 4.580144e-01
## TNF 2.912385e-05 0.7332274 0.452 0.201 4.666223e-01
## STK39 2.933319e-05 0.2812484 0.262 0.080 4.699763e-01
## CSK 3.028456e-05 0.4242382 0.786 0.545 4.852191e-01
## UQCRB 3.042350e-05 -0.3071233 0.952 0.986 4.874453e-01
## DNAJC1 3.059967e-05 0.4046868 0.429 0.195 4.902679e-01
## IQGAP2 3.130576e-05 0.4248298 0.619 0.373 5.015808e-01
## DPM2 3.202473e-05 0.2965524 0.357 0.139 5.131003e-01
## IRF1 3.317729e-05 0.3706145 0.952 0.877 5.315665e-01
## CASC4 3.363763e-05 0.3645709 0.405 0.176 5.389421e-01
## SPPL2A 3.419992e-05 0.3363138 0.476 0.225 5.479511e-01
## NAPA 3.497447e-05 0.3378617 0.595 0.344 5.603609e-01
## SERINC5 3.504452e-05 -0.4307577 0.071 0.422 5.614833e-01
## LMAN2 3.545254e-05 0.4307781 0.643 0.469 5.680206e-01
## PSMD13 3.555506e-05 0.3799315 0.667 0.445 5.696631e-01
## BCL9L 3.603529e-05 0.4061768 0.619 0.398 5.773574e-01
## EPG5 3.612558e-05 0.2726757 0.262 0.080 5.788041e-01
## TMEM109 3.652841e-05 0.4039041 0.524 0.273 5.852582e-01
## PRDX5 3.730393e-05 0.3544083 0.786 0.596 5.976836e-01
## MAD2L2 3.836431e-05 0.3374383 0.286 0.092 6.146730e-01
## UBL5 3.930156e-05 0.3791419 0.976 0.828 6.296896e-01
## MYC 4.016278e-05 -0.5211483 0.167 0.498 6.434880e-01
## ZNF276 4.016824e-05 0.5069250 0.571 0.348 6.435755e-01
## USP39 4.142100e-05 0.2763384 0.333 0.123 6.636473e-01
## NEDD9 4.256053e-05 0.3402587 0.310 0.111 6.819048e-01
## OSTF1 4.272175e-05 0.4461683 0.690 0.484 6.844880e-01
## MSN 4.364050e-05 0.3817311 0.810 0.648 6.992080e-01
## PPM1G 4.380032e-05 0.3783411 0.667 0.453 7.017688e-01
## MANF 4.757098e-05 0.4197232 0.500 0.277 7.621822e-01
## JAML 4.773619e-05 -0.5856824 0.071 0.404 7.648292e-01
## YWHAB 4.789387e-05 0.3210864 1.000 0.916 7.673557e-01
## RAN 5.091078e-05 0.3011059 0.857 0.773 8.156925e-01
## ZDHHC24 5.093606e-05 0.3323943 0.310 0.111 8.160976e-01
## HMGB1 5.451665e-05 0.2680898 0.976 0.973 8.734657e-01
## DDHD1 5.677681e-05 0.3467611 0.524 0.260 9.096780e-01
## SARS 5.908720e-05 0.3522869 0.595 0.367 9.466951e-01
## MT-ND1 5.921797e-05 -0.2900266 1.000 0.998 9.487904e-01
## SIGIRR 5.993889e-05 0.3617423 0.738 0.555 9.603410e-01
## CD27 6.005037e-05 -0.3671749 0.286 0.678 9.621270e-01
## RAB8A 6.079717e-05 0.3261591 0.619 0.383 9.740923e-01
## CD40LG 6.118790e-05 -0.3915115 0.048 0.367 9.803525e-01
## EMC3 6.159485e-05 0.2852255 0.524 0.260 9.868728e-01
## POLR2K 6.339673e-05 0.3462446 0.595 0.361 1.000000e+00
## TFDP2 6.383891e-05 0.3666540 0.429 0.195 1.000000e+00
## TRPV2 6.393420e-05 0.2991935 0.357 0.145 1.000000e+00
## PRKCH 6.455099e-05 0.4335501 0.643 0.439 1.000000e+00
## RASAL3 6.613715e-05 0.4883259 0.571 0.389 1.000000e+00
## RHOA 6.738870e-05 0.3190543 0.952 0.861 1.000000e+00
## RPS4Y1 6.870038e-05 -0.3352808 0.976 0.982 1.000000e+00
## SSBP3 6.900806e-05 0.4676049 0.500 0.281 1.000000e+00
## AP3S1 7.099853e-05 0.3489720 0.524 0.273 1.000000e+00
## SON 7.133035e-05 0.3908720 0.905 0.898 1.000000e+00
## ARMH1 7.188688e-05 -0.4285469 0.024 0.324 1.000000e+00
## TSHZ2 7.453142e-05 -0.4952641 0.000 0.285 1.000000e+00
## IQGAP1 7.471559e-05 0.3815488 0.833 0.578 1.000000e+00
## BTN3A3 7.806618e-05 0.3084960 0.429 0.197 1.000000e+00
## ID2 7.909887e-05 0.5342864 0.881 0.742 1.000000e+00
## ARFGAP2 8.184959e-05 0.3694625 0.548 0.314 1.000000e+00
## HMGN3 8.418048e-05 0.3302488 0.643 0.424 1.000000e+00
## NDUFS3 8.488757e-05 0.3051066 0.571 0.340 1.000000e+00
## MGST3 8.551786e-05 0.3609167 0.714 0.535 1.000000e+00
## YAF2 8.661572e-05 0.3302070 0.452 0.223 1.000000e+00
## EVL 8.708350e-05 0.3829062 0.976 0.857 1.000000e+00
## SERPINB1 8.779222e-05 0.3567357 0.738 0.531 1.000000e+00
## SNX6 8.823170e-05 0.3467562 0.738 0.502 1.000000e+00
## PXN 8.916469e-05 0.3250161 0.452 0.230 1.000000e+00
## OPTN 8.952314e-05 0.3904579 0.571 0.348 1.000000e+00
## TPM3 9.170130e-05 0.3487341 1.000 0.871 1.000000e+00
## SNRPB 9.372124e-05 0.3631170 0.786 0.635 1.000000e+00
## KLHDC4 9.521562e-05 0.3092940 0.333 0.133 1.000000e+00
## LNPEP 9.549883e-05 0.3520206 0.690 0.463 1.000000e+00
## LY6E 9.554228e-05 0.3813659 0.857 0.658 1.000000e+00
## SH2D1A 1.000680e-04 0.4766063 0.452 0.227 1.000000e+00
## AKT1 1.015831e-04 0.3735789 0.452 0.236 1.000000e+00
## SELPLG 1.016442e-04 0.4480278 0.619 0.414 1.000000e+00
## MAP3K1 1.017616e-04 -0.4646677 0.095 0.412 1.000000e+00
## COMMD8 1.075273e-04 0.2557250 0.429 0.199 1.000000e+00
## MRPS6 1.076270e-04 0.3512821 0.667 0.443 1.000000e+00
## TMEM181 1.082388e-04 0.2635097 0.333 0.129 1.000000e+00
## ARF6 1.087922e-04 0.3946151 0.738 0.582 1.000000e+00
## CDC42EP3 1.136440e-04 0.3637910 0.500 0.268 1.000000e+00
## BIRC3 1.143362e-04 -0.4903424 0.119 0.451 1.000000e+00
## SPATA13 1.152725e-04 0.3488054 0.500 0.275 1.000000e+00
## ILK 1.155032e-04 0.3260815 0.452 0.225 1.000000e+00
## MAP2K3 1.166561e-04 0.2928956 0.500 0.250 1.000000e+00
## EPHX2 1.203638e-04 -0.3588453 0.024 0.305 1.000000e+00
## FKBP8 1.223231e-04 0.3385203 0.810 0.619 1.000000e+00
## MAML2 1.228784e-04 -0.4229439 0.048 0.344 1.000000e+00
## ALKBH7 1.254223e-04 -0.3897771 0.286 0.654 1.000000e+00
## CD3G 1.268986e-04 0.4630352 0.905 0.762 1.000000e+00
## RRBP1 1.304422e-04 0.2787210 0.405 0.184 1.000000e+00
## EIF6 1.310242e-04 0.3131464 0.571 0.330 1.000000e+00
## MEAF6 1.327642e-04 0.3972146 0.667 0.447 1.000000e+00
## P4HB 1.331077e-04 0.3579650 0.786 0.559 1.000000e+00
## AQP3 1.351481e-04 -0.5146461 0.119 0.441 1.000000e+00
## PPDPF 1.370847e-04 0.3108863 1.000 0.924 1.000000e+00
## SRSF9 1.412354e-04 0.3696689 0.786 0.623 1.000000e+00
## RTF1 1.467001e-04 0.4400591 0.643 0.471 1.000000e+00
## BAK1 1.474867e-04 0.2838172 0.357 0.160 1.000000e+00
## DIP2A 1.514877e-04 0.3975302 0.524 0.301 1.000000e+00
## SLC25A6 1.524417e-04 -0.3338078 0.857 0.977 1.000000e+00
## C1orf174 1.607505e-04 0.3636888 0.357 0.158 1.000000e+00
## LCK 1.616448e-04 0.3472495 0.881 0.730 1.000000e+00
## PRMT1 1.621138e-04 0.3193634 0.667 0.428 1.000000e+00
## JMJD6 1.636726e-04 0.3760937 0.405 0.205 1.000000e+00
## LDLRAP1 1.668627e-04 -0.4250611 0.119 0.426 1.000000e+00
## TMED9 1.695075e-04 0.3432442 0.619 0.422 1.000000e+00
## OXNAD1 1.726740e-04 -0.4140619 0.143 0.463 1.000000e+00
## SH3BP5 1.760162e-04 0.4072747 0.524 0.301 1.000000e+00
## ATP6V0E1 1.852792e-04 0.3251486 0.952 0.828 1.000000e+00
## SYTL1 1.856790e-04 0.3906052 0.643 0.436 1.000000e+00
## EGR1 1.888431e-04 -0.5772259 0.429 0.709 1.000000e+00
## HNRNPF 1.890980e-04 0.3590074 0.881 0.746 1.000000e+00
## LAMP1 1.922230e-04 0.4418309 0.714 0.578 1.000000e+00
## PIK3IP1 1.925756e-04 -0.5151178 0.524 0.717 1.000000e+00
## GHITM 1.938394e-04 0.2933307 0.738 0.557 1.000000e+00
## DCTN2 1.975271e-04 0.2578879 0.500 0.270 1.000000e+00
## SRP14 2.001686e-04 0.3202293 0.976 0.967 1.000000e+00
## CCNI 2.073956e-04 -0.3063994 0.929 0.984 1.000000e+00
## ST13 2.133615e-04 -0.4078721 0.405 0.738 1.000000e+00
## UBE2I 2.152899e-04 0.3453691 0.762 0.623 1.000000e+00
## BRD2 2.170787e-04 0.3396391 0.905 0.762 1.000000e+00
## NCK1 2.198201e-04 0.3550902 0.429 0.221 1.000000e+00
## RGS10 2.211984e-04 -0.4195176 0.548 0.775 1.000000e+00
## RNF4 2.225745e-04 0.2817126 0.405 0.191 1.000000e+00
## ALYREF 2.247854e-04 0.3502655 0.476 0.264 1.000000e+00
## CAP1 2.285835e-04 0.2728118 0.881 0.820 1.000000e+00
## ISG20L2 2.310302e-04 0.3496062 0.452 0.244 1.000000e+00
## CLPTM1L 2.322704e-04 0.3379211 0.452 0.254 1.000000e+00
## NIPA2 2.356016e-04 0.2736845 0.381 0.184 1.000000e+00
## CD226 2.357568e-04 0.3197794 0.357 0.160 1.000000e+00
## TNFRSF25 2.362634e-04 -0.4166610 0.095 0.375 1.000000e+00
## TSC22D4 2.406998e-04 0.3804910 0.667 0.494 1.000000e+00
## SGTB 2.453466e-04 -0.3351014 0.024 0.287 1.000000e+00
## UAP1 2.459309e-04 0.3204874 0.286 0.109 1.000000e+00
## FAM102A 2.460635e-04 -0.3569900 0.095 0.387 1.000000e+00
## SH3KBP1 2.533367e-04 0.3656231 0.786 0.611 1.000000e+00
## ADRM1 2.598777e-04 0.3162180 0.548 0.342 1.000000e+00
## AP1S2 2.630760e-04 -0.6908805 0.119 0.398 1.000000e+00
## C6orf48 2.631075e-04 -0.3934357 0.310 0.652 1.000000e+00
## SLFN13 2.658027e-04 0.3143078 0.262 0.094 1.000000e+00
## FYB1 2.676418e-04 -0.3600262 0.905 0.934 1.000000e+00
## TBC1D4 2.729611e-04 -0.3682731 0.024 0.289 1.000000e+00
## NAP1L1 2.737061e-04 -0.3944329 0.714 0.893 1.000000e+00
## MECP2 2.758978e-04 0.3061866 0.548 0.357 1.000000e+00
## RPA2 2.792725e-04 0.4357190 0.571 0.406 1.000000e+00
## GLTP 2.794267e-04 0.3302122 0.548 0.336 1.000000e+00
## AC044849.1 2.878116e-04 0.3907110 0.429 0.213 1.000000e+00
## PSMB8 2.969697e-04 0.4309949 0.833 0.709 1.000000e+00
## CDC42 3.019141e-04 0.3167922 0.976 0.914 1.000000e+00
## COX6A1 3.147693e-04 0.3728623 0.929 0.795 1.000000e+00
## ATP1B3 3.268059e-04 0.2912274 0.524 0.295 1.000000e+00
## RER1 3.371465e-04 0.3533443 0.643 0.424 1.000000e+00
## SEMA4D 3.398565e-04 0.2988814 0.571 0.348 1.000000e+00
## ARF1 3.420653e-04 0.3221273 0.786 0.695 1.000000e+00
## HSP90AA1 3.524411e-04 0.3148672 1.000 0.969 1.000000e+00
## ZNF830 3.590842e-04 0.2558740 0.429 0.221 1.000000e+00
## TRAPPC1 3.601344e-04 0.3883038 0.810 0.660 1.000000e+00
## FAM129A 3.699844e-04 0.3548359 0.262 0.094 1.000000e+00
## CD3E 3.702471e-04 0.2856138 0.952 0.803 1.000000e+00
## SUMO1 3.773133e-04 0.3283071 0.714 0.594 1.000000e+00
## GPAA1 3.902945e-04 0.2662731 0.405 0.205 1.000000e+00
## TAPBP 3.907665e-04 0.3830589 0.833 0.713 1.000000e+00
## UBE2Q1 3.916763e-04 0.3013021 0.595 0.359 1.000000e+00
## WDR83OS 3.943188e-04 0.2788421 0.786 0.617 1.000000e+00
## BIN1 4.009245e-04 0.2856839 0.810 0.566 1.000000e+00
## PTPN6 4.059195e-04 0.4425495 0.690 0.576 1.000000e+00
## IQSEC1 4.089014e-04 0.3127392 0.381 0.182 1.000000e+00
## NSA2 4.132521e-04 -0.3817765 0.548 0.832 1.000000e+00
## TNFSF10 4.149137e-04 -0.4340469 0.143 0.439 1.000000e+00
## TMED2 4.152940e-04 0.3277854 0.619 0.447 1.000000e+00
## ITGA6 4.261779e-04 -0.3707005 0.048 0.309 1.000000e+00
## ILF3-DT 4.270259e-04 -0.4786406 0.429 0.693 1.000000e+00
## CSNK1D 4.279952e-04 0.3144334 0.524 0.295 1.000000e+00
## ZNRD1 4.313378e-04 0.3001313 0.571 0.393 1.000000e+00
## IDS 4.384859e-04 0.3909896 0.738 0.613 1.000000e+00
## NDUFB2 4.400267e-04 0.3163834 0.810 0.701 1.000000e+00
## LSM8 4.422634e-04 0.3007106 0.738 0.566 1.000000e+00
## UTRN 4.473140e-04 0.3212094 0.619 0.422 1.000000e+00
## ATP6V1G1 4.486438e-04 -0.3223546 0.667 0.926 1.000000e+00
## POLR2L 4.677152e-04 0.3268987 0.762 0.619 1.000000e+00
## PDE3B 4.691479e-04 -0.3521810 0.071 0.355 1.000000e+00
## RALGDS 4.727047e-04 0.3226952 0.333 0.152 1.000000e+00
## ARL8A 4.843622e-04 0.2899451 0.405 0.209 1.000000e+00
## APOPT1 4.868967e-04 0.2834900 0.429 0.223 1.000000e+00
## HERPUD2 4.891955e-04 0.2830132 0.524 0.311 1.000000e+00
## G6PD 5.049570e-04 0.3011681 0.333 0.145 1.000000e+00
## SLC20A1 5.071562e-04 0.4313667 0.548 0.373 1.000000e+00
## SETD5 5.113628e-04 0.3056253 0.452 0.240 1.000000e+00
## ELOVL1 5.114224e-04 0.2872582 0.333 0.152 1.000000e+00
## SUB1 5.145119e-04 0.3410682 0.905 0.875 1.000000e+00
## TNFRSF1B 5.163934e-04 0.2561873 0.595 0.324 1.000000e+00
## DGKA 5.211300e-04 -0.3499841 0.214 0.512 1.000000e+00
## GPX4 5.250698e-04 -0.4265897 0.571 0.799 1.000000e+00
## DEF6 5.374186e-04 0.2804975 0.643 0.486 1.000000e+00
## BTG1 5.499246e-04 -0.2882613 1.000 1.000 1.000000e+00
## CRIP1 5.559110e-04 0.2992582 0.476 0.268 1.000000e+00
## SOX4 5.596024e-04 -1.0181672 0.024 0.260 1.000000e+00
## SASH3 5.706811e-04 0.4185211 0.476 0.305 1.000000e+00
## PTGES3 5.753442e-04 0.2976514 0.857 0.811 1.000000e+00
## SNRPD3 6.006587e-04 0.2983680 0.714 0.592 1.000000e+00
## TUSC2 6.009903e-04 0.3008723 0.381 0.193 1.000000e+00
## CD47 6.103274e-04 0.2944685 0.738 0.594 1.000000e+00
## UBE2L3 6.204115e-04 0.3560144 0.690 0.564 1.000000e+00
## CCDC47 6.258004e-04 0.3586380 0.357 0.178 1.000000e+00
## POLR2G 6.342289e-04 0.2545012 0.619 0.402 1.000000e+00
## ENSA 6.362859e-04 0.3751508 0.667 0.500 1.000000e+00
## FERMT3 6.429633e-04 0.2998403 0.667 0.459 1.000000e+00
## CXCR4 6.439736e-04 -0.4796032 0.333 0.656 1.000000e+00
## DNAJB14 6.494918e-04 0.3650612 0.595 0.434 1.000000e+00
## MARCKSL1 6.546687e-04 -0.4650443 0.429 0.699 1.000000e+00
## SNX5 6.607585e-04 0.3583945 0.476 0.281 1.000000e+00
## HDDC2 6.620308e-04 0.3494774 0.500 0.309 1.000000e+00
## PTPRE 6.653134e-04 0.2583190 0.476 0.240 1.000000e+00
## NANS 6.682182e-04 -0.3433980 0.024 0.258 1.000000e+00
## DRAP1 6.711692e-04 0.3544289 0.833 0.625 1.000000e+00
## ID3 6.791225e-04 -0.5692378 0.167 0.443 1.000000e+00
## OGT 6.979512e-04 0.2873879 0.524 0.311 1.000000e+00
## ITGB1BP1 6.985864e-04 0.3106272 0.500 0.301 1.000000e+00
## CCDC12 7.007057e-04 0.3270121 0.571 0.381 1.000000e+00
## ARMCX3 7.408567e-04 0.3580528 0.405 0.219 1.000000e+00
## HSPA5 7.479449e-04 0.5526409 0.738 0.600 1.000000e+00
## CHMP4A 7.682109e-04 0.3080601 0.714 0.557 1.000000e+00
## TUBA4A 7.685903e-04 0.2555697 0.833 0.699 1.000000e+00
## KLF6 7.725390e-04 0.3305036 1.000 0.857 1.000000e+00
## PSMC5 7.729080e-04 0.2607958 0.690 0.516 1.000000e+00
## ULK3 7.743598e-04 0.2964701 0.333 0.154 1.000000e+00
## PCNX4 7.772885e-04 0.3996516 0.310 0.131 1.000000e+00
## SELENOW 7.891096e-04 0.4590400 0.738 0.607 1.000000e+00
## CCDC115 7.952397e-04 0.2621680 0.429 0.252 1.000000e+00
## GLIPR2 7.971423e-04 0.3454886 0.524 0.309 1.000000e+00
## SLBP 8.055861e-04 0.3225864 0.452 0.264 1.000000e+00
## PDCD10 8.158431e-04 0.2579822 0.571 0.391 1.000000e+00
## SIRT7 8.470491e-04 0.3514379 0.548 0.340 1.000000e+00
## DAPP1 8.510691e-04 -0.3554800 0.024 0.256 1.000000e+00
## LAX1 8.615591e-04 0.2796009 0.262 0.102 1.000000e+00
## SRRM2 8.716412e-04 0.3604216 0.881 0.838 1.000000e+00
## CYTH4 8.755282e-04 0.3578583 0.548 0.371 1.000000e+00
## HIPK2 8.845114e-04 0.4182122 0.381 0.213 1.000000e+00
## INPP5D 8.892681e-04 0.3355932 0.476 0.281 1.000000e+00
## EMC7 8.920577e-04 0.2656341 0.476 0.297 1.000000e+00
## TMA7 9.078384e-04 0.2531077 1.000 0.982 1.000000e+00
## ATP5MF 9.191247e-04 0.2643409 0.810 0.689 1.000000e+00
## CHD9 9.260724e-04 0.2700325 0.452 0.242 1.000000e+00
## RNPEPL1 9.383785e-04 0.3347632 0.619 0.463 1.000000e+00
## PREX1 9.467631e-04 0.4156300 0.381 0.201 1.000000e+00
## CYFIP2 9.691475e-04 0.3346647 0.643 0.455 1.000000e+00
## BIN2 9.913540e-04 0.3275008 0.857 0.736 1.000000e+00
## ARHGEF1 9.977520e-04 0.3346524 0.762 0.697 1.000000e+00
## ORAI1 1.003781e-03 0.3097094 0.571 0.393 1.000000e+00
## NCOR1 1.005010e-03 0.2686800 0.738 0.582 1.000000e+00
## PRPF38B 1.043054e-03 0.4065788 0.762 0.715 1.000000e+00
## WIPF1 1.049965e-03 0.3365653 0.667 0.510 1.000000e+00
## PHACTR2 1.054050e-03 0.3993169 0.429 0.242 1.000000e+00
## SNHG8 1.059680e-03 -0.3989051 0.500 0.752 1.000000e+00
## ARAP2 1.072342e-03 0.3725261 0.357 0.186 1.000000e+00
## GNL3 1.074342e-03 -0.2772367 0.048 0.297 1.000000e+00
## SIPA1 1.090911e-03 0.2995880 0.524 0.324 1.000000e+00
## ABLIM1 1.096652e-03 -0.3831327 0.143 0.412 1.000000e+00
## CCDC124 1.103290e-03 0.2713235 0.381 0.203 1.000000e+00
## UBE2A 1.106984e-03 0.3178926 0.429 0.256 1.000000e+00
## METTL23 1.110091e-03 0.2993452 0.476 0.299 1.000000e+00
## MAPK1 1.132823e-03 0.3845452 0.476 0.283 1.000000e+00
## GIMAP4 1.150843e-03 0.3543663 0.857 0.777 1.000000e+00
## H1FX 1.174930e-03 -0.3807808 0.548 0.820 1.000000e+00
## POM121C 1.185946e-03 0.2981942 0.310 0.148 1.000000e+00
## BSG 1.212212e-03 0.3194372 0.619 0.459 1.000000e+00
## ADAR 1.293468e-03 0.2991843 0.595 0.404 1.000000e+00
## RAPGEF1 1.297083e-03 0.2872264 0.286 0.129 1.000000e+00
## SELENOK 1.307910e-03 0.3340735 0.667 0.520 1.000000e+00
## GABARAPL1 1.310295e-03 0.3216093 0.357 0.182 1.000000e+00
## ZFAND2B 1.314488e-03 0.2687719 0.452 0.264 1.000000e+00
## UPF3A 1.355959e-03 0.2974837 0.548 0.332 1.000000e+00
## C9orf16 1.373394e-03 0.2654127 0.810 0.705 1.000000e+00
## GBP1 1.379524e-03 0.3914221 0.476 0.287 1.000000e+00
## CASP8 1.383688e-03 0.3445107 0.548 0.365 1.000000e+00
## VASP 1.384351e-03 0.3876980 0.714 0.572 1.000000e+00
## COMMD2 1.397006e-03 0.3081880 0.381 0.223 1.000000e+00
## IRF3 1.398572e-03 0.3666657 0.619 0.461 1.000000e+00
## LIMS1 1.402799e-03 -0.5248201 0.190 0.443 1.000000e+00
## PPP6R1 1.409731e-03 0.3172363 0.452 0.283 1.000000e+00
## MIB2 1.417821e-03 0.2930689 0.357 0.182 1.000000e+00
## SPOCK2 1.486719e-03 -0.2902162 0.262 0.561 1.000000e+00
## SAMHD1 1.504837e-03 -0.4269060 0.476 0.758 1.000000e+00
## ZBTB1 1.516325e-03 0.2541240 0.452 0.242 1.000000e+00
## NDUFA12 1.532754e-03 0.2755655 0.881 0.740 1.000000e+00
## CAPNS1 1.555087e-03 0.3785416 0.667 0.477 1.000000e+00
## SDF2L1 1.560121e-03 0.2859596 0.429 0.246 1.000000e+00
## LAIR1 1.576357e-03 0.2682026 0.429 0.236 1.000000e+00
## BCL7B 1.586088e-03 0.2696034 0.452 0.275 1.000000e+00
## LDHA 1.612189e-03 0.2928301 0.905 0.789 1.000000e+00
## ZCCHC17 1.623664e-03 0.3192976 0.357 0.182 1.000000e+00
## GOLGA4 1.627173e-03 0.3130834 0.714 0.547 1.000000e+00
## RGCC 1.642142e-03 -0.3980266 0.262 0.545 1.000000e+00
## NR4A2 1.650731e-03 0.6112985 0.714 0.660 1.000000e+00
## UFD1 1.660366e-03 0.2543109 0.524 0.342 1.000000e+00
## MT2A 1.668243e-03 0.4197900 0.452 0.266 1.000000e+00
## DAZAP1 1.696337e-03 0.2911976 0.500 0.330 1.000000e+00
## H2AFJ 1.703315e-03 -0.3338454 0.119 0.371 1.000000e+00
## FLT3LG 1.715807e-03 -0.3556493 0.214 0.477 1.000000e+00
## TECPR1 1.785333e-03 -0.2634454 0.048 0.279 1.000000e+00
## CNIH1 1.795318e-03 -0.2938362 0.143 0.406 1.000000e+00
## COMMD7 1.796362e-03 0.2804349 0.595 0.412 1.000000e+00
## VIM 1.800495e-03 -0.4444984 0.952 0.971 1.000000e+00
## MED13 1.834972e-03 0.3029188 0.405 0.236 1.000000e+00
## HNRNPDL 1.862693e-03 0.2665721 0.952 0.928 1.000000e+00
## PLEKHO1 1.872588e-03 -0.4371118 0.167 0.402 1.000000e+00
## CD28 1.882983e-03 -0.2942743 0.095 0.355 1.000000e+00
## PSD4 1.887065e-03 0.2655797 0.310 0.148 1.000000e+00
## GPS2 1.905378e-03 0.3240601 0.429 0.266 1.000000e+00
## MED6 1.948924e-03 0.2533559 0.405 0.225 1.000000e+00
## FKBP2 1.969026e-03 0.3020375 0.500 0.318 1.000000e+00
## MAP1LC3B 2.030315e-03 0.2913241 0.857 0.689 1.000000e+00
## PSMD8 2.046500e-03 0.2723731 0.738 0.633 1.000000e+00
## SDHC 2.088647e-03 0.3066539 0.571 0.408 1.000000e+00
## SRSF7 2.111418e-03 0.3090928 1.000 0.959 1.000000e+00
## RNF168 2.142829e-03 0.3582654 0.381 0.223 1.000000e+00
## PHACTR4 2.183207e-03 0.3817122 0.405 0.223 1.000000e+00
## TMX4 2.223379e-03 0.3500817 0.476 0.295 1.000000e+00
## PSMC1 2.238949e-03 0.3692900 0.500 0.334 1.000000e+00
## EMB 2.260270e-03 0.2623627 0.619 0.441 1.000000e+00
## NUDT2 2.267244e-03 0.2820156 0.262 0.115 1.000000e+00
## BCAP31 2.276115e-03 0.3212010 0.643 0.516 1.000000e+00
## SKAP1 2.303744e-03 0.3087528 0.643 0.498 1.000000e+00
## ACTR3 2.307737e-03 0.3258606 0.857 0.783 1.000000e+00
## CD2BP2 2.319031e-03 0.2811217 0.381 0.207 1.000000e+00
## RPS6KA1 2.343480e-03 0.3991599 0.452 0.305 1.000000e+00
## MED4 2.366451e-03 0.2910632 0.476 0.322 1.000000e+00
## CHMP7 2.376615e-03 -0.2865416 0.071 0.305 1.000000e+00
## RABGAP1L 2.420972e-03 0.2890626 0.476 0.309 1.000000e+00
## MAP2K7 2.447423e-03 0.3035850 0.381 0.203 1.000000e+00
## TMEM14C 2.465202e-03 -0.2819805 0.095 0.326 1.000000e+00
## RBM42 2.529583e-03 0.2590215 0.357 0.197 1.000000e+00
## ACTR1A 2.544059e-03 0.3450497 0.310 0.160 1.000000e+00
## AHSA1 2.561957e-03 0.2954999 0.429 0.256 1.000000e+00
## OGA 2.655298e-03 0.2751970 0.619 0.453 1.000000e+00
## C1D 2.724953e-03 0.2552736 0.476 0.314 1.000000e+00
## STMN1 2.745588e-03 -0.2872528 0.095 0.322 1.000000e+00
## SFT2D1 2.789304e-03 0.2633622 0.452 0.297 1.000000e+00
## FKBP5 2.869194e-03 -0.3126727 0.167 0.395 1.000000e+00
## FCMR 2.899789e-03 -0.3906647 0.333 0.555 1.000000e+00
## BZW2 3.001806e-03 -0.2727718 0.071 0.287 1.000000e+00
## NT5C 3.051176e-03 0.2968613 0.405 0.240 1.000000e+00
## INPP4A 3.061289e-03 0.3141281 0.381 0.232 1.000000e+00
## ADH5 3.095141e-03 0.2685193 0.548 0.402 1.000000e+00
## TOMM20 3.095328e-03 -0.2742576 0.619 0.842 1.000000e+00
## EIF3L 3.137117e-03 -0.2562370 0.762 0.918 1.000000e+00
## SOD2 3.163094e-03 -0.4553897 0.238 0.484 1.000000e+00
## GBP2 3.164555e-03 0.4342330 0.571 0.441 1.000000e+00
## SMG1 3.253866e-03 0.3003302 0.524 0.346 1.000000e+00
## APOL6 3.308130e-03 0.3227852 0.524 0.338 1.000000e+00
## TMEM160 3.321156e-03 0.2632088 0.548 0.404 1.000000e+00
## CHORDC1 3.420262e-03 0.3413631 0.452 0.320 1.000000e+00
## SLC2A3 3.426274e-03 -0.4119071 0.571 0.773 1.000000e+00
## NPC2 3.481340e-03 -0.5620430 0.238 0.494 1.000000e+00
## ADI1 3.484966e-03 -0.3022293 0.119 0.357 1.000000e+00
## ARL6IP1 3.513839e-03 0.3493337 0.643 0.545 1.000000e+00
## TINF2 3.538843e-03 0.3025776 0.405 0.244 1.000000e+00
## TMX1 3.608564e-03 0.2819694 0.381 0.221 1.000000e+00
## TAP1 3.655425e-03 0.3905743 0.595 0.430 1.000000e+00
## SMARCA2 3.679811e-03 0.3529308 0.595 0.471 1.000000e+00
## LCOR 3.691422e-03 0.2578999 0.405 0.240 1.000000e+00
## RFLNB 3.732371e-03 -0.3412523 0.214 0.465 1.000000e+00
## CAST 3.739030e-03 0.4372206 0.643 0.564 1.000000e+00
## EIF3F 3.774560e-03 -0.2577997 0.810 0.947 1.000000e+00
## ERLEC1 3.778378e-03 0.2606682 0.310 0.158 1.000000e+00
## AC245297.3 3.820936e-03 0.3207634 0.762 0.641 1.000000e+00
## PCM1 3.829314e-03 0.2740941 0.667 0.527 1.000000e+00
## CDC42SE1 3.878933e-03 0.3556660 0.714 0.662 1.000000e+00
## PSMB2 4.010956e-03 0.3164928 0.500 0.348 1.000000e+00
## SRI 4.109953e-03 0.3173574 0.571 0.445 1.000000e+00
## CDC42SE2 4.115622e-03 0.3052696 0.762 0.717 1.000000e+00
## TOR1AIP2 4.127704e-03 0.3258605 0.381 0.219 1.000000e+00
## PDK1 4.271676e-03 -0.2571463 0.071 0.287 1.000000e+00
## PSENEN 4.316878e-03 0.2738367 0.333 0.184 1.000000e+00
## RABAC1 4.340101e-03 0.3526473 0.667 0.584 1.000000e+00
## DCTN3 4.344705e-03 0.2797082 0.595 0.459 1.000000e+00
## CYLD 4.353031e-03 -0.3558335 0.452 0.691 1.000000e+00
## SMIM10L1 4.359468e-03 0.2824654 0.405 0.246 1.000000e+00
## SOCS3 4.380780e-03 -0.4362596 0.381 0.561 1.000000e+00
## WDR55 4.402787e-03 0.2702033 0.262 0.123 1.000000e+00
## ZNF207 4.485661e-03 0.2739087 0.643 0.502 1.000000e+00
## JPT1 4.626168e-03 0.2580605 0.571 0.420 1.000000e+00
## NDUFA5 4.713043e-03 0.3296908 0.571 0.463 1.000000e+00
## DDX52 4.735290e-03 0.2799065 0.357 0.201 1.000000e+00
## SLC25A37 4.746788e-03 -0.2587021 0.071 0.277 1.000000e+00
## ATP2A3 4.787247e-03 0.3010014 0.405 0.248 1.000000e+00
## STK25 4.881649e-03 0.3019837 0.333 0.191 1.000000e+00
## KPNB1 5.001239e-03 0.2602180 0.643 0.527 1.000000e+00
## UPF3B 5.024384e-03 0.3418908 0.310 0.168 1.000000e+00
## DUSP1 5.049914e-03 -0.3243457 0.881 0.953 1.000000e+00
## CAPG 5.158781e-03 -0.5125111 0.071 0.258 1.000000e+00
## TAF7 5.217810e-03 0.3105822 0.738 0.557 1.000000e+00
## GYPC 5.251185e-03 -0.3097541 0.476 0.709 1.000000e+00
## FOSB 5.296388e-03 -0.3126832 0.952 0.973 1.000000e+00
## APEX1 5.328097e-03 -0.3227611 0.452 0.639 1.000000e+00
## SCAND1 5.371428e-03 0.2973865 0.667 0.547 1.000000e+00
## VMP1 5.381148e-03 0.4202296 0.619 0.512 1.000000e+00
## DYNLL1 5.479488e-03 0.2934895 0.857 0.789 1.000000e+00
## PDE7A 5.613248e-03 -0.3459308 0.262 0.484 1.000000e+00
## ABCF1 5.648021e-03 0.2674174 0.429 0.268 1.000000e+00
## FKBP1A 5.660054e-03 -0.3627611 0.405 0.637 1.000000e+00
## TXNDC9 5.718217e-03 0.2691652 0.333 0.189 1.000000e+00
## YWHAZ 5.725113e-03 0.3362544 0.929 0.873 1.000000e+00
## SELENOS 5.766427e-03 0.2772295 0.429 0.277 1.000000e+00
## SSNA1 5.904969e-03 0.2640446 0.524 0.418 1.000000e+00
## CSGALNACT1 5.918973e-03 -0.2904048 0.071 0.270 1.000000e+00
## SNRK 5.931203e-03 0.2678739 0.476 0.322 1.000000e+00
## MCUB 5.984550e-03 -0.2904309 0.357 0.617 1.000000e+00
## CCDC90B 6.068628e-03 0.2862972 0.381 0.225 1.000000e+00
## CPNE3 6.074853e-03 0.2730539 0.429 0.277 1.000000e+00
## MRFAP1L1 6.174498e-03 0.2600857 0.357 0.211 1.000000e+00
## ATP11B 6.196248e-03 0.2542549 0.333 0.180 1.000000e+00
## ADD1 6.200136e-03 0.3251408 0.476 0.332 1.000000e+00
## TMEM59 6.279903e-03 0.2646481 0.833 0.693 1.000000e+00
## FAM96B 6.365988e-03 0.3161538 0.619 0.486 1.000000e+00
## ATP5MD 6.504932e-03 0.2509976 0.810 0.701 1.000000e+00
## SAMD9 6.582031e-03 0.4246496 0.476 0.336 1.000000e+00
## IFI35 6.593772e-03 0.3153760 0.381 0.234 1.000000e+00
## HCLS1 6.624034e-03 0.2981786 0.738 0.680 1.000000e+00
## PMF1 6.681386e-03 0.2504636 0.405 0.254 1.000000e+00
## CHMP1A 6.749814e-03 0.3343509 0.405 0.260 1.000000e+00
## PSMC4 6.797562e-03 0.2996346 0.452 0.330 1.000000e+00
## IAH1 6.800015e-03 0.2512519 0.524 0.377 1.000000e+00
## CABIN1 6.826295e-03 0.2825351 0.357 0.211 1.000000e+00
## PRCC 6.968884e-03 0.2704438 0.286 0.154 1.000000e+00
## NLRC5 6.990098e-03 0.4124770 0.429 0.291 1.000000e+00
## UBE2L6 6.994563e-03 0.3306039 0.548 0.424 1.000000e+00
## IKBKG 7.106420e-03 0.2769205 0.286 0.154 1.000000e+00
## DNAJB1 7.351070e-03 -0.4170189 0.619 0.760 1.000000e+00
## AL121944.1 7.375266e-03 -0.3177529 0.119 0.311 1.000000e+00
## SGK1 7.483749e-03 -0.3322310 0.143 0.367 1.000000e+00
## TUT7 7.640766e-03 0.2927928 0.381 0.223 1.000000e+00
## GSTK1 7.662304e-03 0.3255073 0.810 0.781 1.000000e+00
## CCT7 7.757236e-03 0.2648324 0.619 0.482 1.000000e+00
## PURA 7.827145e-03 0.2881672 0.548 0.371 1.000000e+00
## UNC13D 7.850133e-03 0.2626304 0.357 0.213 1.000000e+00
## SLFN12L 8.035538e-03 0.4082349 0.286 0.158 1.000000e+00
## STUB1 8.061463e-03 0.2995198 0.571 0.484 1.000000e+00
## TTC3 8.150710e-03 -0.2944204 0.429 0.670 1.000000e+00
## FLOT1 8.171906e-03 0.2971992 0.381 0.248 1.000000e+00
## EWSR1 8.223714e-03 0.2946242 0.571 0.459 1.000000e+00
## SRSF4 8.291096e-03 0.3141818 0.619 0.484 1.000000e+00
## LINC01550 8.418611e-03 -0.2516569 0.071 0.266 1.000000e+00
## KDM6B 8.437154e-03 -0.3207591 0.286 0.518 1.000000e+00
## CCNL1 8.520683e-03 -0.2991564 0.738 0.912 1.000000e+00
## PTEN 8.678678e-03 -0.2972182 0.238 0.471 1.000000e+00
## LINC00623 8.900181e-03 0.3181758 0.548 0.424 1.000000e+00
## TROVE2 9.057864e-03 0.2821452 0.476 0.320 1.000000e+00
## POLR1D 9.075672e-03 -0.3079873 0.476 0.678 1.000000e+00
## JAK1 9.100066e-03 0.3175016 0.833 0.768 1.000000e+00
## COX20 9.388218e-03 0.2760629 0.452 0.301 1.000000e+00
## SERP1 9.434553e-03 -0.2778327 0.738 0.916 1.000000e+00
## CLDND1 9.669739e-03 0.4396017 0.429 0.283 1.000000e+00
## ADCY7 9.758528e-03 0.2580832 0.333 0.199 1.000000e+00
## THEM4 9.761237e-03 -0.2922753 0.190 0.393 1.000000e+00
## IDI1 9.840478e-03 0.3824847 0.571 0.457 1.000000e+00
## HSPB1 1.034310e-02 -0.3065542 0.238 0.447 1.000000e+00
## VPS28 1.038578e-02 0.2765276 0.738 0.670 1.000000e+00
## DYNLRB1 1.054779e-02 0.2827692 0.667 0.576 1.000000e+00
## LCP1 1.071920e-02 0.3199958 0.833 0.711 1.000000e+00
## MALT1 1.073014e-02 -0.2750541 0.190 0.387 1.000000e+00
## MRPL14 1.078183e-02 0.2732639 0.405 0.281 1.000000e+00
## INPP4B 1.100218e-02 -0.2562429 0.143 0.344 1.000000e+00
## USP10 1.107890e-02 -0.2530856 0.119 0.311 1.000000e+00
## BRD7 1.109628e-02 0.3037880 0.524 0.404 1.000000e+00
## EIF2S3 1.130399e-02 -0.3017131 0.476 0.678 1.000000e+00
## CAPZA1 1.163466e-02 0.2571277 0.643 0.473 1.000000e+00
## ESD 1.179767e-02 -0.2530067 0.238 0.477 1.000000e+00
## RALY 1.206275e-02 0.2841983 0.595 0.541 1.000000e+00
## AKAP9 1.213649e-02 0.2847768 0.690 0.580 1.000000e+00
## TESPA1 1.216195e-02 -0.2876115 0.190 0.383 1.000000e+00
## SRSF11 1.255327e-02 0.2648793 0.833 0.738 1.000000e+00
## GTF3C6 1.267368e-02 0.3180878 0.452 0.336 1.000000e+00
## XBP1 1.298857e-02 0.3929993 0.548 0.455 1.000000e+00
## PRKCA 1.320816e-02 -0.3055975 0.286 0.484 1.000000e+00
## KDM5A 1.336696e-02 0.2956037 0.595 0.502 1.000000e+00
## SDHA 1.342027e-02 0.2924417 0.476 0.348 1.000000e+00
## DNTTIP2 1.370142e-02 0.2737748 0.429 0.299 1.000000e+00
## AGO3 1.387989e-02 0.2700852 0.381 0.246 1.000000e+00
## BRI3 1.388435e-02 -0.5129109 0.357 0.586 1.000000e+00
## UPP1 1.417664e-02 0.3072438 0.476 0.359 1.000000e+00
## RNF19A 1.451062e-02 0.2768691 0.333 0.201 1.000000e+00
## NDUFA8 1.462904e-02 0.2768519 0.333 0.207 1.000000e+00
## BTN3A2 1.468576e-02 0.3053922 0.667 0.615 1.000000e+00
## HEXA 1.479012e-02 0.2556556 0.405 0.268 1.000000e+00
## NFKBIZ 1.484770e-02 -0.3884353 0.429 0.615 1.000000e+00
## C7orf26 1.491631e-02 0.2554407 0.262 0.145 1.000000e+00
## KLF13 1.504085e-02 0.3592922 0.619 0.619 1.000000e+00
## GADD45B 1.522261e-02 0.2986131 0.905 0.934 1.000000e+00
## EZR 1.552826e-02 0.2986833 0.619 0.504 1.000000e+00
## SEC62 1.590348e-02 -0.2543271 0.500 0.695 1.000000e+00
## CD74 1.603326e-02 -0.2847013 0.857 0.744 1.000000e+00
## ATG12 1.685966e-02 0.2816170 0.500 0.389 1.000000e+00
## CNPY3 1.717230e-02 -0.3770591 0.262 0.459 1.000000e+00
## PHF20 1.723194e-02 0.2583132 0.595 0.486 1.000000e+00
## GLS 1.746142e-02 0.2607073 0.643 0.586 1.000000e+00
## GNAI3 1.751144e-02 0.3234693 0.500 0.410 1.000000e+00
## ZNF428 1.831063e-02 0.3104427 0.452 0.348 1.000000e+00
## TYMP 1.910165e-02 -0.8268500 0.190 0.355 1.000000e+00
## THOC2 1.922830e-02 0.2714977 0.524 0.414 1.000000e+00
## PDLIM2 1.954624e-02 0.2893626 0.476 0.359 1.000000e+00
## PARK7 2.064382e-02 0.2769748 0.738 0.715 1.000000e+00
## TIAL1 2.088710e-02 0.2654857 0.548 0.469 1.000000e+00
## PPT1 2.093691e-02 -0.2943349 0.238 0.434 1.000000e+00
## CD84 2.104713e-02 0.3790519 0.357 0.236 1.000000e+00
## AC025164.1 2.197326e-02 -0.2735610 0.238 0.439 1.000000e+00
## ANKRD36C 2.224459e-02 0.2562970 0.333 0.215 1.000000e+00
## ARHGDIA 2.281884e-02 0.2579167 0.643 0.619 1.000000e+00
## GPR65 2.282888e-02 0.2583891 0.357 0.240 1.000000e+00
## ATRX 2.319193e-02 0.2550434 0.714 0.658 1.000000e+00
## PLP2 2.365744e-02 -0.3285869 0.452 0.590 1.000000e+00
## ACAA2 2.376175e-02 0.3401962 0.310 0.201 1.000000e+00
## TMEM154 2.376380e-02 -0.2889799 0.119 0.277 1.000000e+00
## CTDSP1 2.411441e-02 0.2546961 0.476 0.363 1.000000e+00
## MID1IP1 2.482537e-02 -0.2565999 0.143 0.299 1.000000e+00
## TRBC1 2.486819e-02 0.2645389 0.738 0.584 1.000000e+00
## TSTA3 2.552062e-02 0.2759479 0.333 0.221 1.000000e+00
## RHOB 2.554219e-02 0.2763305 0.476 0.328 1.000000e+00
## UHMK1 2.555445e-02 0.2653849 0.429 0.318 1.000000e+00
## TAP2 2.656602e-02 0.2610299 0.286 0.182 1.000000e+00
## PEBP1 2.790429e-02 -0.2776303 0.619 0.719 1.000000e+00
## NAMPT 3.128143e-02 -0.4180625 0.214 0.352 1.000000e+00
## SMARCA5 3.176377e-02 0.2608478 0.476 0.389 1.000000e+00
## ATF7IP 3.279109e-02 0.2901015 0.476 0.385 1.000000e+00
## KIAA1109 3.494018e-02 0.2741716 0.286 0.182 1.000000e+00
## GNL1 3.581150e-02 0.2703686 0.357 0.264 1.000000e+00
## GRN 3.625551e-02 -0.6561185 0.119 0.254 1.000000e+00
## PMAIP1 3.723630e-02 0.5292137 0.500 0.387 1.000000e+00
## MYO9B 3.813583e-02 0.2717490 0.405 0.291 1.000000e+00
## SH3GLB1 3.863028e-02 0.2718056 0.405 0.314 1.000000e+00
## TSC22D3 3.914441e-02 -0.2823763 0.857 0.891 1.000000e+00
## LTA4H 3.954657e-02 -0.3632620 0.238 0.412 1.000000e+00
## SMAP2 4.131024e-02 -0.2765388 0.476 0.662 1.000000e+00
## IFI16 4.338553e-02 0.2822876 0.595 0.490 1.000000e+00
## BRAF 4.456757e-02 0.2838061 0.310 0.215 1.000000e+00
## DYNC1H1 4.506009e-02 0.2808436 0.524 0.453 1.000000e+00
## PECAM1 4.876268e-02 -0.2563751 0.119 0.260 1.000000e+00
## MAPRE2 5.005537e-02 0.2599617 0.310 0.205 1.000000e+00
## COTL1 5.196547e-02 -0.4397856 0.571 0.719 1.000000e+00
## S100A9 5.263683e-02 -3.3898666 0.167 0.293 1.000000e+00
## SAR1B 5.298364e-02 0.3212909 0.286 0.199 1.000000e+00
## SNX1 5.416239e-02 0.2696191 0.333 0.240 1.000000e+00
## KDM2A 6.138025e-02 0.2552933 0.548 0.473 1.000000e+00
## CTSS 6.198347e-02 -1.1325701 0.786 0.613 1.000000e+00
## IL17RA 6.682766e-02 -0.2678139 0.190 0.338 1.000000e+00
## TALDO1 6.960258e-02 -0.4988382 0.429 0.590 1.000000e+00
## CTSB 7.160346e-02 -0.3943618 0.238 0.361 1.000000e+00
## MIA2 7.233624e-02 0.2736076 0.310 0.223 1.000000e+00
## TXK 7.340635e-02 0.3179994 0.429 0.373 1.000000e+00
## CTBP1 7.628264e-02 0.3452941 0.333 0.266 1.000000e+00
## TTC14 7.846686e-02 0.2597805 0.524 0.455 1.000000e+00
## NR4A1 8.353324e-02 -0.2700727 0.500 0.598 1.000000e+00
## BUB3 8.525284e-02 0.2871225 0.524 0.518 1.000000e+00
## BAX 8.719878e-02 0.2590287 0.500 0.432 1.000000e+00
## PRNP 9.275818e-02 0.2737101 0.357 0.287 1.000000e+00
## TKT 9.396993e-02 -0.5081192 0.524 0.637 1.000000e+00
## ZFP36L1 9.474473e-02 0.3174887 0.857 0.791 1.000000e+00
## PRDM2 1.007782e-01 0.2840104 0.500 0.426 1.000000e+00
## ATM 1.134258e-01 0.2908811 0.786 0.709 1.000000e+00
## GGNBP2 1.165281e-01 0.3120699 0.548 0.615 1.000000e+00
## TRIM56 1.351000e-01 0.3052447 0.405 0.342 1.000000e+00
## STX4 1.384527e-01 0.2734563 0.286 0.232 1.000000e+00
## ADA2 1.387484e-01 -0.2963841 0.190 0.279 1.000000e+00
## EVI2B 1.463516e-01 -0.3041203 0.548 0.697 1.000000e+00
## AC007952.4 1.506016e-01 -0.3018794 0.595 0.652 1.000000e+00
## ISG15 1.571920e-01 0.5357464 0.524 0.457 1.000000e+00
## LYZ 1.889125e-01 -3.0358148 0.310 0.400 1.000000e+00
## LST1 1.918915e-01 -0.6703868 0.262 0.348 1.000000e+00
## POU2F2 2.161711e-01 -0.3194653 0.357 0.439 1.000000e+00
## SRPRA 2.299035e-01 0.2670760 0.381 0.371 1.000000e+00
## HLA-DRA 2.366477e-01 -1.0061880 0.238 0.305 1.000000e+00
## DUSP2 2.844231e-01 -0.3397207 0.595 0.639 1.000000e+00
## IER3 3.972759e-01 -0.3695888 0.405 0.441 1.000000e+00
## FTL 4.781340e-01 -0.7596393 1.000 0.992 1.000000e+00
## VSIR 5.172879e-01 -0.2553724 0.476 0.531 1.000000e+00
## PSAP 9.441890e-01 -0.9388107 0.548 0.482 1.000000e+00# Find all markers of cluster 3 using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)
cluster3.markers1 <- FindMarkers(pbmcclust, ident.1 = 3, logfc.threshold = 0.25, test.use = "roc", only.pos = TRUE)
"Putative biomarkers (differentially expressed features) for cluster 3 (cell subpopulation 3) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"## [1] "Putative biomarkers (differentially expressed features) for cluster 3 (cell subpopulation 3) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"head(cluster3.markers1, n = 5)## myAUC avg_diff power avg_logFC pct.1 pct.2
## NKG7 0.999 3.8789412 0.998 3.8789412 1.000 0.094
## CCL5 0.998 3.4939855 0.996 3.4939855 1.000 0.090
## CST7 0.998 2.4626450 0.996 2.4626450 1.000 0.064
## GZMA 0.970 2.5640785 0.940 2.5640785 0.952 0.055
## B2M 0.963 0.6616998 0.926 0.6616998 1.000 1.000cluster3.markers1## myAUC avg_diff power avg_logFC pct.1 pct.2
## NKG7 0.999 3.8789412 0.998 3.8789412 1.000 0.094
## CCL5 0.998 3.4939855 0.996 3.4939855 1.000 0.090
## CST7 0.998 2.4626450 0.996 2.4626450 1.000 0.064
## GZMA 0.970 2.5640785 0.940 2.5640785 0.952 0.055
## B2M 0.963 0.6616998 0.926 0.6616998 1.000 1.000
## HLA-B 0.961 0.7274282 0.922 0.7274282 1.000 1.000
## HLA-A 0.956 0.7044289 0.912 0.7044289 1.000 1.000
## CD99 0.952 1.1615625 0.904 1.1615625 1.000 0.732
## HLA-C 0.947 0.9025731 0.894 0.9025731 1.000 1.000
## GZMM 0.941 1.3544801 0.882 1.3544801 0.952 0.301
## APOBEC3G 0.937 1.3083457 0.874 1.3083457 0.929 0.244
## CTSW 0.936 2.0367228 0.872 2.0367228 0.905 0.154
## CD81 0.921 1.1399964 0.842 1.1399964 0.976 0.545
## HCST 0.920 1.1682466 0.840 1.1682466 1.000 0.838
## PRF1 0.908 2.3861331 0.816 2.3861331 0.833 0.066
## RUNX3 0.905 1.1202375 0.810 1.1202375 0.929 0.316
## MYL12A 0.889 0.7258832 0.778 0.7258832 1.000 0.992
## MYL12B 0.889 0.6932499 0.778 0.6932499 1.000 0.941
## EFHD2 0.881 1.4256108 0.762 1.4256108 0.881 0.262
## CCL4 0.876 2.5317469 0.752 2.5317469 0.786 0.051
## ABHD17A 0.873 1.1098396 0.746 1.1098396 0.952 0.596
## HOPX 0.872 1.5868618 0.744 1.5868618 0.762 0.039
## GZMH 0.868 2.5846017 0.736 2.5846017 0.738 0.008
## FGFBP2 0.867 2.5715686 0.734 2.5715686 0.738 0.018
## PLEK 0.866 1.1196043 0.732 1.1196043 0.857 0.164
## C12orf75 0.863 1.1237759 0.726 1.1237759 0.810 0.172
## SYNE2 0.863 0.9990871 0.726 0.9990871 0.929 0.482
## IL32 0.863 0.9859924 0.726 0.9859924 0.976 0.693
## PPP2R5C 0.863 0.9358897 0.726 0.9358897 0.952 0.637
## ABI3 0.858 1.1261835 0.716 1.1261835 0.762 0.092
## LITAF 0.855 0.8495526 0.710 0.8495526 0.929 0.703
## TBX21 0.854 1.2125644 0.708 1.2125644 0.714 0.016
## KLRD1 0.853 2.0052753 0.706 2.0052753 0.714 0.027
## SH3BGRL3 0.853 0.7499981 0.706 0.7499981 1.000 0.975
## TMSB4X 0.852 0.4183772 0.704 0.4183772 1.000 1.000
## SLC9A3R1 0.851 1.0032867 0.702 1.0032867 0.857 0.455
## CLIC1 0.850 0.8812121 0.700 0.8812121 0.952 0.617
## CHST12 0.848 1.0026598 0.696 1.0026598 0.786 0.162
## ZEB2 0.844 1.1529472 0.688 1.1529472 0.833 0.180
## MBP 0.843 0.8464692 0.686 0.8464692 0.952 0.547
## ARPC2 0.843 0.6753121 0.686 0.6753121 0.976 0.941
## ZAP70 0.841 0.8523870 0.682 0.8523870 0.905 0.430
## IFNG 0.840 2.0233208 0.680 2.0233208 0.690 0.020
## CTSC 0.838 0.8723769 0.676 0.8723769 0.857 0.395
## GZMB 0.836 2.0526012 0.672 2.0526012 0.690 0.025
## ARPC5L 0.836 0.8663212 0.672 0.8663212 0.833 0.344
## PFN1 0.835 0.6407791 0.670 0.6407791 1.000 0.996
## CALM1 0.835 0.6153887 0.670 0.6153887 1.000 0.988
## GNLY 0.834 3.4605276 0.668 3.4605276 0.690 0.072
## AC004687.1 0.834 0.9795281 0.668 0.9795281 0.857 0.332
## ADGRG1 0.832 1.4552855 0.664 1.4552855 0.667 0.006
## CFL1 0.829 0.5778538 0.658 0.5778538 1.000 0.996
## FCGR3A 0.826 2.0554615 0.652 2.0554615 0.667 0.035
## SPON2 0.824 1.8437614 0.648 1.8437614 0.667 0.043
## PSMB9 0.823 0.8660706 0.646 0.8660706 0.929 0.684
## CD247 0.822 1.3550568 0.644 1.3550568 0.905 0.633
## APMAP 0.822 0.9689249 0.644 0.9689249 0.714 0.156
## HLA-E 0.822 0.4366478 0.644 0.4366478 1.000 1.000
## TPST2 0.821 0.7869061 0.642 0.7869061 0.738 0.170
## MATK 0.820 0.9898859 0.640 0.9898859 0.667 0.047
## C1orf21 0.820 0.9661029 0.640 0.9661029 0.643 0.004
## ACTG1 0.820 0.6269964 0.640 0.6269964 1.000 0.992
## ITGAL 0.819 0.8362041 0.638 0.8362041 0.810 0.348
## CD3D 0.816 0.7580655 0.632 0.7580655 0.952 0.805
## PPP1CA 0.815 0.7301967 0.630 0.7301967 0.976 0.719
## RASSF1 0.812 0.8403995 0.624 0.8403995 0.762 0.248
## CYBA 0.812 0.7424097 0.624 0.7424097 1.000 0.883
## TRGC2 0.810 1.1194441 0.620 1.1194441 0.643 0.033
## CYTOR 0.809 0.9751210 0.618 0.9751210 0.714 0.141
## LYAR 0.807 1.0033918 0.614 1.0033918 0.690 0.137
## ARL4C 0.806 0.7417150 0.612 0.7417150 0.952 0.764
## MYBL1 0.803 0.8736764 0.606 0.8736764 0.643 0.059
## RAB29 0.798 0.7883375 0.596 0.7883375 0.738 0.285
## RAP1B 0.798 0.7856983 0.596 0.7856983 0.952 0.883
## DOK2 0.798 0.7557626 0.596 0.7557626 0.833 0.395
## FCRL6 0.796 1.0913309 0.592 1.0913309 0.595 0.004
## SUN2 0.795 0.6406977 0.590 0.6406977 0.952 0.680
## CDKN2D 0.795 0.5234308 0.590 0.5234308 0.857 0.441
## CD63 0.794 1.0302943 0.588 1.0302943 0.762 0.375
## DHRS7 0.793 0.7986530 0.586 0.7986530 0.762 0.322
## APOBEC3C 0.791 0.8132479 0.582 0.8132479 0.690 0.191
## FLNA 0.791 0.6950027 0.582 0.6950027 0.881 0.445
## CD53 0.791 0.6398948 0.582 0.6398948 0.952 0.773
## ANXA1 0.790 0.7055004 0.580 0.7055004 0.952 0.498
## CLIC3 0.788 1.0414297 0.576 1.0414297 0.595 0.020
## SYNE1 0.787 0.7817057 0.574 0.7817057 0.786 0.361
## MYO1G 0.784 0.7019548 0.568 0.7019548 0.810 0.385
## IFITM2 0.783 0.8880846 0.566 0.8880846 0.952 0.783
## DBI 0.782 0.6131849 0.564 0.6131849 0.881 0.609
## SEPT7 0.779 0.5812882 0.558 0.5812882 0.976 0.814
## ACTB 0.779 0.5639525 0.558 0.5639525 1.000 1.000
## RAC2 0.779 0.5609150 0.558 0.5609150 0.976 0.916
## PSME1 0.779 0.5090501 0.558 0.5090501 1.000 0.893
## ARL6IP5 0.778 0.4840558 0.556 0.4840558 0.952 0.816
## ACTN4 0.777 0.6831262 0.554 0.6831262 0.738 0.240
## TRG-AS1 0.775 0.9157186 0.550 0.9157186 0.619 0.109
## ITGB2 0.774 0.6636168 0.548 0.6636168 0.952 0.803
## S100A4 0.772 0.7721167 0.544 0.7721167 0.952 0.742
## EMP3 0.770 0.4818393 0.540 0.4818393 1.000 0.895
## PPIA 0.770 0.4597587 0.540 0.4597587 1.000 0.980
## TTC38 0.769 0.9926737 0.538 0.9926737 0.548 0.016
## TIGIT 0.769 0.9331687 0.538 0.9331687 0.571 0.047
## SAMD3 0.767 0.8630298 0.534 0.8630298 0.619 0.145
## TSEN54 0.766 0.6835854 0.532 0.6835854 0.619 0.150
## PRR5 0.765 0.7285017 0.530 0.7285017 0.619 0.141
## MYL6 0.762 0.5324247 0.524 0.5324247 1.000 0.975
## KLRC2 0.761 1.4448326 0.522 1.4448326 0.524 0.002
## S1PR5 0.761 0.8587227 0.522 0.8587227 0.524 0.002
## KLRF1 0.760 1.4900409 0.520 1.4900409 0.524 0.006
## PTPN4 0.758 0.6058593 0.516 0.6058593 0.714 0.328
## CX3CR1 0.756 0.9367016 0.512 0.9367016 0.571 0.076
## RHOC 0.756 0.7332819 0.512 0.7332819 0.571 0.078
## PRELID1 0.755 0.6449362 0.510 0.6449362 0.810 0.623
## PDIA3 0.755 0.6232749 0.510 0.6232749 0.833 0.643
## ANXA6 0.755 0.5536591 0.510 0.5536591 0.905 0.656
## ASCL2 0.753 1.0120426 0.506 1.0120426 0.524 0.029
## TRDC 0.752 1.5816621 0.504 1.5816621 0.524 0.031
## SPCS2 0.751 0.4766874 0.502 0.4766874 0.857 0.566
## SCP2 0.750 0.5006744 0.500 0.5006744 0.810 0.463
## PTGDR 0.747 0.8153595 0.494 0.8153595 0.500 0.010
## CCDC88C 0.747 0.6450811 0.494 0.6450811 0.738 0.410
## KLRG1 0.745 0.7965433 0.490 0.7965433 0.595 0.152
## AHNAK 0.745 0.6167716 0.490 0.6167716 0.857 0.475
## TMEM50A 0.745 0.4585203 0.490 0.4585203 0.857 0.549
## SPN 0.744 0.7510387 0.488 0.7510387 0.714 0.383
## HLA-DPB1 0.744 0.4137352 0.488 0.4137352 0.810 0.367
## PLEKHF1 0.743 0.7069135 0.486 0.7069135 0.548 0.100
## RNF213 0.743 0.6943097 0.486 0.6943097 0.881 0.686
## GUK1 0.743 0.5296619 0.486 0.5296619 0.833 0.693
## GNPTAB 0.742 0.9232384 0.484 0.9232384 0.619 0.244
## PYHIN1 0.742 0.8413067 0.484 0.8413067 0.571 0.135
## CALR 0.742 0.6304546 0.484 0.6304546 0.952 0.709
## TES 0.741 0.5213189 0.482 0.5213189 0.762 0.418
## RAB27A 0.740 0.6098500 0.480 0.6098500 0.619 0.201
## PPP1R12A 0.740 0.4570866 0.480 0.4570866 0.881 0.566
## PLA2G16 0.739 0.6316804 0.478 0.6316804 0.548 0.088
## ATP2B4 0.739 0.6230996 0.478 0.6230996 0.571 0.152
## GNG2 0.739 0.6079288 0.478 0.6079288 0.690 0.338
## TBCB 0.739 0.5367742 0.478 0.5367742 0.762 0.412
## SELENOT 0.739 0.5330553 0.478 0.5330553 0.738 0.420
## POMP 0.739 0.4671251 0.478 0.4671251 0.810 0.488
## PTPRC 0.739 0.3833736 0.478 0.3833736 1.000 0.990
## PRSS23 0.738 0.9120942 0.476 0.9120942 0.476 0.000
## ANXA2 0.738 0.4713618 0.476 0.4713618 0.833 0.381
## CCND3 0.737 0.5406463 0.474 0.5406463 0.905 0.684
## SERF2 0.737 0.3541092 0.474 0.3541092 1.000 1.000
## MIAT 0.736 0.6668070 0.472 0.6668070 0.524 0.068
## ARPC4 0.736 0.5519907 0.472 0.5519907 0.857 0.645
## HNRNPA3 0.735 0.4065096 0.470 0.4065096 0.905 0.842
## KLRB1 0.734 1.0835408 0.468 1.0835408 0.595 0.145
## PPIB 0.734 0.4693209 0.468 0.4693209 0.905 0.785
## CCDC107 0.733 0.5605471 0.466 0.5605471 0.667 0.328
## CELF2 0.733 0.4188961 0.466 0.4188961 0.952 0.742
## MYO1F 0.732 0.7003263 0.464 0.7003263 0.643 0.230
## CIB1 0.732 0.4825123 0.464 0.4825123 0.881 0.666
## TCF25 0.731 0.4807764 0.462 0.4807764 0.929 0.732
## SRGN 0.731 0.4455547 0.462 0.4455547 0.905 0.705
## PTPN7 0.730 0.6797317 0.460 0.6797317 0.667 0.268
## YWHAQ 0.730 0.5319188 0.460 0.5319188 0.786 0.508
## IL2RG 0.729 0.5882583 0.458 0.5882583 0.905 0.668
## DSTN 0.728 0.6850080 0.456 0.6850080 0.690 0.457
## IL2RB 0.728 0.6155091 0.456 0.6155091 0.500 0.057
## PDAP1 0.728 0.4957265 0.456 0.4957265 0.690 0.402
## GBP5 0.728 0.4952288 0.456 0.4952288 0.619 0.209
## CHCHD2 0.728 0.3836421 0.456 0.3836421 0.976 0.922
## LGALS1 0.726 0.9694917 0.452 0.9694917 0.690 0.320
## AKAP13 0.726 0.4921806 0.452 0.4921806 0.857 0.678
## ITGB1 0.725 0.7132615 0.450 0.7132615 0.714 0.375
## ZBTB38 0.725 0.5909434 0.450 0.5909434 0.571 0.174
## PDIA6 0.725 0.5889495 0.450 0.5889495 0.690 0.359
## TLN1 0.725 0.5690517 0.450 0.5690517 0.786 0.559
## CD2 0.725 0.5676164 0.450 0.5676164 0.857 0.621
## PAXX 0.724 0.6008799 0.448 0.6008799 0.714 0.443
## ITGB7 0.723 0.6510948 0.446 0.6510948 0.643 0.352
## PCSK7 0.722 0.5607348 0.444 0.5607348 0.833 0.633
## RORA 0.722 0.5375308 0.444 0.5375308 0.738 0.406
## PPP1R18 0.722 0.4901622 0.444 0.4901622 0.762 0.512
## MAP2K2 0.722 0.4518701 0.444 0.4518701 0.762 0.549
## PGAM1 0.722 0.4239304 0.444 0.4239304 0.833 0.527
## UBB 0.722 0.3465042 0.444 0.3465042 0.976 0.973
## CD300A 0.718 0.7357706 0.436 0.7357706 0.524 0.117
## RAB9A 0.718 0.4955910 0.436 0.4955910 0.548 0.164
## CISD3 0.717 0.5081186 0.434 0.5081186 0.571 0.191
## AKNA 0.717 0.4814561 0.434 0.4814561 0.714 0.445
## PSMA5 0.717 0.3899961 0.434 0.3899961 0.810 0.541
## ARPC3 0.717 0.3043649 0.434 0.3043649 1.000 0.963
## CFLAR 0.715 0.5346502 0.430 0.5346502 0.833 0.602
## HLA-F 0.715 0.5204286 0.430 0.5204286 0.905 0.719
## TGFB1 0.714 0.5055079 0.428 0.5055079 0.881 0.693
## STOM 0.714 0.4771937 0.428 0.4771937 0.524 0.123
## WDR1 0.714 0.4452920 0.428 0.4452920 0.786 0.570
## FMNL1 0.714 0.4441063 0.428 0.4441063 0.857 0.598
## RNF166 0.713 0.5514878 0.426 0.5514878 0.714 0.449
## FAM49B 0.713 0.4677313 0.426 0.4677313 0.810 0.605
## FBXW5 0.712 0.4873325 0.424 0.4873325 0.667 0.361
## COPE 0.712 0.4825447 0.424 0.4825447 0.810 0.670
## PSME2 0.712 0.4325753 0.424 0.4325753 0.857 0.738
## CD244 0.711 0.5954860 0.422 0.5954860 0.452 0.041
## NFATC3 0.711 0.5405320 0.422 0.5405320 0.690 0.391
## BST2 0.711 0.4247607 0.422 0.4247607 0.833 0.484
## FYN 0.710 0.5003241 0.420 0.5003241 0.810 0.602
## MIDN 0.710 0.4251396 0.420 0.4251396 0.857 0.613
## LSP1 0.709 0.4651794 0.418 0.4651794 0.905 0.805
## PIP4K2A 0.709 0.4620628 0.418 0.4620628 0.690 0.445
## PRKCB 0.709 0.4568993 0.418 0.4568993 0.786 0.480
## ATP5MC3 0.707 0.4191351 0.414 0.4191351 0.881 0.721
## PSMB1 0.707 0.3310301 0.414 0.3310301 0.905 0.738
## C1orf56 0.706 0.5888995 0.412 0.5888995 0.643 0.375
## STK10 0.706 0.4824448 0.412 0.4824448 0.714 0.480
## FAM173A 0.706 0.4656169 0.412 0.4656169 0.524 0.131
## NEU1 0.704 0.8799595 0.408 0.8799595 0.643 0.373
## CEP78 0.704 0.6707936 0.408 0.6707936 0.500 0.131
## LLGL2 0.703 0.5993900 0.406 0.5993900 0.476 0.105
## SH2D2A 0.703 0.5937429 0.406 0.5937429 0.476 0.098
## DDX23 0.703 0.4807292 0.406 0.4807292 0.524 0.170
## BLOC1S1 0.703 0.4517802 0.406 0.4517802 0.762 0.541
## MACF1 0.702 0.5787139 0.404 0.5787139 0.738 0.514
## ADAM8 0.702 0.5753955 0.404 0.5753955 0.524 0.170
## ENO1 0.702 0.3630944 0.404 0.3630944 0.929 0.781
## NEDD8 0.701 0.3202019 0.402 0.3202019 0.929 0.764
## RARRES3 0.700 0.4364041 0.400 0.4364041 0.881 0.715
## MLLT6 0.699 0.5090197 0.398 0.5090197 0.714 0.455
## SERPINB6 0.699 0.4492316 0.398 0.4492316 0.524 0.139
## PLAC8 0.698 0.4451093 0.396 0.4451093 0.833 0.699
## FDPS 0.698 0.3859513 0.396 0.3859513 0.643 0.322
## IKZF3 0.697 0.5454031 0.394 0.5454031 0.619 0.289
## RBM8A 0.696 0.4101724 0.392 0.4101724 0.786 0.629
## TKTL1 0.695 1.2480040 0.390 1.2480040 0.429 0.064
## CCNDBP1 0.695 0.4608130 0.390 0.4608130 0.690 0.445
## ARHGDIB 0.695 0.3262838 0.390 0.3262838 1.000 0.986
## NEAT1 0.695 0.2633611 0.390 0.2633611 1.000 0.861
## ZBTB7A 0.694 0.5455333 0.388 0.5455333 0.690 0.518
## NDUFB7 0.694 0.4127750 0.388 0.4127750 0.762 0.531
## TBC1D10C 0.694 0.3683766 0.388 0.3683766 0.857 0.703
## RAP2B 0.694 0.3422819 0.388 0.3422819 0.643 0.330
## CORO1A 0.694 0.2953106 0.388 0.2953106 0.976 0.988
## SYNGR1 0.693 0.8712075 0.386 0.8712075 0.405 0.027
## ADGRE5 0.693 0.4751013 0.386 0.4751013 0.690 0.404
## IRF1 0.693 0.3706145 0.386 0.3706145 0.952 0.877
## CAPN2 0.691 0.4532798 0.382 0.4532798 0.690 0.418
## UBL5 0.691 0.3791419 0.382 0.3791419 0.976 0.828
## ORMDL3 0.690 0.4508591 0.380 0.4508591 0.619 0.326
## IL10RA 0.690 0.3704460 0.380 0.3704460 0.738 0.457
## CLEC2B 0.689 0.4311412 0.378 0.4311412 0.738 0.559
## DIAPH1 0.689 0.3980833 0.378 0.3980833 0.714 0.455
## YWHAB 0.689 0.3210864 0.378 0.3210864 1.000 0.916
## HMGB1 0.688 0.2680898 0.376 0.2680898 0.976 0.973
## RAN 0.687 0.3011059 0.374 0.3011059 0.857 0.773
## C19orf66 0.686 0.4940555 0.372 0.4940555 0.643 0.373
## CSK 0.686 0.4242382 0.372 0.4242382 0.786 0.545
## ETFA 0.686 0.4042395 0.372 0.4042395 0.548 0.258
## MSN 0.686 0.3817311 0.372 0.3817311 0.810 0.648
## PRDX5 0.686 0.3544083 0.372 0.3544083 0.786 0.596
## MAGOH 0.686 0.2975760 0.372 0.2975760 0.738 0.461
## PTPN22 0.685 0.4918533 0.370 0.4918533 0.476 0.154
## SYTL3 0.685 0.4848282 0.370 0.4848282 0.452 0.117
## HMOX2 0.685 0.4104157 0.370 0.4104157 0.619 0.363
## TSPAN14 0.685 0.3973193 0.370 0.3973193 0.738 0.482
## RHOA 0.685 0.3190543 0.370 0.3190543 0.952 0.861
## SSBP4 0.684 0.5529090 0.368 0.5529090 0.571 0.309
## TGFBR1 0.684 0.5302638 0.368 0.5302638 0.429 0.078
## GAB3 0.684 0.4825567 0.368 0.4825567 0.429 0.078
## SON 0.684 0.3908720 0.368 0.3908720 0.905 0.898
## CMC1 0.683 0.9664173 0.366 0.9664173 0.476 0.170
## MCTP2 0.683 0.6269408 0.366 0.6269408 0.381 0.020
## BHLHE40 0.683 0.5497515 0.366 0.5497515 0.452 0.100
## PPP2R2B 0.683 0.5248053 0.366 0.5248053 0.381 0.020
## MFSD10 0.683 0.4622538 0.366 0.4622538 0.524 0.230
## HSPB11 0.683 0.3982940 0.366 0.3982940 0.548 0.250
## ID2 0.682 0.5342864 0.364 0.5342864 0.881 0.742
## EVL 0.682 0.3829062 0.364 0.3829062 0.976 0.857
## TPM3 0.682 0.3487341 0.364 0.3487341 1.000 0.871
## DERL1 0.680 0.3821878 0.360 0.3821878 0.524 0.227
## HRASLS2 0.679 0.4865700 0.358 0.4865700 0.405 0.055
## TPM4 0.679 0.4094037 0.358 0.4094037 0.643 0.365
## SIGIRR 0.679 0.3617423 0.358 0.3617423 0.738 0.555
## CDK2AP2 0.678 0.4772285 0.356 0.4772285 0.595 0.359
## OSTF1 0.678 0.4461683 0.356 0.4461683 0.690 0.484
## LMAN2 0.678 0.4307781 0.356 0.4307781 0.643 0.469
## RNF167 0.678 0.4062968 0.356 0.4062968 0.619 0.346
## IQGAP1 0.678 0.3815488 0.356 0.3815488 0.833 0.578
## LY6E 0.678 0.3813659 0.356 0.3813659 0.857 0.658
## TMEM165 0.678 0.3530492 0.356 0.3530492 0.667 0.412
## GK5 0.677 0.6960311 0.354 0.6960311 0.405 0.074
## CD3G 0.677 0.4630352 0.354 0.4630352 0.905 0.762
## PSMD13 0.677 0.3799315 0.354 0.3799315 0.667 0.445
## SNRPB 0.677 0.3631170 0.354 0.3631170 0.786 0.635
## PPDPF 0.677 0.3108863 0.354 0.3108863 1.000 0.924
## MIEN1 0.676 0.4191887 0.352 0.4191887 0.595 0.314
## TRGC1 0.675 0.9737435 0.350 0.9737435 0.357 0.008
## CYB561D2 0.675 0.5094114 0.350 0.5094114 0.476 0.184
## IL12RB1 0.675 0.4631475 0.350 0.4631475 0.429 0.113
## MCRIP1 0.675 0.3856646 0.350 0.3856646 0.571 0.324
## PPM1G 0.675 0.3783411 0.350 0.3783411 0.667 0.453
## TMEM273 0.674 0.5400266 0.348 0.5400266 0.357 0.014
## PRR5L 0.674 0.4905988 0.348 0.4905988 0.357 0.010
## ARF6 0.674 0.3946151 0.348 0.3946151 0.738 0.582
## MGST3 0.674 0.3609167 0.348 0.3609167 0.714 0.535
## SERPINB1 0.674 0.3567357 0.348 0.3567357 0.738 0.531
## LCK 0.674 0.3472495 0.348 0.3472495 0.881 0.730
## FKBP8 0.674 0.3385203 0.348 0.3385203 0.810 0.619
## STARD3NL 0.673 0.6492680 0.346 0.6492680 0.405 0.084
## SRSF9 0.673 0.3696689 0.346 0.3696689 0.786 0.623
## ATP6V0E1 0.673 0.3251486 0.346 0.3251486 0.952 0.828
## SRP14 0.673 0.3202293 0.346 0.3202293 0.976 0.967
## AKR1C3 0.672 0.5651549 0.344 0.5651549 0.357 0.016
## BATF 0.672 0.4569730 0.344 0.4569730 0.476 0.184
## BCL9L 0.672 0.4061768 0.344 0.4061768 0.619 0.398
## HNRNPF 0.672 0.3590074 0.344 0.3590074 0.881 0.746
## SNX6 0.672 0.3467562 0.344 0.3467562 0.738 0.502
## CD8A 0.671 1.1590939 0.342 1.1590939 0.357 0.016
## GYG1 0.671 0.4592184 0.342 0.4592184 0.452 0.150
## TEX264 0.671 0.4205997 0.342 0.4205997 0.595 0.352
## P4HB 0.671 0.3579650 0.342 0.3579650 0.786 0.559
## BRD2 0.671 0.3396391 0.342 0.3396391 0.905 0.762
## CAP1 0.671 0.2728118 0.342 0.2728118 0.881 0.820
## PRKCH 0.670 0.4335501 0.340 0.4335501 0.643 0.439
## IQGAP2 0.670 0.4248298 0.340 0.4248298 0.619 0.373
## BCAS2 0.670 0.3418951 0.340 0.3418951 0.595 0.355
## PTMS 0.669 0.5978535 0.338 0.5978535 0.381 0.049
## MXD4 0.669 0.5288657 0.338 0.5288657 0.571 0.336
## FAM53B 0.669 0.4788954 0.338 0.4788954 0.405 0.086
## IDH2 0.669 0.4319468 0.338 0.4319468 0.548 0.314
## PITPNC1 0.669 0.3841497 0.338 0.3841497 0.595 0.342
## UBE2F 0.669 0.3346529 0.338 0.3346529 0.595 0.324
## LNPEP 0.668 0.3520206 0.336 0.3520206 0.690 0.463
## UBE2I 0.668 0.3453691 0.336 0.3453691 0.762 0.623
## CDC42 0.668 0.3167922 0.336 0.3167922 0.976 0.914
## CAPN15 0.667 0.4777028 0.334 0.4777028 0.405 0.090
## SERPINB9 0.667 0.4554907 0.334 0.4554907 0.500 0.203
## LAMP1 0.667 0.4418309 0.334 0.4418309 0.714 0.578
## COX6A1 0.667 0.3728623 0.334 0.3728623 0.929 0.795
## STAT4 0.667 0.3599787 0.334 0.3599787 0.476 0.158
## PSMB8 0.666 0.4309949 0.332 0.4309949 0.833 0.709
## METRN 0.666 0.3836156 0.332 0.3836156 0.381 0.064
## BTN3A1 0.666 0.3821096 0.332 0.3821096 0.548 0.291
## NAPA 0.666 0.3378617 0.332 0.3378617 0.595 0.344
## HMGN3 0.666 0.3302488 0.332 0.3302488 0.643 0.424
## HSP90AA1 0.666 0.3148672 0.332 0.3148672 1.000 0.969
## GHITM 0.666 0.2933307 0.332 0.2933307 0.738 0.557
## ZNF276 0.665 0.5069250 0.330 0.5069250 0.571 0.348
## RASAL3 0.665 0.4883259 0.330 0.4883259 0.571 0.389
## LAG3 0.665 0.4864779 0.330 0.4864779 0.357 0.033
## SH3KBP1 0.665 0.3656231 0.330 0.3656231 0.786 0.611
## MRPS6 0.665 0.3512821 0.330 0.3512821 0.667 0.443
## RAB8A 0.665 0.3261591 0.330 0.3261591 0.619 0.383
## CD3E 0.665 0.2856138 0.330 0.2856138 0.952 0.803
## RTF1 0.664 0.4400591 0.328 0.4400591 0.643 0.471
## GRAP2 0.664 0.3713503 0.328 0.3713503 0.548 0.301
## ARF1 0.664 0.3221273 0.328 0.3221273 0.786 0.695
## AKR1B1 0.664 0.3165838 0.328 0.3165838 0.548 0.291
## SELPLG 0.663 0.4480278 0.326 0.4480278 0.619 0.414
## MEAF6 0.663 0.3972146 0.326 0.3972146 0.667 0.447
## MAGED2 0.663 0.3889748 0.326 0.3889748 0.500 0.230
## TRAPPC1 0.663 0.3883038 0.326 0.3883038 0.810 0.660
## TAPBP 0.663 0.3830589 0.326 0.3830589 0.833 0.713
## IBTK 0.663 0.3633889 0.326 0.3633889 0.476 0.207
## SARS 0.663 0.3522869 0.326 0.3522869 0.595 0.367
## F2R 0.662 0.4764353 0.324 0.4764353 0.333 0.010
## RAP1GAP2 0.662 0.3665606 0.324 0.3665606 0.381 0.068
## POLR2K 0.662 0.3462446 0.324 0.3462446 0.595 0.361
## SUB1 0.661 0.3410682 0.322 0.3410682 0.905 0.875
## NDUFB2 0.661 0.3163834 0.322 0.3163834 0.810 0.701
## TSC22D4 0.660 0.3804910 0.320 0.3804910 0.667 0.494
## SUMO1 0.660 0.3283071 0.320 0.3283071 0.714 0.594
## PRMT1 0.660 0.3193634 0.320 0.3193634 0.667 0.428
## WDR83OS 0.660 0.2788421 0.320 0.2788421 0.786 0.617
## IDS 0.659 0.3909896 0.318 0.3909896 0.738 0.613
## SYTL1 0.659 0.3906052 0.318 0.3906052 0.643 0.436
## PTGER2 0.659 0.3887359 0.318 0.3887359 0.429 0.123
## LASP1 0.659 0.3523514 0.318 0.3523514 0.548 0.285
## PTGES3 0.659 0.2976514 0.318 0.2976514 0.857 0.811
## GZMK 0.658 1.7043481 0.316 1.7043481 0.333 0.023
## PTPN6 0.658 0.4425495 0.316 0.4425495 0.690 0.576
## ADRB2 0.658 0.3921721 0.316 0.3921721 0.405 0.107
## TMED9 0.658 0.3432442 0.316 0.3432442 0.619 0.422
## POLR2L 0.658 0.3268987 0.316 0.3268987 0.762 0.619
## BIN1 0.658 0.2856839 0.316 0.2856839 0.810 0.566
## HSH2D 0.657 0.5288806 0.314 0.5288806 0.381 0.090
## PRDM1 0.657 0.4190781 0.314 0.4190781 0.381 0.072
## OPTN 0.657 0.3904579 0.314 0.3904579 0.571 0.348
## NDUFS3 0.657 0.3051066 0.314 0.3051066 0.571 0.340
## LSM8 0.657 0.3007106 0.314 0.3007106 0.738 0.566
## KLF6 0.656 0.3305036 0.312 0.3305036 1.000 0.857
## MXRA7 0.655 0.5584599 0.310 0.5584599 0.381 0.102
## TGFBR3 0.655 0.4228769 0.310 0.4228769 0.333 0.027
## CAPN1 0.655 0.3210779 0.310 0.3210779 0.500 0.264
## METRNL 0.654 0.4557157 0.308 0.4557157 0.381 0.078
## MIR4435-2HG 0.654 0.4124303 0.308 0.4124303 0.381 0.082
## TMEM109 0.654 0.4039041 0.308 0.4039041 0.524 0.273
## SRRM2 0.654 0.3604216 0.308 0.3604216 0.881 0.838
## DRAP1 0.654 0.3544289 0.308 0.3544289 0.833 0.625
## SNRPD3 0.654 0.2983680 0.308 0.2983680 0.714 0.592
## CD47 0.654 0.2944685 0.308 0.2944685 0.738 0.594
## TUBA4A 0.654 0.2555697 0.308 0.2555697 0.833 0.699
## TMA7 0.654 0.2531077 0.308 0.2531077 1.000 0.982
## ARFGAP2 0.653 0.3694625 0.306 0.3694625 0.548 0.314
## AMZ2 0.653 0.3617507 0.306 0.3617507 0.452 0.209
## UBE2L3 0.653 0.3560144 0.306 0.3560144 0.690 0.564
## HSPA5 0.652 0.5526409 0.304 0.5526409 0.738 0.600
## PTPN12 0.652 0.4750593 0.304 0.4750593 0.405 0.113
## SELENOW 0.652 0.4590400 0.304 0.4590400 0.738 0.607
## IGF2R 0.652 0.4338652 0.304 0.4338652 0.429 0.160
## MANF 0.652 0.4197232 0.304 0.4197232 0.500 0.277
## EIF4G3 0.652 0.3455256 0.304 0.3455256 0.429 0.150
## BIN2 0.652 0.3275008 0.304 0.3275008 0.857 0.736
## ATP5MF 0.652 0.2643409 0.304 0.2643409 0.810 0.689
## RPA2 0.651 0.4357190 0.302 0.4357190 0.571 0.406
## TMBIM1 0.651 0.4113805 0.302 0.4113805 0.500 0.244
## PRPF38B 0.651 0.4065788 0.302 0.4065788 0.762 0.715
## RFTN1 0.651 0.3904511 0.302 0.3904511 0.381 0.102
## RER1 0.651 0.3533443 0.302 0.3533443 0.643 0.424
## ARHGEF1 0.651 0.3346524 0.302 0.3346524 0.762 0.697
## TMED2 0.651 0.3277854 0.302 0.3277854 0.619 0.447
## EIF6 0.651 0.3131464 0.302 0.3131464 0.571 0.330
## SSBP3 0.650 0.4676049 0.300 0.4676049 0.500 0.281
## EBP 0.650 0.4365906 0.300 0.4365906 0.476 0.219
## GIMAP4 0.650 0.3543663 0.300 0.3543663 0.857 0.777
## CHMP4A 0.650 0.3080601 0.300 0.3080601 0.714 0.557
## DEF6 0.650 0.2804975 0.300 0.2804975 0.643 0.486
## ENSA 0.649 0.3751508 0.298 0.3751508 0.667 0.500
## PPP5C 0.648 0.3680210 0.296 0.3680210 0.357 0.072
## AP3S1 0.648 0.3489720 0.296 0.3489720 0.524 0.273
## DDHD1 0.648 0.3467611 0.296 0.3467611 0.524 0.260
## SLC15A4 0.648 0.3329208 0.296 0.3329208 0.381 0.096
## ASNA1 0.648 0.3251858 0.296 0.3251858 0.476 0.227
## UTRN 0.648 0.3212094 0.296 0.3212094 0.619 0.422
## EMC3 0.648 0.2852255 0.296 0.2852255 0.524 0.260
## NCOR1 0.648 0.2686800 0.296 0.2686800 0.738 0.582
## PSMC5 0.648 0.2607958 0.296 0.2607958 0.690 0.516
## LINC01871 0.647 0.4155299 0.294 0.4155299 0.333 0.041
## MECP2 0.647 0.3061866 0.294 0.3061866 0.548 0.357
## FERMT3 0.647 0.2998403 0.294 0.2998403 0.667 0.459
## C9orf16 0.647 0.2654127 0.294 0.2654127 0.810 0.705
## DIP2A 0.646 0.3975302 0.292 0.3975302 0.524 0.301
## GPRIN3 0.646 0.3760991 0.292 0.3760991 0.405 0.141
## ADRM1 0.646 0.3162180 0.292 0.3162180 0.548 0.342
## ZNRD1 0.646 0.3001313 0.292 0.3001313 0.571 0.393
## LDHA 0.646 0.2928301 0.292 0.2928301 0.905 0.789
## NDUFA12 0.646 0.2755655 0.292 0.2755655 0.881 0.740
## IFIT2 0.645 0.9138868 0.290 0.9138868 0.429 0.152
## SPPL2A 0.645 0.3363138 0.290 0.3363138 0.476 0.225
## TYROBP 0.645 0.3331816 0.290 0.3331816 0.548 0.201
## HNRNPDL 0.645 0.2665721 0.290 0.2665721 0.952 0.928
## SH3BP5 0.644 0.4072747 0.288 0.4072747 0.524 0.301
## DNAJB14 0.644 0.3650612 0.288 0.3650612 0.595 0.434
## SPATA13 0.644 0.3488054 0.288 0.3488054 0.500 0.275
## WIPF1 0.644 0.3365653 0.288 0.3365653 0.667 0.510
## GLTP 0.644 0.3302122 0.288 0.3302122 0.548 0.336
## UBE2Q1 0.644 0.3013021 0.288 0.3013021 0.595 0.359
## SEMA4D 0.644 0.2988814 0.288 0.2988814 0.571 0.348
## NR4A2 0.643 0.6112985 0.286 0.6112985 0.714 0.660
## CTBP2 0.643 0.4890358 0.286 0.4890358 0.357 0.088
## VASP 0.643 0.3876980 0.286 0.3876980 0.714 0.572
## PARP15 0.643 0.3745936 0.286 0.3745936 0.381 0.115
## CDC42EP3 0.643 0.3637910 0.286 0.3637910 0.500 0.268
## RGS9 0.643 0.3625927 0.286 0.3625927 0.286 0.000
## SRSF7 0.643 0.3090928 0.286 0.3090928 1.000 0.959
## PRSS57 0.642 0.4437778 0.284 0.4437778 0.286 0.002
## SLC20A1 0.642 0.4313667 0.284 0.4313667 0.548 0.373
## RNPEPL1 0.642 0.3347632 0.284 0.3347632 0.619 0.463
## SELENOK 0.642 0.3340735 0.284 0.3340735 0.667 0.520
## CDS2 0.642 0.3053820 0.284 0.3053820 0.405 0.156
## POLR2G 0.642 0.2545012 0.284 0.2545012 0.619 0.402
## TNF 0.641 0.7332274 0.282 0.7332274 0.452 0.201
## ARPP19 0.641 0.3715525 0.282 0.3715525 0.429 0.186
## CYFIP2 0.641 0.3346647 0.282 0.3346647 0.643 0.455
## ACTR3 0.641 0.3258606 0.282 0.3258606 0.857 0.783
## MAP1LC3B 0.641 0.2913241 0.282 0.2913241 0.857 0.689
## CXorf38 0.640 0.3260640 0.280 0.3260640 0.429 0.180
## GOLGA4 0.640 0.3130834 0.280 0.3130834 0.714 0.547
## RAP2C 0.640 0.3093052 0.280 0.3093052 0.405 0.152
## MAP2K3 0.640 0.2928956 0.280 0.2928956 0.500 0.250
## PSMD8 0.640 0.2723731 0.280 0.2723731 0.738 0.633
## AOAH 0.639 0.4947886 0.278 0.4947886 0.405 0.143
## CYB5B 0.639 0.4130537 0.278 0.4130537 0.429 0.172
## DNAJC1 0.639 0.4046868 0.278 0.4046868 0.429 0.195
## CCDC12 0.639 0.3270121 0.278 0.3270121 0.571 0.381
## FAM104A 0.639 0.3196714 0.278 0.3196714 0.429 0.172
## BSG 0.639 0.3194372 0.278 0.3194372 0.619 0.459
## EOMES 0.638 0.5885417 0.276 0.5885417 0.286 0.014
## LPCAT1 0.638 0.3908303 0.276 0.3908303 0.357 0.107
## AKT1 0.638 0.3735789 0.276 0.3735789 0.452 0.236
## PXN 0.638 0.3250161 0.276 0.3250161 0.452 0.230
## VPS16 0.638 0.3176948 0.276 0.3176948 0.381 0.131
## PDCD10 0.638 0.2579822 0.276 0.2579822 0.571 0.391
## DCTN2 0.638 0.2578879 0.276 0.2578879 0.500 0.270
## NCR3 0.637 0.5809230 0.274 0.5809230 0.310 0.047
## RAP2A 0.637 0.4977424 0.274 0.4977424 0.333 0.080
## SH2D1A 0.637 0.4766063 0.274 0.4766063 0.452 0.227
## CAPNS1 0.637 0.3785416 0.274 0.3785416 0.667 0.477
## IRF3 0.637 0.3666657 0.274 0.3666657 0.619 0.461
## YAF2 0.637 0.3302070 0.274 0.3302070 0.452 0.223
## ATP1B3 0.637 0.2912274 0.274 0.2912274 0.524 0.295
## TNFRSF1B 0.637 0.2561873 0.274 0.2561873 0.595 0.324
## OASL 0.636 0.5182344 0.272 0.5182344 0.310 0.043
## ALYREF 0.636 0.3502655 0.272 0.3502655 0.476 0.264
## ORAI1 0.636 0.3097094 0.272 0.3097094 0.571 0.393
## MAP4 0.635 0.4543664 0.270 0.4543664 0.405 0.176
## CYTH4 0.635 0.3578583 0.270 0.3578583 0.548 0.371
## ILK 0.635 0.3260815 0.270 0.3260815 0.452 0.225
## CSNK1D 0.635 0.3144334 0.270 0.3144334 0.524 0.295
## HERPUD2 0.635 0.2830132 0.270 0.2830132 0.524 0.311
## CCL3 0.634 0.7695831 0.268 0.7695831 0.357 0.092
## CLPTM1L 0.634 0.3379211 0.268 0.3379211 0.452 0.254
## RAD9A 0.634 0.3229967 0.268 0.3229967 0.405 0.166
## BCAP31 0.634 0.3212010 0.268 0.3212010 0.643 0.516
## ADAR 0.634 0.2991843 0.268 0.2991843 0.595 0.404
## TFDP2 0.633 0.3666540 0.266 0.3666540 0.429 0.195
## CASC4 0.633 0.3645709 0.266 0.3645709 0.405 0.176
## SIRT7 0.633 0.3514379 0.266 0.3514379 0.548 0.340
## SKAP1 0.633 0.3087528 0.266 0.3087528 0.643 0.498
## NBEAL2 0.633 0.3061792 0.266 0.3061792 0.405 0.158
## SYTL2 0.633 0.3038471 0.266 0.3038471 0.310 0.051
## SASH3 0.632 0.4185211 0.264 0.4185211 0.476 0.305
## CDC42SE1 0.632 0.3556660 0.264 0.3556660 0.714 0.662
## ISG20L2 0.632 0.3496062 0.264 0.3496062 0.452 0.244
## HDDC2 0.632 0.3494774 0.264 0.3494774 0.500 0.309
## AC245297.3 0.632 0.3207634 0.264 0.3207634 0.762 0.641
## BTN3A3 0.632 0.3084960 0.264 0.3084960 0.429 0.197
## CDC42SE2 0.632 0.3052696 0.264 0.3052696 0.762 0.717
## OGT 0.632 0.2873879 0.264 0.2873879 0.524 0.311
## PLEKHA2 0.632 0.2602171 0.264 0.2602171 0.405 0.162
## SLC25A4 0.631 0.4477653 0.262 0.4477653 0.310 0.055
## ATXN1 0.631 0.3266222 0.262 0.3266222 0.405 0.156
## COMMD7 0.631 0.2804349 0.262 0.2804349 0.595 0.412
## GLIPR2 0.630 0.3454886 0.260 0.3454886 0.524 0.309
## CASP8 0.630 0.3445107 0.260 0.3445107 0.548 0.365
## TBK1 0.630 0.3226418 0.260 0.3226418 0.333 0.088
## ITGB1BP1 0.630 0.3106272 0.260 0.3106272 0.500 0.301
## EMB 0.630 0.2623627 0.260 0.2623627 0.619 0.441
## COMMD8 0.630 0.2557250 0.260 0.2557250 0.429 0.199
## CES1 0.629 0.5190252 0.258 0.5190252 0.333 0.074
## CAST 0.629 0.4372206 0.258 0.4372206 0.643 0.564
## ARL6IP1 0.629 0.3493337 0.258 0.3493337 0.643 0.545
## DYNLL1 0.629 0.2934895 0.258 0.2934895 0.857 0.789
## OGA 0.629 0.2751970 0.258 0.2751970 0.619 0.453
## SNX5 0.628 0.3583945 0.256 0.3583945 0.476 0.281
## NCK1 0.628 0.3550902 0.256 0.3550902 0.429 0.221
## RABAC1 0.628 0.3526473 0.256 0.3526473 0.667 0.584
## YWHAZ 0.628 0.3362544 0.256 0.3362544 0.929 0.873
## ANXA4 0.628 0.3246772 0.256 0.3246772 0.357 0.115
## AC016831.7 0.628 0.3100228 0.256 0.3100228 0.381 0.152
## SDHC 0.628 0.3066539 0.256 0.3066539 0.571 0.408
## SIPA1 0.628 0.2995880 0.256 0.2995880 0.524 0.324
## CRIP1 0.628 0.2992582 0.256 0.2992582 0.476 0.268
## PCM1 0.628 0.2740941 0.256 0.2740941 0.667 0.527
## JMJD6 0.627 0.3760937 0.254 0.3760937 0.405 0.205
## UPF3A 0.627 0.2974837 0.254 0.2974837 0.548 0.332
## EMC7 0.627 0.2656341 0.254 0.2656341 0.476 0.297
## PTGDS 0.626 1.1389209 0.252 1.1389209 0.262 0.012
## MTSS1 0.626 0.3865973 0.252 0.3865973 0.310 0.068
## GBP2 0.625 0.4342330 0.250 0.4342330 0.571 0.441
## SMARCA2 0.625 0.3529308 0.250 0.3529308 0.595 0.471
## INPP5D 0.625 0.3355932 0.250 0.3355932 0.476 0.281
## TAF7 0.625 0.3105822 0.250 0.3105822 0.738 0.557
## METTL23 0.625 0.2993452 0.250 0.2993452 0.476 0.299
## RRBP1 0.625 0.2787210 0.250 0.2787210 0.405 0.184
## TMEM59 0.625 0.2646481 0.250 0.2646481 0.833 0.693
## UFD1 0.625 0.2543109 0.250 0.2543109 0.524 0.342
## ATP5MD 0.625 0.2509976 0.250 0.2509976 0.810 0.701
## GTF3C1 0.624 0.4483695 0.248 0.4483695 0.310 0.080
## SNTB2 0.624 0.4173717 0.248 0.4173717 0.310 0.070
## AC044849.1 0.624 0.3907110 0.248 0.3907110 0.429 0.213
## SLAMF7 0.624 0.3664337 0.248 0.3664337 0.262 0.016
## SBK1 0.624 0.3455213 0.248 0.3455213 0.333 0.100
## GPR174 0.624 0.3173219 0.248 0.3173219 0.357 0.127
## SETD5 0.624 0.3056253 0.248 0.3056253 0.452 0.240
## HCLS1 0.624 0.2981786 0.248 0.2981786 0.738 0.680
## SCAND1 0.624 0.2973865 0.248 0.2973865 0.667 0.547
## DAZAP1 0.624 0.2911976 0.248 0.2911976 0.500 0.330
## ZNF207 0.624 0.2739087 0.248 0.2739087 0.643 0.502
## KPNB1 0.624 0.2602180 0.248 0.2602180 0.643 0.527
## ZNF830 0.624 0.2558740 0.248 0.2558740 0.429 0.221
## RGS3 0.623 0.4051956 0.246 0.4051956 0.310 0.076
## TAP1 0.623 0.3905743 0.246 0.3905743 0.595 0.430
## TTC16 0.623 0.3563639 0.246 0.3563639 0.262 0.020
## GSTK1 0.623 0.3255073 0.246 0.3255073 0.810 0.781
## SLBP 0.623 0.3225864 0.246 0.3225864 0.452 0.264
## LILRB1 0.623 0.2746344 0.246 0.2746344 0.333 0.090
## ADH5 0.623 0.2685193 0.246 0.2685193 0.548 0.402
## VMP1 0.622 0.4202296 0.244 0.4202296 0.619 0.512
## MAPK1 0.622 0.3845452 0.244 0.3845452 0.476 0.283
## GCLM 0.622 0.3655540 0.244 0.3655540 0.333 0.113
## SRI 0.622 0.3173574 0.244 0.3173574 0.571 0.445
## DPM2 0.622 0.2965524 0.244 0.2965524 0.357 0.139
## RNF4 0.622 0.2817126 0.244 0.2817126 0.405 0.191
## DCTN3 0.622 0.2797082 0.244 0.2797082 0.595 0.459
## TMEM160 0.622 0.2632088 0.244 0.2632088 0.548 0.404
## PTPRE 0.622 0.2583190 0.244 0.2583190 0.476 0.240
## GBP1 0.621 0.3914221 0.242 0.3914221 0.476 0.287
## PSMC1 0.621 0.3692900 0.242 0.3692900 0.500 0.334
## NDUFA5 0.621 0.3296908 0.242 0.3296908 0.571 0.463
## JAK1 0.621 0.3175016 0.242 0.3175016 0.833 0.768
## FKBP2 0.621 0.3020375 0.242 0.3020375 0.500 0.318
## APOPT1 0.621 0.2834900 0.242 0.2834900 0.429 0.223
## CCDC115 0.621 0.2621680 0.242 0.2621680 0.429 0.252
## PPP6R1 0.620 0.3172363 0.240 0.3172363 0.452 0.283
## GPAA1 0.620 0.2662731 0.240 0.2662731 0.405 0.205
## TRPV2 0.619 0.2991935 0.238 0.2991935 0.357 0.145
## MED4 0.619 0.2910632 0.238 0.2910632 0.476 0.322
## NIPA2 0.619 0.2736845 0.238 0.2736845 0.381 0.184
## JPT1 0.619 0.2580605 0.238 0.2580605 0.571 0.420
## A2M-AS1 0.618 0.4745187 0.236 0.4745187 0.286 0.064
## ABCA2 0.618 0.3715585 0.236 0.3715585 0.262 0.027
## UBE2A 0.618 0.3178926 0.236 0.3178926 0.429 0.256
## FAM96B 0.618 0.3161538 0.236 0.3161538 0.619 0.486
## FBXO6 0.618 0.3158868 0.236 0.3158868 0.286 0.059
## SMG1 0.618 0.3003302 0.236 0.3003302 0.524 0.346
## ARL8A 0.618 0.2899451 0.236 0.2899451 0.405 0.209
## CHD9 0.618 0.2700325 0.236 0.2700325 0.452 0.242
## ZFAND2B 0.618 0.2687719 0.236 0.2687719 0.452 0.264
## CD8B 0.617 0.5901498 0.234 0.5901498 0.286 0.059
## XCL2 0.617 0.5202977 0.234 0.5202977 0.238 0.004
## PHACTR2 0.617 0.3993169 0.234 0.3993169 0.429 0.242
## RPS6KA1 0.617 0.3991599 0.234 0.3991599 0.452 0.305
## LINC02084 0.617 0.3380825 0.234 0.3380825 0.238 0.004
## APOL6 0.617 0.3227852 0.234 0.3227852 0.524 0.338
## LCP1 0.617 0.3199958 0.234 0.3199958 0.833 0.711
## RABGAP1L 0.617 0.2890626 0.234 0.2890626 0.476 0.309
## BAK1 0.617 0.2838172 0.234 0.2838172 0.357 0.160
## VPS28 0.617 0.2765276 0.234 0.2765276 0.738 0.670
## BCL7B 0.617 0.2696034 0.234 0.2696034 0.452 0.275
## MT2A 0.616 0.4197900 0.232 0.4197900 0.452 0.266
## C1orf174 0.616 0.3636888 0.232 0.3636888 0.357 0.158
## ARMCX3 0.616 0.3580528 0.232 0.3580528 0.405 0.219
## TMX4 0.616 0.3500817 0.232 0.3500817 0.476 0.295
## C1D 0.616 0.2552736 0.232 0.2552736 0.476 0.314
## GOLGA8R 0.615 0.4581794 0.230 0.4581794 0.238 0.008
## FCRL3 0.615 0.3999871 0.230 0.3999871 0.238 0.008
## OSBPL5 0.615 0.3534411 0.230 0.3534411 0.238 0.008
## PSMB2 0.615 0.3164928 0.230 0.3164928 0.500 0.348
## KIFAP3 0.615 0.3015469 0.230 0.3015469 0.310 0.090
## STUB1 0.615 0.2995198 0.230 0.2995198 0.571 0.484
## USP39 0.615 0.2763384 0.230 0.2763384 0.333 0.123
## ZNF600 0.615 0.2729278 0.230 0.2729278 0.262 0.037
## SRSF11 0.615 0.2648793 0.230 0.2648793 0.833 0.738
## CCT7 0.615 0.2648324 0.230 0.2648324 0.619 0.482
## SSNA1 0.615 0.2640446 0.230 0.2640446 0.524 0.418
## CHORDC1 0.614 0.3413631 0.228 0.3413631 0.452 0.320
## GPS2 0.614 0.3240601 0.228 0.3240601 0.429 0.266
## SRSF4 0.614 0.3141818 0.228 0.3141818 0.619 0.484
## IQSEC1 0.614 0.3127392 0.228 0.3127392 0.381 0.182
## DYNLRB1 0.614 0.2827692 0.228 0.2827692 0.667 0.576
## SFT2D1 0.614 0.2633622 0.228 0.2633622 0.452 0.297
## PAFAH2 0.614 0.2605146 0.228 0.2605146 0.333 0.111
## HIPK2 0.613 0.4182122 0.226 0.4182122 0.381 0.213
## UBE2L6 0.613 0.3306039 0.226 0.3306039 0.548 0.424
## SLC25A42 0.613 0.3200486 0.226 0.3200486 0.286 0.070
## CD226 0.613 0.3197794 0.226 0.3197794 0.357 0.160
## TUSC2 0.613 0.3008723 0.226 0.3008723 0.381 0.193
## GADD45B 0.613 0.2986131 0.226 0.2986131 0.905 0.934
## EWSR1 0.613 0.2946242 0.226 0.2946242 0.571 0.459
## SDF2L1 0.613 0.2859596 0.226 0.2859596 0.429 0.246
## ZBTB1 0.613 0.2541240 0.226 0.2541240 0.452 0.242
## KLHDC4 0.612 0.3092940 0.224 0.3092940 0.333 0.133
## MAP3K8 0.612 0.2861109 0.224 0.2861109 0.286 0.057
## AKAP9 0.612 0.2847768 0.224 0.2847768 0.690 0.580
## LAIR1 0.612 0.2682026 0.224 0.2682026 0.429 0.236
## COMMD2 0.611 0.3081880 0.222 0.3081880 0.381 0.223
## TPMT 0.611 0.2871665 0.222 0.2871665 0.310 0.100
## RALY 0.611 0.2841983 0.222 0.2841983 0.595 0.541
## PREX1 0.610 0.4156300 0.220 0.4156300 0.381 0.201
## BCL2L1 0.610 0.3937214 0.220 0.3937214 0.262 0.049
## IDI1 0.610 0.3824847 0.220 0.3824847 0.571 0.457
## KLF13 0.610 0.3592922 0.220 0.3592922 0.619 0.619
## NEDD9 0.610 0.3402587 0.220 0.3402587 0.310 0.111
## SLC27A3 0.610 0.3306409 0.220 0.3306409 0.262 0.047
## PCBD1 0.610 0.3280063 0.220 0.3280063 0.262 0.049
## LINC00623 0.610 0.3181758 0.220 0.3181758 0.548 0.424
## BTN3A2 0.610 0.3053922 0.220 0.3053922 0.667 0.615
## MED13 0.610 0.3029188 0.220 0.3029188 0.405 0.236
## AHSA1 0.610 0.2954999 0.220 0.2954999 0.429 0.256
## TMCO4 0.610 0.2695038 0.220 0.2695038 0.286 0.072
## TMEM181 0.610 0.2635097 0.220 0.2635097 0.333 0.129
## IAH1 0.610 0.2512519 0.220 0.2512519 0.524 0.377
## CCDC47 0.609 0.3586380 0.218 0.3586380 0.357 0.178
## ZDHHC24 0.609 0.3323943 0.218 0.3323943 0.310 0.111
## CCDC124 0.609 0.2713235 0.218 0.2713235 0.381 0.203
## CAPZA1 0.609 0.2571277 0.218 0.2571277 0.643 0.473
## ADD1 0.608 0.3251408 0.216 0.3251408 0.476 0.332
## KDM5A 0.608 0.2956037 0.216 0.2956037 0.595 0.502
## PURA 0.608 0.2881672 0.216 0.2881672 0.548 0.371
## MED6 0.608 0.2533559 0.216 0.2533559 0.405 0.225
## SAMD9 0.607 0.4246496 0.214 0.4246496 0.476 0.336
## NMUR1 0.607 0.4064607 0.214 0.4064607 0.214 0.000
## KIF21A 0.607 0.2820648 0.214 0.2820648 0.238 0.025
## NRROS 0.607 0.2760369 0.214 0.2760369 0.262 0.057
## SNRK 0.607 0.2678739 0.214 0.2678739 0.476 0.322
## GLS 0.607 0.2607073 0.214 0.2607073 0.643 0.586
## CRTAM 0.606 0.4439528 0.212 0.4439528 0.262 0.055
## XBP1 0.606 0.3929993 0.212 0.3929993 0.548 0.455
## PHACTR4 0.606 0.3817122 0.212 0.3817122 0.405 0.223
## ARAP2 0.606 0.3725261 0.212 0.3725261 0.357 0.186
## RNF168 0.606 0.3582654 0.212 0.3582654 0.381 0.223
## B3GAT1 0.606 0.3424223 0.212 0.3424223 0.214 0.002
## PSMC4 0.606 0.2996346 0.212 0.2996346 0.452 0.330
## EZR 0.606 0.2986833 0.212 0.2986833 0.619 0.504
## PARK7 0.606 0.2769748 0.212 0.2769748 0.738 0.715
## CD160 0.605 0.5134823 0.210 0.5134823 0.214 0.004
## RALGDS 0.605 0.3226952 0.210 0.3226952 0.333 0.152
## BRD7 0.605 0.3037880 0.210 0.3037880 0.524 0.404
## NT5C 0.605 0.2968613 0.210 0.2968613 0.405 0.240
## ELOVL1 0.605 0.2872582 0.210 0.2872582 0.333 0.152
## CD151 0.605 0.2661172 0.210 0.2661172 0.286 0.090
## GABARAPL1 0.604 0.3216093 0.208 0.3216093 0.357 0.182
## INPP4A 0.604 0.3141281 0.208 0.3141281 0.381 0.232
## COL6A2 0.604 0.3138908 0.208 0.3138908 0.238 0.033
## TINF2 0.604 0.3025776 0.208 0.3025776 0.405 0.244
## YPEL1 0.603 0.3659168 0.206 0.3659168 0.238 0.037
## MAD2L2 0.603 0.3374383 0.206 0.3374383 0.286 0.092
## FADS2 0.603 0.3031874 0.206 0.3031874 0.262 0.064
## G6PD 0.603 0.3011681 0.206 0.3011681 0.333 0.145
## TNFSF9 0.603 0.2967556 0.206 0.2967556 0.238 0.037
## MIB2 0.603 0.2930689 0.206 0.2930689 0.357 0.182
## CD2BP2 0.603 0.2811217 0.206 0.2811217 0.381 0.207
## SELENOS 0.603 0.2772295 0.206 0.2772295 0.429 0.277
## PHF20 0.603 0.2583132 0.206 0.2583132 0.595 0.486
## ARHGDIA 0.603 0.2579167 0.206 0.2579167 0.643 0.619
## LCOR 0.603 0.2578999 0.206 0.2578999 0.405 0.240
## ATRX 0.603 0.2550434 0.206 0.2550434 0.714 0.658
## NLRC5 0.602 0.4124770 0.204 0.4124770 0.429 0.291
## MMP23B 0.602 0.3318674 0.204 0.3318674 0.214 0.010
## ZCCHC17 0.602 0.3192976 0.204 0.3192976 0.357 0.182
## MAP2K7 0.602 0.3035850 0.204 0.3035850 0.381 0.203
## ULK3 0.602 0.2964701 0.204 0.2964701 0.333 0.154
## SMIM10L1 0.602 0.2824654 0.204 0.2824654 0.405 0.246
## TROVE2 0.602 0.2821452 0.204 0.2821452 0.476 0.320
## CPNE3 0.602 0.2730539 0.204 0.2730539 0.429 0.277
## ABCF1 0.602 0.2674174 0.204 0.2674174 0.429 0.268
## ATP2A3 0.601 0.3010014 0.202 0.3010014 0.405 0.248
## TRBC1 0.601 0.2645389 0.202 0.2645389 0.738 0.584
## PATL2 0.600 0.5262907 0.200 0.5262907 0.262 0.072
## ADGRG5 0.600 0.3112489 0.200 0.3112489 0.214 0.016
## TMX1 0.600 0.2819694 0.200 0.2819694 0.381 0.221
## RBM42 0.600 0.2590215 0.200 0.2590215 0.357 0.197
## CHMP1A 0.599 0.3343509 0.198 0.3343509 0.405 0.260
## TOR1AIP2 0.599 0.3258605 0.198 0.3258605 0.381 0.219
## GNAI3 0.599 0.3234693 0.198 0.3234693 0.500 0.410
## UPP1 0.599 0.3072438 0.198 0.3072438 0.476 0.359
## SDHA 0.599 0.2924417 0.198 0.2924417 0.476 0.348
## COX20 0.599 0.2760629 0.198 0.2760629 0.452 0.301
## TIAL1 0.599 0.2654857 0.198 0.2654857 0.548 0.469
## GTF3C6 0.598 0.3180878 0.196 0.3180878 0.452 0.336
## ATG12 0.598 0.2816170 0.196 0.2816170 0.500 0.389
## STK39 0.598 0.2812484 0.196 0.2812484 0.262 0.080
## THOC2 0.598 0.2714977 0.196 0.2714977 0.524 0.414
## PMF1 0.598 0.2504636 0.196 0.2504636 0.405 0.254
## CLDND1 0.597 0.4396017 0.194 0.4396017 0.429 0.283
## UAP1 0.597 0.3204874 0.194 0.3204874 0.286 0.109
## EPG5 0.597 0.2726757 0.194 0.2726757 0.262 0.080
## PCNX4 0.596 0.3996516 0.192 0.3996516 0.310 0.131
## POM121C 0.596 0.2981942 0.192 0.2981942 0.310 0.148
## IFI35 0.595 0.3153760 0.190 0.3153760 0.381 0.234
## FLOT1 0.595 0.2971992 0.190 0.2971992 0.381 0.248
## CCDC90B 0.595 0.2862972 0.190 0.2862972 0.381 0.225
## KIR2DL1 0.595 0.2780190 0.190 0.2780190 0.190 0.000
## MRPL14 0.595 0.2732639 0.190 0.2732639 0.405 0.281
## ZNF428 0.594 0.3104427 0.188 0.3104427 0.452 0.348
## PDLIM2 0.594 0.2893626 0.188 0.2893626 0.476 0.359
## TBKBP1 0.594 0.2868882 0.188 0.2868882 0.190 0.002
## DDX52 0.594 0.2799065 0.188 0.2799065 0.357 0.201
## DNTTIP2 0.594 0.2737748 0.188 0.2737748 0.429 0.299
## AC087623.3 0.594 0.2618726 0.188 0.2618726 0.238 0.057
## RAB33A 0.593 0.3146128 0.186 0.3146128 0.238 0.059
## NCAM1 0.593 0.2821125 0.186 0.2821125 0.190 0.004
## NCR1 0.593 0.2750455 0.186 0.2750455 0.190 0.004
## MRFAP1L1 0.593 0.2600857 0.186 0.2600857 0.357 0.211
## ACTR1A 0.592 0.3450497 0.184 0.3450497 0.310 0.160
## AC090152.1 0.592 0.3242081 0.184 0.3242081 0.214 0.035
## STK25 0.592 0.3019837 0.184 0.3019837 0.333 0.191
## TUT7 0.592 0.2927928 0.184 0.2927928 0.381 0.223
## CABIN1 0.592 0.2825351 0.184 0.2825351 0.357 0.211
## NPC1 0.592 0.2809318 0.184 0.2809318 0.238 0.061
## PSENEN 0.592 0.2738367 0.184 0.2738367 0.333 0.184
## PSD4 0.592 0.2655797 0.184 0.2655797 0.310 0.148
## SLFN13 0.591 0.3143078 0.182 0.3143078 0.262 0.094
## RAPGEF1 0.591 0.2872264 0.182 0.2872264 0.286 0.129
## CTDSP1 0.591 0.2546961 0.182 0.2546961 0.476 0.363
## FAM199X 0.590 0.3379085 0.180 0.3379085 0.214 0.041
## CMTR1 0.590 0.2713825 0.180 0.2713825 0.238 0.066
## TXNDC9 0.590 0.2691652 0.180 0.2691652 0.333 0.189
## UNC13D 0.590 0.2626304 0.180 0.2626304 0.357 0.213
## TBC1D31 0.590 0.2595774 0.180 0.2595774 0.214 0.041
## HEXA 0.590 0.2556556 0.180 0.2556556 0.405 0.268
## FAM129A 0.589 0.3548359 0.178 0.3548359 0.262 0.094
## HAVCR2 0.589 0.3377896 0.178 0.3377896 0.214 0.045
## IFI16 0.588 0.2822876 0.176 0.2822876 0.595 0.490
## RHOB 0.588 0.2763305 0.176 0.2763305 0.476 0.328
## AGO3 0.588 0.2700852 0.176 0.2700852 0.381 0.246
## SMARCA5 0.588 0.2608478 0.176 0.2608478 0.476 0.389
## ERLEC1 0.588 0.2606682 0.176 0.2606682 0.310 0.158
## ATP11B 0.588 0.2542549 0.176 0.2542549 0.333 0.180
## UPF3B 0.587 0.3418908 0.174 0.3418908 0.310 0.168
## ATF7IP 0.587 0.2901015 0.174 0.2901015 0.476 0.385
## CD38 0.587 0.2734279 0.174 0.2734279 0.214 0.045
## PMAIP1 0.586 0.5292137 0.172 0.5292137 0.500 0.387
## USP28 0.586 0.3541734 0.172 0.3541734 0.238 0.080
## LAX1 0.586 0.2796009 0.172 0.2796009 0.262 0.102
## UHMK1 0.586 0.2653849 0.172 0.2653849 0.429 0.318
## GTDC1 0.585 0.3492984 0.170 0.3492984 0.190 0.025
## DYNC1H1 0.585 0.2808436 0.170 0.2808436 0.524 0.453
## ADCY7 0.585 0.2580832 0.170 0.2580832 0.333 0.199
## PLCB1 0.584 0.2565580 0.168 0.2565580 0.214 0.051
## FASLG 0.583 0.3047568 0.166 0.3047568 0.167 0.000
## KLRC4 0.582 0.2993522 0.164 0.2993522 0.167 0.002
## NUDT2 0.582 0.2820156 0.164 0.2820156 0.262 0.115
## NDUFA8 0.582 0.2768519 0.164 0.2768519 0.333 0.207
## CD84 0.581 0.3790519 0.162 0.3790519 0.357 0.236
## SYT11 0.581 0.3131112 0.162 0.3131112 0.190 0.035
## IKBKG 0.581 0.2769205 0.162 0.2769205 0.286 0.154
## RNF19A 0.581 0.2768691 0.162 0.2768691 0.333 0.201
## PRCC 0.581 0.2704438 0.162 0.2704438 0.286 0.154
## MYO6 0.581 0.2629602 0.162 0.2629602 0.167 0.006
## KDM2A 0.581 0.2552933 0.162 0.2552933 0.548 0.473
## SLFN12L 0.580 0.4082349 0.160 0.4082349 0.286 0.158
## SH3GLB1 0.580 0.2718056 0.160 0.2718056 0.405 0.314
## GPR65 0.580 0.2583891 0.160 0.2583891 0.357 0.240
## JAKMIP2 0.579 0.2689966 0.158 0.2689966 0.190 0.037
## IVD 0.578 0.2792090 0.156 0.2792090 0.238 0.094
## MYO9B 0.578 0.2717490 0.156 0.2717490 0.405 0.291
## WDR55 0.578 0.2702033 0.156 0.2702033 0.262 0.123
## ANKRD36C 0.578 0.2562970 0.156 0.2562970 0.333 0.215
## ZFP36L1 0.577 0.3174887 0.154 0.3174887 0.857 0.791
## TOX 0.577 0.2821560 0.154 0.2821560 0.190 0.039
## TSTA3 0.577 0.2759479 0.154 0.2759479 0.333 0.221
## GNL1 0.576 0.2703686 0.152 0.2703686 0.357 0.264
## TAF1B 0.576 0.2577882 0.152 0.2577882 0.214 0.072
## ACAA2 0.575 0.3401962 0.150 0.3401962 0.310 0.201
## BUB3 0.575 0.2871225 0.150 0.2871225 0.524 0.518
## LIMK1 0.575 0.2621304 0.150 0.2621304 0.190 0.045
## TTC14 0.575 0.2597805 0.150 0.2597805 0.524 0.455
## PLEKHG3 0.574 0.3109709 0.148 0.3109709 0.190 0.049
## PDE4A 0.574 0.3001045 0.148 0.3001045 0.167 0.020
## ATM 0.573 0.2908811 0.146 0.2908811 0.786 0.709
## TXK 0.572 0.3179994 0.144 0.3179994 0.429 0.373
## HELZ2 0.572 0.3177397 0.144 0.3177397 0.214 0.080
## CAMK2N1 0.572 0.2879164 0.144 0.2879164 0.167 0.025
## BAX 0.572 0.2590287 0.144 0.2590287 0.500 0.432
## GGNBP2 0.571 0.3120699 0.142 0.3120699 0.548 0.615
## SH2D1B 0.571 0.2726462 0.142 0.2726462 0.143 0.000
## TAP2 0.571 0.2610299 0.142 0.2610299 0.286 0.182
## C7orf26 0.571 0.2554407 0.142 0.2554407 0.262 0.145
## PRDM2 0.569 0.2840104 0.138 0.2840104 0.500 0.426
## BRAF 0.568 0.2838061 0.136 0.2838061 0.310 0.215
## SNX1 0.568 0.2696191 0.136 0.2696191 0.333 0.240
## KIAA1109 0.567 0.2741716 0.134 0.2741716 0.286 0.182
## FUT11 0.567 0.2648278 0.134 0.2648278 0.190 0.061
## CCL4L2 0.566 0.2694825 0.132 0.2694825 0.143 0.010
## NF1 0.566 0.2634077 0.132 0.2634077 0.214 0.094
## CTBP1 0.565 0.3452941 0.130 0.3452941 0.333 0.266
## HIST1H2BN 0.565 0.2696851 0.130 0.2696851 0.238 0.113
## MAPRE2 0.565 0.2599617 0.130 0.2599617 0.310 0.205
## IFIT3 0.564 0.5634109 0.128 0.5634109 0.167 0.039
## SAR1B 0.564 0.3212909 0.128 0.3212909 0.286 0.199
## PRNP 0.563 0.2737101 0.126 0.2737101 0.357 0.287
## PFKP 0.563 0.2515350 0.126 0.2515350 0.238 0.129
## SLC2A1 0.563 0.2514846 0.126 0.2514846 0.190 0.074
## MIA2 0.562 0.2736076 0.124 0.2736076 0.310 0.223
## HDGFL3 0.561 0.2924110 0.122 0.2924110 0.167 0.049
## ISG15 0.560 0.5357464 0.120 0.5357464 0.524 0.457
## TRIM56 0.559 0.3052447 0.118 0.3052447 0.405 0.342
## LAIR2 0.559 0.2541977 0.118 0.2541977 0.143 0.027
## MSC 0.553 0.2608512 0.106 0.2608512 0.119 0.014
## STX4 0.551 0.2734563 0.102 0.2734563 0.286 0.232
## ZBTB16 0.549 0.3471093 0.098 0.3471093 0.119 0.023
## SRPRA 0.548 0.2670760 0.096 0.2670760 0.381 0.371
## IGFBP7 0.544 0.3575215 0.088 0.3575215 0.119 0.033
## AK5 0.543 0.2638309 0.086 0.2638309 0.238 0.178
## IFIT1 0.540 0.3093462 0.080 0.3093462 0.143 0.066
## BTBD7 0.523 0.2619311 0.046 0.2619311 0.167 0.133# Find all markers of cluster 4
cluster4.markers <- FindMarkers(pbmcclust, ident.1 = 4, min.pct = 0.25)
"Putative biomarkers (differentially expressed features) for cluster 4 (cell subpopulation 4)"## [1] "Putative biomarkers (differentially expressed features) for cluster 4 (cell subpopulation 4)"head(cluster4.markers, n = 5)## p_val avg_logFC pct.1 pct.2 p_val_adj
## SPIB 6.552320e-94 1.654996 0.895 0.004 1.049813e-89
## FAM129C 1.054993e-92 1.270909 0.842 0.002 1.690310e-88
## VPREB3 1.281987e-73 1.356454 0.632 0.000 2.054000e-69
## JCHAIN 6.979044e-73 1.806542 0.789 0.008 1.118182e-68
## IGHD 2.460107e-69 2.187527 0.684 0.004 3.941584e-65cluster4.markers## p_val avg_logFC pct.1 pct.2 p_val_adj
## SPIB 6.552320e-94 1.6549956 0.895 0.004 1.049813e-89
## FAM129C 1.054993e-92 1.2709094 0.842 0.002 1.690310e-88
## VPREB3 1.281987e-73 1.3564537 0.632 0.000 2.054000e-69
## JCHAIN 6.979044e-73 1.8065423 0.789 0.008 1.118182e-68
## IGHD 2.460107e-69 2.1875268 0.684 0.004 3.941584e-65
## PAX5 1.639350e-67 0.8544455 0.579 0.000 2.626567e-63
## BANK1 1.193217e-66 1.9392561 0.842 0.016 1.911773e-62
## TSPAN13 7.463267e-62 1.0001609 0.579 0.002 1.195765e-57
## IGHM 9.744951e-60 3.3040959 0.842 0.022 1.561336e-55
## BLK 2.913892e-57 0.8331991 0.579 0.004 4.668638e-53
## CD22 5.032372e-57 0.8925199 0.579 0.004 8.062866e-53
## BLNK 6.610480e-57 0.8698489 0.579 0.004 1.059131e-52
## CD24 7.074937e-56 0.8449566 0.526 0.002 1.133546e-51
## CD19 1.400497e-55 0.6338478 0.526 0.002 2.243876e-51
## DERL3 2.318770e-55 0.7694987 0.474 0.000 3.715134e-51
## TNFRSF13C 2.505895e-52 1.2680775 0.684 0.014 4.014946e-48
## TCF4 3.158290e-52 1.8250774 0.895 0.035 5.060213e-48
## CD79A 7.103245e-50 2.7524976 0.895 0.039 1.138082e-45
## FCRL1 1.047928e-49 0.9889525 0.579 0.008 1.678990e-45
## FCRL2 2.571017e-49 0.6605800 0.421 0.000 4.119283e-45
## MS4A1 1.526998e-47 2.3327103 0.789 0.029 2.446556e-43
## HLA-DQA1 4.876084e-47 2.0166060 0.789 0.029 7.812461e-43
## ADAM28 8.954315e-47 1.0077921 0.632 0.014 1.434660e-42
## TCL1A 2.098389e-45 1.7827151 0.474 0.004 3.362039e-41
## FCRLA 2.730290e-45 0.8109053 0.474 0.004 4.374470e-41
## FCGR2B 2.730290e-45 0.5815641 0.474 0.004 4.374470e-41
## BCL11A 2.776613e-40 1.5688690 0.842 0.047 4.448690e-36
## TLR10 1.992125e-39 0.7936695 0.421 0.004 3.191783e-35
## RUBCNL 2.600144e-38 0.7436336 0.474 0.008 4.165951e-34
## COBLL1 6.382849e-38 0.5671545 0.368 0.002 1.022660e-33
## LINC00926 1.935062e-37 1.5131942 0.579 0.018 3.100356e-33
## MZB1 6.148903e-36 1.0814614 0.526 0.014 9.851773e-32
## FCER2 8.230873e-36 0.8305604 0.421 0.006 1.318750e-31
## PNOC 1.213089e-35 0.6495265 0.421 0.006 1.943611e-31
## CD72 1.491458e-35 0.7181919 0.474 0.010 2.389614e-31
## ARHGAP24 5.732309e-35 0.7995860 0.684 0.031 9.184306e-31
## HLA-DQB1 6.783754e-35 1.8713212 0.947 0.082 1.086893e-30
## IGLC2 2.501200e-33 2.7615825 0.474 0.012 4.007423e-29
## CNTNAP2 5.844521e-32 0.5340839 0.316 0.002 9.364092e-28
## FCRL5 2.715196e-31 0.4103032 0.263 0.000 4.350287e-27
## CXXC5 4.069688e-31 1.1825630 0.789 0.061 6.520455e-27
## POU2AF1 3.884512e-30 0.5258419 0.368 0.006 6.223765e-26
## SWAP70 3.966041e-30 1.2223142 0.789 0.063 6.354390e-26
## P2RX5 9.364822e-30 1.1734519 0.737 0.053 1.500432e-25
## CD180 3.469016e-29 0.6197797 0.632 0.033 5.558058e-25
## LINC02397 5.354060e-28 0.7403945 0.316 0.004 8.578275e-24
## AFF3 1.029534e-26 1.0127067 0.632 0.041 1.649519e-22
## RALGPS2 1.612847e-26 1.4685685 0.789 0.080 2.584104e-22
## LILRA4 3.949270e-26 1.1685518 0.263 0.002 6.327521e-22
## LINC00996 3.949270e-26 0.4588093 0.263 0.002 6.327521e-22
## FAM30A 4.315888e-26 0.5094080 0.263 0.002 6.914916e-22
## DENND5B 4.315888e-26 0.3118084 0.263 0.002 6.914916e-22
## CCDC50 1.685611e-25 1.6610611 0.526 0.027 2.700686e-21
## PLD4 2.263044e-25 1.4085014 0.368 0.010 3.625848e-21
## CNR2 4.207357e-25 0.5456509 0.368 0.010 6.741028e-21
## HLA-DOB 9.769478e-25 0.6625202 0.474 0.022 1.565266e-20
## PKIG 1.178322e-24 0.6949923 0.421 0.016 1.887908e-20
## HVCN1 2.114845e-24 1.3283163 0.842 0.096 3.388405e-20
## PAWR 1.610771e-23 0.6614935 0.474 0.023 2.580778e-19
## IRF8 1.858402e-23 1.9081471 0.789 0.092 2.977532e-19
## SETBP1 8.088073e-23 0.4340293 0.368 0.012 1.295871e-18
## CD200 1.919964e-22 0.4431894 0.316 0.008 3.076166e-18
## MEF2C 2.052842e-22 1.1659935 0.842 0.098 3.289064e-18
## AC096733.2 2.444024e-22 0.4051769 0.263 0.004 3.915815e-18
## IGKC 4.573317e-22 3.7849616 0.684 0.072 7.327368e-18
## IGLC3 8.892328e-22 3.2174047 0.368 0.014 1.424729e-17
## BTK 2.008868e-21 0.7167125 0.684 0.065 3.218609e-17
## GNG7 7.136958e-21 0.5962060 0.526 0.037 1.143483e-16
## PHACTR1 8.790706e-21 0.9381682 0.579 0.049 1.408447e-16
## PLEKHG1 1.717985e-19 0.3296930 0.263 0.006 2.752556e-15
## PDLIM1 2.561408e-19 0.6378928 0.421 0.023 4.103888e-15
## ADAM19 6.106214e-19 0.5427147 0.526 0.043 9.783375e-15
## STX7 1.663397e-18 1.3353932 0.895 0.182 2.665094e-14
## HLA-DMB 6.312283e-18 1.1295473 0.947 0.188 1.011354e-13
## GAPT 8.600005e-18 0.9512838 0.737 0.096 1.377893e-13
## HLA-DOA 1.106962e-17 0.5651355 0.421 0.027 1.773575e-13
## HLA-DRA 2.155346e-17 2.0870119 1.000 0.274 3.453296e-13
## CIITA 4.302629e-17 0.9038177 0.632 0.074 6.893672e-13
## HLA-DRB1 5.143380e-17 1.9782278 1.000 0.282 8.240724e-13
## SH2B2 1.076744e-16 0.3187729 0.316 0.014 1.725159e-12
## SLC9A7 1.297405e-15 0.5107181 0.263 0.010 2.078702e-11
## NT5E 1.367366e-15 0.3097568 0.263 0.010 2.190794e-11
## STAP1 1.518623e-15 0.3428966 0.263 0.010 2.433137e-11
## HLA-DPB1 3.469067e-15 1.8717996 1.000 0.380 5.558139e-11
## HLA-DPA1 9.091081e-15 2.0829467 1.000 0.421 1.456573e-10
## STRBP 9.823801e-15 0.9359595 0.684 0.115 1.573969e-10
## HLA-DMA 1.265151e-14 1.1675169 0.842 0.178 2.027024e-10
## CD79B 2.169860e-14 1.7466776 0.684 0.131 3.476550e-10
## CBFA2T3 2.481183e-14 0.7792838 0.474 0.049 3.975351e-10
## CRIM1 6.074698e-14 0.2730624 0.263 0.012 9.732881e-10
## MARCH1 1.123665e-13 0.9021434 0.684 0.110 1.800337e-09
## CD74 1.708347e-13 2.4085423 1.000 0.744 2.737113e-09
## TSPAN3 1.876627e-13 0.6722253 0.737 0.143 3.006732e-09
## BEND5 5.301555e-13 0.4312111 0.368 0.031 8.494151e-09
## CD37 1.401113e-12 1.4975407 1.000 0.953 2.244864e-08
## IGHA1 1.671767e-12 1.0966053 0.368 0.033 2.678505e-08
## KYNU 2.376512e-12 0.3916114 0.421 0.041 3.807647e-08
## ADGRG5 2.701539e-12 0.3042900 0.316 0.022 4.328406e-08
## CD40 2.799339e-12 0.5974928 0.368 0.033 4.485101e-08
## FGD2 4.482445e-12 0.4940643 0.421 0.045 7.181774e-08
## PCDH9 5.822923e-12 0.5352639 0.263 0.016 9.329488e-08
## BCL7A 6.264522e-12 0.7383449 0.474 0.063 1.003702e-07
## LYN 7.863628e-12 0.7253163 0.789 0.159 1.259911e-07
## FYB1 9.153813e-12 -1.6890674 0.158 0.961 1.466624e-07
## SMIM14 1.776081e-11 1.0076629 0.737 0.180 2.845636e-07
## FCHSD2 2.297734e-11 0.6891480 0.579 0.102 3.681429e-07
## ZDHHC21 2.720537e-11 0.5436343 0.474 0.065 4.358845e-07
## WDFY4 4.386620e-11 0.3734084 0.263 0.018 7.028243e-07
## GGA2 4.761375e-11 0.7713546 0.737 0.176 7.628676e-07
## CPNE5 5.552764e-11 0.4918533 0.316 0.027 8.896638e-07
## TSPAN33 5.727360e-11 0.5055481 0.316 0.027 9.176377e-07
## FAM3C 1.975216e-10 0.6341599 0.579 0.110 3.164692e-06
## CYB561A3 2.078617e-10 0.9676699 0.737 0.217 3.330359e-06
## SEMA4B 2.694416e-10 0.3880207 0.316 0.029 4.316993e-06
## GIMAP7 3.262915e-10 -1.4489229 0.105 0.939 5.227843e-06
## CD3D 5.041111e-10 -1.8184261 0.053 0.845 8.076868e-06
## CDCA7L 5.482727e-10 0.6234842 0.526 0.092 8.784425e-06
## OSBPL10 5.632183e-10 0.4334966 0.316 0.031 9.023884e-06
## CD3E 6.592743e-10 -1.8560557 0.053 0.843 1.056289e-05
## SESTD1 8.002044e-10 0.4946388 0.368 0.045 1.282088e-05
## TRAF4 1.244552e-09 0.6019488 0.421 0.063 1.994022e-05
## HDAC9 1.527197e-09 0.2750246 0.316 0.031 2.446875e-05
## PLEKHF2 2.141827e-09 0.5315298 0.632 0.139 3.431634e-05
## SP140 2.651398e-09 0.9453279 0.632 0.168 4.248070e-05
## EAF2 2.825016e-09 0.5515009 0.526 0.102 4.526240e-05
## PRKCB 3.110160e-09 0.9141253 1.000 0.485 4.983099e-05
## UBE2E2 3.814510e-09 0.4616003 0.421 0.065 6.111609e-05
## SLC37A1 4.104877e-09 0.4087138 0.368 0.049 6.576834e-05
## SNX2 4.656792e-09 0.8295936 0.895 0.356 7.461112e-05
## GIMAP1 5.220958e-09 -1.1289951 0.000 0.783 8.365019e-05
## SLC15A4 6.286245e-09 0.6361128 0.526 0.104 1.007182e-04
## SYK 7.431660e-09 0.5665365 0.632 0.131 1.190701e-04
## PLAC8 8.475825e-09 0.9833656 1.000 0.699 1.357997e-04
## MTM1 9.207697e-09 0.3878791 0.368 0.051 1.475257e-04
## TCF3 1.175935e-08 0.6047666 0.526 0.117 1.884084e-04
## UNC93B1 1.219880e-08 0.7112204 0.579 0.131 1.954492e-04
## REL 1.423988e-08 0.7835830 0.895 0.405 2.281514e-04
## GRK3 1.717306e-08 0.5032428 0.526 0.106 2.751467e-04
## PMEPA1 1.827480e-08 0.6681430 0.316 0.039 2.927988e-04
## LYL1 2.169757e-08 0.4615788 0.579 0.131 3.476385e-04
## MTSS1 2.214876e-08 0.6041712 0.421 0.074 3.548674e-04
## TRAC 2.695106e-08 -1.6853789 0.158 0.820 4.318100e-04
## NOTCH2NL 2.724355e-08 0.3046910 0.316 0.039 4.364961e-04
## CD3G 2.834496e-08 -1.3095204 0.105 0.798 4.541430e-04
## TMSB4X 3.084011e-08 -0.5711309 1.000 1.000 4.941203e-04
## CTSZ 3.280105e-08 0.6820675 0.789 0.223 5.255384e-04
## AC027097.1 4.135517e-08 0.4867873 0.421 0.074 6.625926e-04
## GIMAP4 4.658271e-08 -1.1069463 0.105 0.808 7.463481e-04
## MAPK8IP3 5.325810e-08 0.3350155 0.368 0.055 8.533013e-04
## ITM2C 6.320597e-08 1.5776665 0.526 0.131 1.012686e-03
## RHBDF2 9.766513e-08 0.3626772 0.421 0.076 1.564791e-03
## DDAH2 1.010595e-07 0.4586275 0.474 0.100 1.619176e-03
## IL32 1.435768e-07 -1.7330481 0.053 0.740 2.300387e-03
## SYNGR2 1.911108e-07 0.6026881 0.737 0.252 3.061977e-03
## CKS1B 2.192816e-07 0.4059022 0.421 0.082 3.513330e-03
## LDHB 2.395402e-07 -1.0866405 0.737 0.902 3.837913e-03
## SEL1L3 2.534616e-07 0.6192871 0.421 0.082 4.060962e-03
## OPN3 2.794187e-07 0.4052066 0.316 0.045 4.476847e-03
## LCK 2.811707e-07 -1.0941054 0.105 0.765 4.504917e-03
## CD247 2.816010e-07 -1.2416241 0.000 0.679 4.511812e-03
## GCNT2 3.147567e-07 0.4116140 0.316 0.047 5.043031e-03
## RPS11 3.257752e-07 0.4826837 1.000 0.996 5.219570e-03
## IL7R 3.371798e-07 -1.8736851 0.053 0.693 5.402294e-03
## GPATCH11 5.975425e-07 0.4864455 0.526 0.127 9.573827e-03
## SIMC1 6.976891e-07 0.2949110 0.316 0.047 1.117837e-02
## TPD52 7.343067e-07 0.5628684 0.474 0.117 1.176506e-02
## ORAI2 7.516210e-07 0.7831959 0.632 0.213 1.204247e-02
## P2RY10 8.621484e-07 0.4201122 0.526 0.133 1.381334e-02
## PARVB 8.780322e-07 0.4740114 0.316 0.051 1.406783e-02
## AC004687.1 1.102600e-06 0.7434530 0.842 0.356 1.766586e-02
## METTL7A 1.142294e-06 0.6115160 0.421 0.094 1.830183e-02
## UBE2J1 1.265451e-06 0.8780598 0.632 0.204 2.027505e-02
## DOCK2 1.391094e-06 0.4707727 0.842 0.325 2.228810e-02
## RGS10 1.407556e-06 -0.8706475 0.158 0.779 2.255187e-02
## CD2 1.486864e-06 -1.0624640 0.053 0.661 2.382253e-02
## HHEX 1.525931e-06 0.5750330 0.421 0.088 2.444847e-02
## BASP1 1.581207e-06 0.5893921 0.421 0.084 2.533409e-02
## ELL 1.739435e-06 0.3541074 0.368 0.068 2.786923e-02
## SKAP2 1.792448e-06 0.6194914 0.579 0.160 2.871861e-02
## BTLA 2.099211e-06 0.4432026 0.316 0.055 3.363355e-02
## GNA12 2.206423e-06 0.4011757 0.368 0.076 3.535131e-02
## ITM2B 2.284392e-06 -0.6072369 0.895 0.988 3.660053e-02
## SAV1 2.376076e-06 0.3830699 0.316 0.055 3.806949e-02
## FMNL3 2.380789e-06 0.4994803 0.368 0.074 3.814500e-02
## MARF1 2.393750e-06 0.5863579 0.579 0.172 3.835266e-02
## POLM 2.436823e-06 0.3540379 0.526 0.135 3.904278e-02
## PLCG2 2.631857e-06 0.4750843 0.526 0.147 4.216761e-02
## LY86 2.665719e-06 0.5781330 0.579 0.157 4.271014e-02
## ACP5 2.671042e-06 0.4519513 0.474 0.115 4.279544e-02
## CALM1 3.148647e-06 -0.6713378 0.895 0.992 5.044763e-02
## FAM96A 3.369451e-06 0.5137688 0.632 0.217 5.398534e-02
## RUFY3 3.907915e-06 0.4889252 0.421 0.102 6.261262e-02
## MAN2B1 4.012845e-06 0.2904940 0.316 0.055 6.429381e-02
## LAT 4.393211e-06 -0.9156345 0.105 0.669 7.038802e-02
## TPT1 4.450165e-06 -0.3708795 1.000 1.000 7.130054e-02
## AAK1 4.547965e-06 -0.8813915 0.105 0.708 7.286749e-02
## PRKCE 4.671739e-06 0.2663317 0.316 0.053 7.485061e-02
## TRABD2A 5.074506e-06 -0.9538230 0.000 0.591 8.130373e-02
## CD7 5.619511e-06 -1.0705988 0.158 0.705 9.003581e-02
## TCF7 5.793088e-06 -1.0126253 0.211 0.763 9.281686e-02
## RARRES3 5.997776e-06 -0.7586200 0.158 0.750 9.609637e-02
## BCL11B 6.007150e-06 -0.8419199 0.053 0.683 9.624655e-02
## SNX3 6.125401e-06 0.6494469 0.947 0.632 9.814117e-02
## ZNF736 6.279746e-06 0.3003700 0.263 0.041 1.006141e-01
## PTPN6 6.826815e-06 0.5731731 0.947 0.571 1.093792e-01
## UGCG 7.621078e-06 0.9431000 0.579 0.200 1.221049e-01
## TRAK1 8.830683e-06 0.3504493 0.316 0.059 1.414852e-01
## SP100 8.998653e-06 0.6458016 0.842 0.638 1.441764e-01
## TRBC1 1.055049e-05 -1.7063414 0.053 0.616 1.690399e-01
## PLEK 1.103059e-05 0.6694409 0.632 0.204 1.767321e-01
## LEPROTL1 1.121407e-05 -0.8274928 0.263 0.732 1.796718e-01
## PLEKHA2 1.228453e-05 0.5148484 0.526 0.168 1.968227e-01
## TBC1D32 1.251054e-05 0.3110204 0.263 0.043 2.004439e-01
## GPX7 1.258350e-05 0.2750777 0.368 0.078 2.016129e-01
## METTL8 1.268993e-05 0.4309964 0.368 0.084 2.033180e-01
## ZNF107 1.324763e-05 0.5850577 0.421 0.106 2.122536e-01
## NOSIP 1.431873e-05 -0.9080616 0.368 0.787 2.294148e-01
## ITGAE 1.452978e-05 0.4536532 0.632 0.219 2.327961e-01
## ANXA1 1.520359e-05 -1.4294212 0.000 0.554 2.435920e-01
## SLFN5 1.587035e-05 -0.8435937 0.105 0.624 2.542747e-01
## TEX261 1.623482e-05 0.3808025 0.368 0.084 2.601143e-01
## APPL1 1.632582e-05 0.6400810 0.579 0.221 2.615722e-01
## LYSMD2 1.701159e-05 0.4256706 0.737 0.292 2.725597e-01
## CD27 1.909346e-05 -0.8577137 0.105 0.667 3.059154e-01
## PGGT1B 1.976170e-05 0.4609379 0.526 0.178 3.166219e-01
## METTL17 1.993724e-05 0.4011651 0.579 0.204 3.194345e-01
## BISPR 2.075155e-05 0.2731634 0.368 0.082 3.324813e-01
## TULP4 2.114774e-05 0.4373130 0.474 0.139 3.388291e-01
## PPP1R37 2.119155e-05 0.2592089 0.316 0.063 3.395310e-01
## SFT2D2 2.127712e-05 0.4816511 0.579 0.209 3.409020e-01
## B2M 2.140475e-05 -0.3538418 1.000 1.000 3.429469e-01
## COLGALT1 2.157632e-05 0.4301534 0.474 0.137 3.456958e-01
## CHD7 2.198617e-05 0.4780196 0.579 0.211 3.522624e-01
## GANC 2.339088e-05 0.2958265 0.316 0.065 3.747686e-01
## RB1 2.532204e-05 0.3523029 0.421 0.112 4.057097e-01
## SARAF 2.541484e-05 -0.6866820 0.842 0.953 4.071966e-01
## CALHM6 2.575621e-05 0.3552551 0.368 0.082 4.126659e-01
## HERPUD1 2.582777e-05 0.8891841 0.895 0.722 4.138125e-01
## RXYLT1 2.797589e-05 0.3871545 0.316 0.065 4.482297e-01
## ANTXR2 2.799570e-05 0.5568369 0.421 0.117 4.485471e-01
## LEF1 3.123485e-05 -0.9085510 0.105 0.611 5.004447e-01
## PRDM2 3.143765e-05 0.4526640 0.842 0.417 5.036940e-01
## TP53I13 3.214982e-05 0.4874725 0.421 0.117 5.151044e-01
## UTRN 3.823091e-05 0.4506709 0.842 0.423 6.125357e-01
## AHI1 3.976553e-05 0.3855560 0.368 0.090 6.371233e-01
## IDH3A 4.306892e-05 0.5113034 0.421 0.121 6.900503e-01
## S100A6 4.550680e-05 -1.2780865 0.895 0.951 7.291099e-01
## RCAN3 4.659546e-05 -0.8306286 0.158 0.634 7.465525e-01
## TMEM19 4.686283e-05 0.3518156 0.316 0.068 7.508363e-01
## NRAS 4.686430e-05 0.3068969 0.368 0.090 7.508598e-01
## EZR 4.689269e-05 0.6501134 0.842 0.501 7.513146e-01
## TYW1 4.720935e-05 0.2650134 0.316 0.067 7.563882e-01
## SYPL1 4.892615e-05 0.4816164 0.684 0.315 7.838947e-01
## ZCCHC7 4.900372e-05 0.6777752 0.579 0.264 7.851377e-01
## EXOC6 5.080919e-05 0.3489169 0.368 0.096 8.140648e-01
## CD82 5.131342e-05 0.5603777 0.526 0.200 8.221436e-01
## UBE2D4 5.174396e-05 0.4055938 0.263 0.051 8.290417e-01
## TNKS2 5.601684e-05 0.3865641 0.526 0.182 8.975018e-01
## S100A4 5.662886e-05 -1.9082973 0.316 0.775 9.073076e-01
## C12orf49 5.797207e-05 0.2976014 0.368 0.090 9.288285e-01
## PIM1 6.076152e-05 -0.7680174 0.053 0.542 9.735210e-01
## TRBC2 6.608457e-05 -1.3628595 0.632 0.787 1.000000e+00
## ACTG1 6.747733e-05 -0.6077429 0.895 0.996 1.000000e+00
## SKIL 6.864910e-05 0.5006353 0.526 0.186 1.000000e+00
## DDX11 6.929916e-05 0.2953860 0.368 0.092 1.000000e+00
## P2RX1 7.453408e-05 0.3632389 0.263 0.051 1.000000e+00
## CRIPT 7.584694e-05 0.3184667 0.526 0.170 1.000000e+00
## NEK8 7.796964e-05 0.2664227 0.263 0.049 1.000000e+00
## SPOCK2 8.128236e-05 -0.7638404 0.053 0.556 1.000000e+00
## CITED2 8.246368e-05 -0.8579736 0.316 0.740 1.000000e+00
## IKZF3 8.247468e-05 0.5527998 0.684 0.301 1.000000e+00
## PLPP5 8.306994e-05 0.5382729 0.368 0.104 1.000000e+00
## PIK3CG 8.580965e-05 0.3182859 0.263 0.051 1.000000e+00
## WWC3 8.802383e-05 0.3167062 0.316 0.072 1.000000e+00
## GAPDH 8.930720e-05 -0.7765224 0.947 0.969 1.000000e+00
## SELENOH 9.052065e-05 0.4180977 0.895 0.654 1.000000e+00
## ITSN2 9.109197e-05 0.3456899 0.789 0.362 1.000000e+00
## NGLY1 9.833848e-05 0.4573864 0.632 0.270 1.000000e+00
## S100A10 1.043561e-04 -0.7188863 0.474 0.877 1.000000e+00
## GRB2 1.073734e-04 0.4511518 0.842 0.589 1.000000e+00
## AL135925.1 1.089915e-04 0.5218217 0.474 0.153 1.000000e+00
## GMFG 1.126315e-04 -0.5382291 0.789 0.959 1.000000e+00
## EBLN3P 1.204619e-04 0.3981972 0.737 0.362 1.000000e+00
## ID2 1.214099e-04 -0.8959128 0.316 0.769 1.000000e+00
## CYBA 1.241002e-04 0.5981002 1.000 0.888 1.000000e+00
## TMSB10 1.245360e-04 -0.3219781 1.000 1.000 1.000000e+00
## HSPA8 1.248329e-04 -0.5588013 0.947 0.955 1.000000e+00
## TAGLN2 1.272774e-04 0.7917607 0.895 0.695 1.000000e+00
## TSPO 1.330934e-04 -0.9520425 0.368 0.759 1.000000e+00
## PPP3CB 1.331291e-04 0.3254983 0.579 0.221 1.000000e+00
## CCR6 1.367376e-04 0.2643920 0.263 0.053 1.000000e+00
## HECTD1 1.465894e-04 0.2959066 0.579 0.211 1.000000e+00
## NFKBID 1.511600e-04 0.6580422 0.474 0.186 1.000000e+00
## RBM6 1.528740e-04 0.4336098 0.789 0.419 1.000000e+00
## SPOPL 1.528983e-04 0.2921127 0.316 0.074 1.000000e+00
## CHPT1 1.553368e-04 0.3189859 0.421 0.125 1.000000e+00
## DNAJC4 1.582730e-04 0.5074084 0.579 0.258 1.000000e+00
## ZFP36L2 1.623200e-04 -0.5880340 0.895 0.990 1.000000e+00
## CD48 1.642625e-04 -0.5269085 0.842 0.969 1.000000e+00
## TRAT1 1.650844e-04 -0.6813848 0.000 0.464 1.000000e+00
## SMARCB1 1.651877e-04 0.5527795 0.579 0.262 1.000000e+00
## FAM24B 1.667295e-04 0.3110157 0.263 0.057 1.000000e+00
## AIF1 1.731815e-04 -1.5875167 0.000 0.462 1.000000e+00
## KIF20B 1.851639e-04 0.3345102 0.421 0.127 1.000000e+00
## MAL 1.861889e-04 -0.7369556 0.053 0.548 1.000000e+00
## NEAT1 1.894818e-04 -1.0173245 0.632 0.881 1.000000e+00
## SRGAP2 1.912651e-04 0.3129729 0.316 0.076 1.000000e+00
## TEPSIN 2.113612e-04 0.2789114 0.316 0.076 1.000000e+00
## CCDC14 2.287300e-04 0.3677302 0.474 0.160 1.000000e+00
## LCORL 2.330336e-04 0.2850158 0.368 0.104 1.000000e+00
## LINC00861 2.394405e-04 -0.6841740 0.053 0.519 1.000000e+00
## RORA 2.410702e-04 -0.7241467 0.000 0.448 1.000000e+00
## SIPA1L1 2.440000e-04 0.4984633 0.368 0.108 1.000000e+00
## TRAF3IP3 2.467437e-04 -0.5674289 0.632 0.879 1.000000e+00
## POU2F2 2.475203e-04 0.7126507 0.789 0.419 1.000000e+00
## SOCS3 2.528165e-04 -0.7926359 0.105 0.564 1.000000e+00
## ADD1 2.544175e-04 0.4364127 0.684 0.331 1.000000e+00
## MFN1 2.581354e-04 0.2750612 0.316 0.080 1.000000e+00
## JUN 2.636685e-04 -0.5820994 0.947 0.990 1.000000e+00
## PRPS2 2.644134e-04 0.3444774 0.421 0.143 1.000000e+00
## APH1A 2.680938e-04 0.3492921 0.789 0.389 1.000000e+00
## SRGN 2.763260e-04 -0.8230222 0.211 0.740 1.000000e+00
## PIK3IP1 2.852575e-04 -0.7481905 0.421 0.712 1.000000e+00
## TSPAN14 2.859940e-04 -0.5750478 0.053 0.519 1.000000e+00
## RPL14 2.994209e-04 -0.3288354 1.000 0.998 1.000000e+00
## CDKN1A 3.036031e-04 0.5245975 0.368 0.106 1.000000e+00
## ZAP70 3.056429e-04 -0.6162333 0.053 0.483 1.000000e+00
## SNX29 3.132502e-04 0.3861157 0.368 0.114 1.000000e+00
## TUT4 3.240690e-04 0.4692492 0.737 0.417 1.000000e+00
## HCST 3.252718e-04 -0.6028431 0.421 0.867 1.000000e+00
## FLNB 3.343463e-04 0.2537617 0.316 0.082 1.000000e+00
## CD53 3.479261e-04 0.4642948 0.947 0.781 1.000000e+00
## VIM 3.506872e-04 -0.7072566 0.789 0.977 1.000000e+00
## RPS14 3.653459e-04 -0.3014490 1.000 0.998 1.000000e+00
## C12orf57 3.659304e-04 -0.5714364 0.579 0.840 1.000000e+00
## ITM2A 3.917192e-04 -0.7096030 0.105 0.524 1.000000e+00
## SLC39A3 3.963491e-04 0.3226691 0.368 0.114 1.000000e+00
## IRF7 4.000909e-04 1.3823164 0.526 0.243 1.000000e+00
## PPA1 4.162791e-04 -0.4300691 0.105 0.577 1.000000e+00
## DOPEY2 4.166512e-04 0.3023185 0.263 0.061 1.000000e+00
## GIT2 4.183137e-04 0.3299171 0.632 0.282 1.000000e+00
## CAMK4 4.363998e-04 -0.6435174 0.053 0.468 1.000000e+00
## ARMCX3 4.393616e-04 0.4200456 0.526 0.223 1.000000e+00
## ZRANB2 4.552556e-04 0.3849306 0.895 0.519 1.000000e+00
## RPS15A 4.845205e-04 -0.2502936 1.000 1.000 1.000000e+00
## ZNF791 4.894791e-04 0.4579174 0.526 0.223 1.000000e+00
## TMED9 5.120686e-04 0.3715487 0.789 0.425 1.000000e+00
## DDX39A 5.176124e-04 0.3902128 0.684 0.327 1.000000e+00
## AACS 5.188470e-04 0.7073608 0.263 0.063 1.000000e+00
## PARP14 5.494437e-04 0.7783097 0.579 0.286 1.000000e+00
## CDC40 5.562772e-04 0.4427174 0.684 0.374 1.000000e+00
## UCP2 5.602813e-04 0.5474646 1.000 0.820 1.000000e+00
## AKAP9 5.613287e-04 0.5370616 0.895 0.577 1.000000e+00
## RGS19 5.819673e-04 0.4448380 0.789 0.452 1.000000e+00
## STARD7 5.824198e-04 0.3984383 0.579 0.266 1.000000e+00
## FYN 6.021721e-04 -0.5939759 0.211 0.634 1.000000e+00
## IRS2 6.029932e-04 -0.5984330 0.053 0.454 1.000000e+00
## LYST 6.038590e-04 0.3779145 0.579 0.223 1.000000e+00
## ATAD5 6.205201e-04 0.3344478 0.263 0.063 1.000000e+00
## PPP3CA 6.364841e-04 0.4582391 0.526 0.221 1.000000e+00
## DDX17 6.389417e-04 0.4145447 0.947 0.773 1.000000e+00
## SIGIRR 6.469545e-04 -0.5711236 0.158 0.585 1.000000e+00
## ACTN1 6.486109e-04 -0.5726302 0.053 0.452 1.000000e+00
## JUNB 6.500132e-04 -0.6133301 0.895 0.994 1.000000e+00
## HELLS 6.695305e-04 0.2798200 0.263 0.063 1.000000e+00
## SEC62 6.699430e-04 0.4977921 0.947 0.669 1.000000e+00
## OXNAD1 6.897974e-04 -0.5788217 0.053 0.452 1.000000e+00
## RHBDD1 7.093512e-04 0.3113751 0.316 0.090 1.000000e+00
## RERE 7.099172e-04 0.3895533 0.526 0.219 1.000000e+00
## CD4 7.127910e-04 -0.5837849 0.053 0.456 1.000000e+00
## PPP1R9B 7.212066e-04 0.4108987 0.368 0.121 1.000000e+00
## ERGIC1 7.308067e-04 0.3858654 0.474 0.194 1.000000e+00
## ARL4C 7.350158e-04 -0.6718554 0.474 0.791 1.000000e+00
## ZEB2 7.455469e-04 0.4928626 0.579 0.219 1.000000e+00
## RABEP2 7.508584e-04 0.3490911 0.316 0.092 1.000000e+00
## RGCC 7.574103e-04 -0.6651744 0.105 0.538 1.000000e+00
## DRAM2 7.987192e-04 0.3636231 0.579 0.262 1.000000e+00
## FAM214A 8.005103e-04 0.3080410 0.526 0.219 1.000000e+00
## CAT 8.099415e-04 0.5459180 0.579 0.315 1.000000e+00
## PLK3 8.128179e-04 -0.6309433 0.158 0.566 1.000000e+00
## CCR7 8.138863e-04 -0.7460355 0.263 0.628 1.000000e+00
## PNN 8.185657e-04 0.4800314 1.000 0.730 1.000000e+00
## CHD9 8.368225e-04 0.4169486 0.526 0.249 1.000000e+00
## RPL13A 8.527473e-04 0.2555039 1.000 1.000 1.000000e+00
## RABGGTB 8.734565e-04 0.3925176 0.526 0.239 1.000000e+00
## FKBP5 8.770880e-04 -0.5049632 0.000 0.391 1.000000e+00
## WRN 8.963751e-04 0.2742469 0.263 0.068 1.000000e+00
## CHD2 8.968753e-04 0.5495501 0.842 0.552 1.000000e+00
## SAMHD1 9.000203e-04 -0.4854551 0.263 0.753 1.000000e+00
## PDXDC1 9.049173e-04 0.4348615 0.421 0.155 1.000000e+00
## CD44 9.481816e-04 -0.5524897 0.632 0.859 1.000000e+00
## WASHC4 9.693597e-04 0.4200715 0.579 0.280 1.000000e+00
## TMEM173 9.717839e-04 -0.4955513 0.053 0.474 1.000000e+00
## FUOM 9.742309e-04 0.2919282 0.316 0.088 1.000000e+00
## CAPG 9.778251e-04 0.3652945 0.579 0.231 1.000000e+00
## PRKCH 9.895641e-04 -0.5090407 0.053 0.470 1.000000e+00
## ST6GALNAC4 1.017890e-03 0.3100217 0.316 0.094 1.000000e+00
## MRPS25 1.033029e-03 0.3478516 0.474 0.180 1.000000e+00
## UVRAG 1.079954e-03 0.3586684 0.421 0.159 1.000000e+00
## SLC2A3 1.092156e-03 -0.8160603 0.526 0.765 1.000000e+00
## DOK2 1.114299e-03 -0.6494427 0.053 0.444 1.000000e+00
## PRKCA 1.139017e-03 -0.5631675 0.105 0.481 1.000000e+00
## PRKD2 1.186221e-03 0.4061180 0.474 0.204 1.000000e+00
## GZMB 1.191998e-03 1.5285088 0.263 0.070 1.000000e+00
## PPM1A 1.192884e-03 0.2577847 0.421 0.153 1.000000e+00
## KIAA1147 1.222128e-03 0.3300125 0.474 0.176 1.000000e+00
## MED23 1.302379e-03 0.3139327 0.368 0.131 1.000000e+00
## ARID3A 1.308872e-03 0.5539781 0.316 0.096 1.000000e+00
## THRAP3 1.317077e-03 0.3549789 0.842 0.587 1.000000e+00
## KTN1 1.322499e-03 0.3262691 0.947 0.609 1.000000e+00
## TNFAIP3 1.333482e-03 -0.7786122 0.211 0.544 1.000000e+00
## SGSM3 1.337297e-03 0.2509150 0.263 0.070 1.000000e+00
## FLT3LG 1.337711e-03 -0.5499580 0.105 0.470 1.000000e+00
## RELB 1.359907e-03 0.3442290 0.316 0.100 1.000000e+00
## ARID1B 1.366054e-03 0.3941542 0.842 0.620 1.000000e+00
## SNRPD2 1.402368e-03 -0.3541738 0.474 0.849 1.000000e+00
## YBX3 1.452236e-03 0.5878611 0.421 0.166 1.000000e+00
## CYP20A1 1.475252e-03 0.3346129 0.526 0.237 1.000000e+00
## RPS24 1.514790e-03 -0.2522299 1.000 1.000 1.000000e+00
## STT3A 1.518337e-03 0.3033606 0.316 0.098 1.000000e+00
## AP1AR 1.544730e-03 0.3115259 0.316 0.100 1.000000e+00
## CCDC97 1.565982e-03 0.2596709 0.368 0.125 1.000000e+00
## DBNL 1.582253e-03 0.3922247 0.737 0.476 1.000000e+00
## CEPT1 1.589202e-03 0.3607124 0.421 0.162 1.000000e+00
## ARPC3 1.591810e-03 0.3073039 1.000 0.965 1.000000e+00
## ADPRHL2 1.592770e-03 0.3150201 0.316 0.104 1.000000e+00
## L3MBTL3 1.606091e-03 0.3576075 0.316 0.100 1.000000e+00
## GIMAP2 1.661756e-03 -0.4826749 0.053 0.432 1.000000e+00
## LCOR 1.664526e-03 0.3843445 0.526 0.243 1.000000e+00
## TFEB 1.671058e-03 0.3218411 0.316 0.102 1.000000e+00
## CLIC1 1.679842e-03 0.3177934 0.947 0.632 1.000000e+00
## STAT6 1.691267e-03 0.3218907 0.579 0.270 1.000000e+00
## IPCEF1 1.700213e-03 -0.4988226 0.000 0.360 1.000000e+00
## RILPL2 1.731693e-03 0.3165127 0.632 0.299 1.000000e+00
## WDR11 1.753237e-03 0.3808997 0.368 0.133 1.000000e+00
## SYNE2 1.822018e-03 -0.7105249 0.158 0.530 1.000000e+00
## AQP3 1.829644e-03 -0.6467079 0.053 0.429 1.000000e+00
## SFT2D1 1.834735e-03 0.2774741 0.632 0.297 1.000000e+00
## PMAIP1 1.835217e-03 0.4668170 0.684 0.386 1.000000e+00
## MAPRE2 1.911109e-03 0.2996137 0.474 0.204 1.000000e+00
## CD40LG 1.917677e-03 -0.5128081 0.000 0.354 1.000000e+00
## TMEM123 1.935771e-03 -0.4996882 0.579 0.830 1.000000e+00
## VPS36 2.001559e-03 0.3855645 0.579 0.301 1.000000e+00
## EIF1B 2.040825e-03 0.3992109 0.737 0.501 1.000000e+00
## IER5L 2.048167e-03 -0.5601330 0.053 0.425 1.000000e+00
## CXCR4 2.049355e-03 0.4855545 0.895 0.620 1.000000e+00
## CALM3 2.097080e-03 -0.4757249 0.368 0.751 1.000000e+00
## SNF8 2.109717e-03 0.2933541 0.684 0.362 1.000000e+00
## SNRNP25 2.112156e-03 0.3578275 0.263 0.074 1.000000e+00
## QRSL1 2.140487e-03 0.2730289 0.316 0.102 1.000000e+00
## IL4R 2.220773e-03 0.4207923 0.474 0.219 1.000000e+00
## TM9SF3 2.267066e-03 0.4409140 0.526 0.252 1.000000e+00
## MSL3 2.324104e-03 0.4173786 0.632 0.364 1.000000e+00
## CD6 2.328658e-03 -0.4951811 0.105 0.476 1.000000e+00
## IFI44L 2.366732e-03 0.3336705 0.316 0.104 1.000000e+00
## EPSTI1 2.418049e-03 0.2778329 0.474 0.204 1.000000e+00
## PIP4P1 2.423318e-03 0.3010461 0.421 0.168 1.000000e+00
## CLN8 2.433444e-03 0.3975935 0.316 0.104 1.000000e+00
## RAB11FIP1 2.444684e-03 0.3977154 0.579 0.286 1.000000e+00
## NDUFS5 2.476061e-03 -0.4485397 0.421 0.742 1.000000e+00
## LAMTOR5 2.490521e-03 0.2952930 0.789 0.513 1.000000e+00
## OFD1 2.490698e-03 0.6620057 0.579 0.321 1.000000e+00
## PTPRC 2.495817e-03 -0.3895569 0.947 0.992 1.000000e+00
## INPP4B 2.528259e-03 -0.4970925 0.000 0.341 1.000000e+00
## ZFAND5 2.535103e-03 -0.5351573 0.263 0.636 1.000000e+00
## MDM4 2.553968e-03 0.4352054 0.789 0.560 1.000000e+00
## MT1X 2.628783e-03 -0.4413798 0.000 0.339 1.000000e+00
## EVL 2.659521e-03 -0.4912043 0.789 0.869 1.000000e+00
## SLC39A10 2.663774e-03 0.4030689 0.579 0.303 1.000000e+00
## IER3 2.730691e-03 -0.9603828 0.105 0.450 1.000000e+00
## PPP3CC 2.748226e-03 0.2662186 0.474 0.209 1.000000e+00
## ATP1A1 2.794792e-03 -0.5522120 0.368 0.695 1.000000e+00
## PKM 2.797570e-03 -0.5206597 0.474 0.755 1.000000e+00
## TXK 2.821429e-03 -0.4818140 0.053 0.389 1.000000e+00
## LRRN3 2.840945e-03 -0.6162165 0.000 0.335 1.000000e+00
## VEGFB 2.841785e-03 0.4581054 0.526 0.280 1.000000e+00
## NCF1 2.853184e-03 0.4420361 0.737 0.493 1.000000e+00
## PDIA6 2.881757e-03 0.3850310 0.684 0.374 1.000000e+00
## SP110 3.006050e-03 0.3938337 0.895 0.620 1.000000e+00
## NME4 3.096568e-03 0.2656432 0.474 0.207 1.000000e+00
## CYTIP 3.098807e-03 -0.4875467 0.316 0.654 1.000000e+00
## LYPLA1 3.262997e-03 0.3116638 0.632 0.354 1.000000e+00
## RPL32 3.348042e-03 -0.2572601 1.000 1.000 1.000000e+00
## TRIM56 3.391450e-03 0.4112651 0.632 0.337 1.000000e+00
## MTDH 3.437451e-03 0.4473970 0.789 0.740 1.000000e+00
## SATB1 3.457720e-03 -0.6108438 0.263 0.568 1.000000e+00
## MAP3K2 3.551289e-03 0.4230443 0.579 0.299 1.000000e+00
## NDUFV1 3.575435e-03 -0.4028000 0.000 0.323 1.000000e+00
## CD96 3.575435e-03 -0.4436490 0.000 0.323 1.000000e+00
## LILRB1 3.619545e-03 0.2930743 0.316 0.102 1.000000e+00
## EPS15 3.633512e-03 0.2818799 0.526 0.264 1.000000e+00
## CDC42SE1 3.641716e-03 -0.4931570 0.316 0.679 1.000000e+00
## DMXL1 3.676849e-03 0.2793744 0.316 0.108 1.000000e+00
## SEPT6 3.763296e-03 0.3066957 0.947 0.706 1.000000e+00
## RAD9A 3.773554e-03 0.3137570 0.421 0.176 1.000000e+00
## SPPL2B 3.777972e-03 0.2902730 0.368 0.145 1.000000e+00
## QKI 3.778964e-03 0.3154958 0.632 0.348 1.000000e+00
## VRK1 3.792668e-03 0.3115546 0.368 0.145 1.000000e+00
## TRIM11 3.809602e-03 0.2825390 0.368 0.141 1.000000e+00
## SNRPD3 3.824191e-03 0.2834140 0.789 0.595 1.000000e+00
## SERINC5 3.844896e-03 -0.4425901 0.053 0.407 1.000000e+00
## MTPN 3.858912e-03 0.4444456 0.684 0.568 1.000000e+00
## MECP2 3.887911e-03 0.3279610 0.632 0.362 1.000000e+00
## ATP5MC2 3.894939e-03 -0.3078392 1.000 0.980 1.000000e+00
## PRMT2 3.895384e-03 -0.4857757 0.263 0.640 1.000000e+00
## SKAP1 3.901354e-03 -0.2622609 0.105 0.524 1.000000e+00
## HEATR5B 3.928289e-03 0.2609626 0.263 0.080 1.000000e+00
## ODC1 3.933600e-03 0.4465008 0.684 0.474 1.000000e+00
## TANK 3.971389e-03 0.4697507 0.526 0.280 1.000000e+00
## NCOA3 4.001893e-03 0.7706741 0.526 0.331 1.000000e+00
## GATA3 4.004676e-03 -0.4276301 0.000 0.317 1.000000e+00
## BTF3 4.009874e-03 -0.2949979 1.000 0.998 1.000000e+00
## PTK2B 4.013600e-03 0.3428330 0.526 0.247 1.000000e+00
## SEPT9 4.017223e-03 -0.4281705 0.474 0.761 1.000000e+00
## A1BG 4.178094e-03 0.3842068 0.368 0.157 1.000000e+00
## GBP2 4.201977e-03 -0.5187990 0.105 0.464 1.000000e+00
## FAM193A 4.263641e-03 0.2507751 0.316 0.110 1.000000e+00
## SRSF9 4.294970e-03 0.4091813 0.789 0.630 1.000000e+00
## ATP5PD 4.349576e-03 -0.4432944 0.421 0.722 1.000000e+00
## HINT3 4.418488e-03 0.2838079 0.263 0.078 1.000000e+00
## TMEM242 4.425834e-03 0.2621422 0.421 0.184 1.000000e+00
## ITPR2 4.500902e-03 0.4709409 0.368 0.157 1.000000e+00
## UQCR11 4.623406e-03 -0.4287249 0.526 0.838 1.000000e+00
## RABEP1 4.661049e-03 0.3842459 0.421 0.186 1.000000e+00
## ST6GAL1 4.693896e-03 0.4004855 0.474 0.243 1.000000e+00
## SNHG7 4.705638e-03 0.4334706 0.842 0.693 1.000000e+00
## PITPNA-AS1 4.714877e-03 0.2744057 0.421 0.174 1.000000e+00
## OPTN 4.739969e-03 -0.4565715 0.053 0.378 1.000000e+00
## CCND2 4.748039e-03 -0.4561554 0.053 0.389 1.000000e+00
## BAZ2A 4.796142e-03 0.2945046 0.579 0.301 1.000000e+00
## PDE4B 4.802516e-03 0.2538154 0.368 0.139 1.000000e+00
## ARHGAP17 4.847754e-03 0.2759559 0.368 0.143 1.000000e+00
## RAB3IP 4.870444e-03 0.3555863 0.316 0.117 1.000000e+00
## SNRNP40 4.880230e-03 0.2732325 0.474 0.227 1.000000e+00
## DAAM1 4.889423e-03 0.2987455 0.316 0.110 1.000000e+00
## PPT1 4.895174e-03 -0.4948204 0.105 0.431 1.000000e+00
## NUP88 4.922541e-03 0.2698975 0.368 0.145 1.000000e+00
## APOL6 4.968700e-03 -0.4556267 0.053 0.364 1.000000e+00
## SIRT7 4.970753e-03 0.2882280 0.632 0.346 1.000000e+00
## LPAR6 5.008303e-03 -0.4287537 0.000 0.305 1.000000e+00
## HADH 5.013658e-03 0.2767782 0.316 0.115 1.000000e+00
## VAMP5 5.082401e-03 -0.4501339 0.105 0.440 1.000000e+00
## ITGB2 5.097394e-03 -0.6320126 0.579 0.824 1.000000e+00
## DYNLT1 5.252743e-03 -0.4444509 0.053 0.368 1.000000e+00
## LMBRD1 5.383997e-03 0.3281518 0.421 0.205 1.000000e+00
## APOL3 5.391024e-03 -0.3669197 0.000 0.301 1.000000e+00
## GRAMD1A 5.458353e-03 -0.4063919 0.053 0.382 1.000000e+00
## SEC31A 5.479222e-03 0.3318082 0.579 0.317 1.000000e+00
## UPP1 5.506784e-03 -0.4455957 0.053 0.380 1.000000e+00
## CDYL 5.530077e-03 0.2788021 0.368 0.151 1.000000e+00
## ING5 5.543070e-03 0.3091130 0.421 0.188 1.000000e+00
## EPN1 5.553314e-03 0.3324357 0.421 0.190 1.000000e+00
## ACTN4 5.557123e-03 0.4155802 0.526 0.270 1.000000e+00
## ITGA6 5.592280e-03 -0.4276820 0.000 0.299 1.000000e+00
## ZNF83 5.628591e-03 0.2558568 0.421 0.190 1.000000e+00
## ZBED1 5.647035e-03 0.2846528 0.316 0.117 1.000000e+00
## ARFGAP3 5.683322e-03 0.2751823 0.421 0.186 1.000000e+00
## ATP6V0E2 5.700388e-03 -0.4105561 0.053 0.372 1.000000e+00
## THAP5 5.752245e-03 0.3227680 0.474 0.231 1.000000e+00
## CD2AP 5.774116e-03 0.5102391 0.368 0.160 1.000000e+00
## EID1 5.776055e-03 -0.4436613 0.474 0.763 1.000000e+00
## PPM1K 5.777637e-03 0.4418034 0.632 0.431 1.000000e+00
## RAP1GDS1 5.858562e-03 0.2522017 0.316 0.121 1.000000e+00
## CD81 5.932897e-03 0.3914245 0.789 0.571 1.000000e+00
## PFN1 5.973558e-03 -0.3621323 1.000 0.996 1.000000e+00
## GYPC 6.119249e-03 -0.4986903 0.368 0.703 1.000000e+00
## ARHGEF7 6.174955e-03 0.2784699 0.316 0.117 1.000000e+00
## NT5C 6.205901e-03 0.3899510 0.474 0.245 1.000000e+00
## EIF2B3 6.205987e-03 0.2578349 0.263 0.084 1.000000e+00
## TRIM8 6.209938e-03 -0.4703310 0.053 0.376 1.000000e+00
## OTUD1 6.234012e-03 0.4746474 0.421 0.215 1.000000e+00
## EPHX2 6.238129e-03 -0.3734685 0.000 0.294 1.000000e+00
## SMAD5 6.264038e-03 0.2590190 0.263 0.084 1.000000e+00
## MYO5A 6.285330e-03 0.2978440 0.263 0.086 1.000000e+00
## TXNDC17 6.377071e-03 -0.3933538 0.053 0.362 1.000000e+00
## ZFX 6.462924e-03 0.4484371 0.421 0.217 1.000000e+00
## MT2A 6.468166e-03 -0.4582949 0.000 0.292 1.000000e+00
## PLIN2 6.468167e-03 -0.3894125 0.000 0.292 1.000000e+00
## PTGER4 6.468169e-03 -0.4341513 0.000 0.292 1.000000e+00
## GALNT10 6.533804e-03 0.3904133 0.263 0.088 1.000000e+00
## RGS1 6.625264e-03 0.2880850 0.316 0.115 1.000000e+00
## WDR60 6.702921e-03 0.3048269 0.316 0.119 1.000000e+00
## TMEM134 6.784397e-03 0.3092121 0.526 0.270 1.000000e+00
## RBM39 6.799709e-03 0.3214773 1.000 0.892 1.000000e+00
## EIF3E 6.956634e-03 -0.3191076 1.000 0.971 1.000000e+00
## RASA3 7.014473e-03 -0.4275658 0.105 0.403 1.000000e+00
## LPIN2 7.028698e-03 -0.4026753 0.053 0.358 1.000000e+00
## CD28 7.066190e-03 -0.4195110 0.053 0.344 1.000000e+00
## TIMP1 7.217430e-03 -0.5323911 0.158 0.460 1.000000e+00
## SRSF10 7.226846e-03 0.3606508 0.737 0.616 1.000000e+00
## DNAJC15 7.283693e-03 0.4098269 0.684 0.429 1.000000e+00
## VPS37B 7.392116e-03 0.5485013 0.421 0.215 1.000000e+00
## EXOSC1 7.468291e-03 -0.3431761 0.000 0.284 1.000000e+00
## EIF3G 7.477574e-03 -0.3503578 0.842 0.890 1.000000e+00
## PLIN3 7.535249e-03 0.2692892 0.421 0.190 1.000000e+00
## GIMAP6 7.739544e-03 -0.3418983 0.000 0.282 1.000000e+00
## CD5 7.849483e-03 -0.3927229 0.053 0.342 1.000000e+00
## SH3BP5 7.855131e-03 0.3716880 0.526 0.311 1.000000e+00
## UBTF 7.882560e-03 0.3321593 0.684 0.407 1.000000e+00
## ITK 8.063789e-03 -0.4044094 0.105 0.403 1.000000e+00
## GSTK1 8.088184e-03 -0.4216481 0.579 0.791 1.000000e+00
## CALU 8.205239e-03 0.2810627 0.316 0.125 1.000000e+00
## BOD1L1 8.259374e-03 0.3817317 0.789 0.542 1.000000e+00
## ACSS1 8.280778e-03 0.3224841 0.368 0.162 1.000000e+00
## PXK 8.283366e-03 0.4433730 0.316 0.127 1.000000e+00
## ICAM3 8.285210e-03 -0.3609111 0.579 0.812 1.000000e+00
## LCP2 8.307512e-03 -0.3970714 0.263 0.536 1.000000e+00
## TBC1D4 8.309358e-03 -0.3898638 0.000 0.278 1.000000e+00
## CTSD 8.328348e-03 -0.8367839 0.263 0.585 1.000000e+00
## CCDC12 8.339526e-03 0.3939937 0.579 0.389 1.000000e+00
## RBL2 8.374074e-03 -0.4588284 0.211 0.548 1.000000e+00
## ALOX5AP 8.400676e-03 0.9155147 0.579 0.364 1.000000e+00
## TNFRSF25 8.484644e-03 -0.4116350 0.053 0.364 1.000000e+00
## CSNK1G3 8.518568e-03 0.3127655 0.368 0.164 1.000000e+00
## LSM7 8.563304e-03 0.3015194 0.842 0.669 1.000000e+00
## SGTB 8.608456e-03 -0.3505068 0.000 0.276 1.000000e+00
## DNAJB14 8.772088e-03 0.3271929 0.684 0.438 1.000000e+00
## CDKN2D 8.797482e-03 0.3473012 0.684 0.466 1.000000e+00
## IL6ST 8.839549e-03 -0.4201566 0.158 0.505 1.000000e+00
## RAB11B 8.900414e-03 -0.3663467 0.053 0.341 1.000000e+00
## MRPS12 8.955969e-03 0.3615398 0.474 0.249 1.000000e+00
## TMED5 8.983309e-03 0.3216813 0.474 0.217 1.000000e+00
## ACTB 9.003528e-03 -0.4227469 1.000 1.000 1.000000e+00
## MBD4 9.021945e-03 0.5518879 0.526 0.342 1.000000e+00
## PRRC2C 9.129418e-03 0.2607821 0.947 0.867 1.000000e+00
## CARD11 9.192267e-03 0.2686178 0.368 0.155 1.000000e+00
## CNTRL 9.382859e-03 0.3476857 0.684 0.429 1.000000e+00
## REX1BD 9.406317e-03 -0.3876228 0.263 0.611 1.000000e+00
## LINC01184 9.482203e-03 0.2866803 0.263 0.090 1.000000e+00
## PBXIP1 9.505187e-03 -0.4650661 0.263 0.571 1.000000e+00
## TMEM204 9.566016e-03 -0.3422243 0.000 0.270 1.000000e+00
## TACC3 9.566018e-03 -0.3399756 0.000 0.270 1.000000e+00
## SPPL2A 9.587165e-03 0.3134968 0.474 0.237 1.000000e+00
## DGKA 9.601748e-03 -0.4037594 0.211 0.499 1.000000e+00
## TC2N 9.668414e-03 -0.4094980 0.053 0.354 1.000000e+00
## SH3GLB1 9.685016e-03 0.2761045 0.579 0.311 1.000000e+00
## CNOT4 9.741095e-03 0.2922077 0.579 0.337 1.000000e+00
## DOCK10 9.804465e-03 -0.3774018 0.053 0.335 1.000000e+00
## SIPA1 9.825590e-03 0.3483452 0.579 0.331 1.000000e+00
## SNX17 1.005422e-02 0.2639722 0.684 0.431 1.000000e+00
## FOS 1.014843e-02 -0.4383521 0.947 0.988 1.000000e+00
## YTHDF2 1.020580e-02 0.3299061 0.632 0.442 1.000000e+00
## IDH2 1.024547e-02 -0.3606354 0.053 0.342 1.000000e+00
## CDC25B 1.032288e-02 -0.3798638 0.053 0.352 1.000000e+00
## DGKZ 1.034756e-02 -0.3727551 0.316 0.622 1.000000e+00
## SMG7 1.037720e-02 0.4033157 0.316 0.129 1.000000e+00
## NUP160 1.043802e-02 0.3736332 0.316 0.133 1.000000e+00
## BACH2 1.066781e-02 0.2680096 0.421 0.184 1.000000e+00
## CHD3 1.067267e-02 -0.4326903 0.105 0.401 1.000000e+00
## PITPNB 1.073703e-02 0.2538195 0.474 0.235 1.000000e+00
## VSIR 1.088036e-02 -0.6053995 0.263 0.536 1.000000e+00
## DCPS 1.088935e-02 0.3041341 0.316 0.127 1.000000e+00
## RNGTT 1.095671e-02 0.3725094 0.316 0.131 1.000000e+00
## LINC01588 1.096396e-02 0.2734426 0.263 0.094 1.000000e+00
## ATAD2B 1.120618e-02 0.3599458 0.368 0.168 1.000000e+00
## LPGAT1 1.123225e-02 0.3205703 0.368 0.160 1.000000e+00
## ARRB2 1.129522e-02 -0.4672646 0.263 0.538 1.000000e+00
## RNF19A 1.169472e-02 0.2766093 0.421 0.204 1.000000e+00
## PNPLA8 1.187343e-02 0.4148328 0.421 0.219 1.000000e+00
## ZBTB44 1.206920e-02 0.3353911 0.421 0.225 1.000000e+00
## PARP15 1.210035e-02 0.4597832 0.316 0.129 1.000000e+00
## PPP2R2D 1.219218e-02 -0.3297052 0.000 0.256 1.000000e+00
## PXN 1.219218e-02 -0.3361570 0.000 0.256 1.000000e+00
## SH3YL1 1.219218e-02 -0.3362134 0.000 0.256 1.000000e+00
## C9orf78 1.227617e-02 -0.3452298 0.368 0.679 1.000000e+00
## RPS4Y1 1.229345e-02 -0.3101958 1.000 0.980 1.000000e+00
## PHKB 1.231000e-02 0.3702986 0.474 0.247 1.000000e+00
## ERP29 1.237795e-02 0.2861765 1.000 0.892 1.000000e+00
## MLEC 1.256859e-02 0.2969877 0.474 0.258 1.000000e+00
## EIF2S3 1.257116e-02 -0.3864880 0.421 0.671 1.000000e+00
## LGALS3 1.261714e-02 -0.7460848 0.000 0.254 1.000000e+00
## MEF2A 1.265310e-02 0.3070199 0.474 0.237 1.000000e+00
## TNPO1 1.266385e-02 0.3570532 0.474 0.274 1.000000e+00
## CCDC32 1.268078e-02 0.2997730 0.316 0.133 1.000000e+00
## AFTPH 1.274511e-02 0.3376205 0.421 0.213 1.000000e+00
## JPX 1.276367e-02 0.3214379 0.474 0.256 1.000000e+00
## H2AFZ 1.279743e-02 -0.3454173 0.526 0.826 1.000000e+00
## ZNF721 1.296066e-02 0.4454230 0.474 0.254 1.000000e+00
## ADGRE5 1.302293e-02 -0.4876835 0.158 0.436 1.000000e+00
## SLCO3A1 1.305564e-02 -0.3606777 0.000 0.252 1.000000e+00
## ENSA 1.307298e-02 0.3225989 0.684 0.507 1.000000e+00
## COMMD10 1.315145e-02 0.2649606 0.316 0.135 1.000000e+00
## PLP2 1.321558e-02 0.5237627 0.737 0.573 1.000000e+00
## RAD23B 1.329507e-02 0.3286781 0.526 0.309 1.000000e+00
## UPF3A 1.335828e-02 0.3597607 0.579 0.341 1.000000e+00
## ZNF506 1.340087e-02 0.4497124 0.368 0.180 1.000000e+00
## FHIT 1.346285e-02 -0.4795706 0.158 0.436 1.000000e+00
## MLLT6 1.364327e-02 -0.4328926 0.211 0.485 1.000000e+00
## PARK7 1.371799e-02 0.4677842 0.842 0.712 1.000000e+00
## GRAP2 1.375814e-02 -0.3647341 0.053 0.331 1.000000e+00
## MBD2 1.376064e-02 0.3261648 0.632 0.442 1.000000e+00
## SAP30L 1.391297e-02 0.2667654 0.316 0.135 1.000000e+00
## PEA15 1.392677e-02 0.2869273 0.263 0.100 1.000000e+00
## EIF4E 1.395245e-02 0.2825858 0.474 0.258 1.000000e+00
## OSTF1 1.400679e-02 0.2966824 0.737 0.491 1.000000e+00
## TNRC6C 1.402231e-02 -0.3875395 0.105 0.395 1.000000e+00
## LBH 1.406234e-02 -0.4523070 0.421 0.703 1.000000e+00
## DNAJC21 1.422427e-02 0.2990726 0.526 0.313 1.000000e+00
## CUTA 1.427271e-02 -0.4006681 0.526 0.728 1.000000e+00
## BLOC1S2 1.435741e-02 0.3217398 0.474 0.262 1.000000e+00
## LMAN1 1.468484e-02 0.2745120 0.474 0.270 1.000000e+00
## FEZ2 1.481290e-02 0.3082624 0.316 0.137 1.000000e+00
## LAIR1 1.482659e-02 0.2550362 0.474 0.243 1.000000e+00
## ANKRD12 1.500379e-02 0.4200132 0.842 0.795 1.000000e+00
## ROMO1 1.500581e-02 -0.3524096 0.105 0.384 1.000000e+00
## RHOQ 1.502293e-02 0.3850179 0.368 0.166 1.000000e+00
## SLU7 1.528361e-02 0.2923757 0.632 0.380 1.000000e+00
## VMP1 1.533948e-02 -0.5522669 0.263 0.530 1.000000e+00
## TESPA1 1.539885e-02 -0.4094972 0.105 0.378 1.000000e+00
## VPS35 1.546954e-02 0.3302711 0.632 0.393 1.000000e+00
## TMEM156 1.555524e-02 0.2885749 0.316 0.133 1.000000e+00
## PNRC1 1.559901e-02 -0.3056743 1.000 0.986 1.000000e+00
## CCND3 1.562324e-02 -0.3850187 0.421 0.712 1.000000e+00
## PPP1R12A 1.571064e-02 0.2584676 0.789 0.583 1.000000e+00
## TOR3A 1.571484e-02 0.3949835 0.263 0.104 1.000000e+00
## RBM28 1.577313e-02 0.2506553 0.316 0.133 1.000000e+00
## PEF1 1.577542e-02 0.2575104 0.421 0.200 1.000000e+00
## ZC3HAV1 1.585971e-02 -0.4083978 0.421 0.658 1.000000e+00
## TCP1 1.597553e-02 -0.3485028 0.105 0.391 1.000000e+00
## ZNF652 1.621162e-02 0.4033935 0.526 0.301 1.000000e+00
## AC026979.2 1.629630e-02 -0.4270105 0.105 0.364 1.000000e+00
## TCOF1 1.635317e-02 0.3628357 0.421 0.211 1.000000e+00
## IER2 1.643545e-02 -0.4725845 0.842 0.986 1.000000e+00
## DEF6 1.660108e-02 -0.3399111 0.211 0.509 1.000000e+00
## AC007952.4 1.668811e-02 0.4917082 0.789 0.642 1.000000e+00
## GZMM 1.672487e-02 -0.5251874 0.105 0.362 1.000000e+00
## PABPC1 1.681627e-02 -0.2550613 1.000 0.996 1.000000e+00
## MIS18BP1 1.687351e-02 0.3373991 0.579 0.319 1.000000e+00
## CHMP5 1.695209e-02 0.3026154 0.579 0.327 1.000000e+00
## RETREG1 1.698367e-02 -0.3386381 0.053 0.329 1.000000e+00
## N4BP2L2 1.721923e-02 0.2771106 0.947 0.812 1.000000e+00
## HSDL2 1.749869e-02 0.2757844 0.263 0.104 1.000000e+00
## YIF1A 1.750914e-02 0.3636783 0.368 0.182 1.000000e+00
## FLNA 1.763591e-02 -0.4415070 0.211 0.489 1.000000e+00
## SMC3 1.768382e-02 0.2513082 0.579 0.331 1.000000e+00
## BCL9L 1.773415e-02 -0.3649527 0.158 0.425 1.000000e+00
## S100A11 1.795936e-02 -1.0048712 0.421 0.614 1.000000e+00
## IFRD1 1.821782e-02 -0.4674802 0.421 0.712 1.000000e+00
## LINC00623 1.824157e-02 -0.3669017 0.158 0.444 1.000000e+00
## RFLNB 1.891894e-02 -0.3979726 0.158 0.456 1.000000e+00
## MINOS1 1.915027e-02 -0.3302458 0.368 0.687 1.000000e+00
## ZNF655 1.918072e-02 0.2638911 0.526 0.327 1.000000e+00
## COPS9 1.938178e-02 -0.3532083 0.316 0.630 1.000000e+00
## PCNX4 1.941034e-02 0.3398077 0.316 0.139 1.000000e+00
## HSD17B12 1.954462e-02 0.3459595 0.368 0.186 1.000000e+00
## MRPL57 1.970064e-02 -0.2852124 0.211 0.554 1.000000e+00
## KMT2E 1.986758e-02 0.2941525 0.842 0.689 1.000000e+00
## INTS6 1.990879e-02 -0.4980263 0.632 0.808 1.000000e+00
## JMJD1C 2.004885e-02 0.2508255 0.737 0.519 1.000000e+00
## STAT5B 2.015583e-02 -0.3155568 0.053 0.311 1.000000e+00
## ZNF292 2.017387e-02 0.4197339 0.684 0.458 1.000000e+00
## OCIAD2 2.022191e-02 -0.3262290 0.211 0.538 1.000000e+00
## PYURF 2.040824e-02 -0.3025745 0.211 0.524 1.000000e+00
## TMEM109 2.044533e-02 0.2915445 0.526 0.284 1.000000e+00
## MGAT4A 2.048010e-02 -0.3969802 0.211 0.521 1.000000e+00
## GLRX 2.062352e-02 -0.4544125 0.316 0.616 1.000000e+00
## LAPTM5 2.076808e-02 0.3913131 0.947 0.967 1.000000e+00
## GSTO1 2.078018e-02 -0.4977516 0.211 0.466 1.000000e+00
## NPC2 2.091727e-02 0.9015107 0.632 0.468 1.000000e+00
## SMC6 2.092373e-02 0.3265530 0.263 0.102 1.000000e+00
## USP1 2.092545e-02 0.2799897 0.474 0.256 1.000000e+00
## DCAF5 2.114116e-02 -0.3241618 0.053 0.290 1.000000e+00
## GBP1 2.118610e-02 -0.3701370 0.053 0.311 1.000000e+00
## DNAJB1 2.132582e-02 -0.5332360 0.579 0.755 1.000000e+00
## MOB1A 2.144240e-02 0.3486141 0.684 0.507 1.000000e+00
## WASF2 2.155738e-02 0.2582691 0.789 0.613 1.000000e+00
## SERINC1 2.164252e-02 -0.3467182 0.105 0.358 1.000000e+00
## GLIPR1 2.172844e-02 0.3203581 0.632 0.387 1.000000e+00
## AC092683.1 2.186838e-02 0.3087452 0.316 0.143 1.000000e+00
## SMAP2 2.217205e-02 0.3301284 0.737 0.644 1.000000e+00
## SPAG7 2.225006e-02 -0.3292112 0.105 0.368 1.000000e+00
## IFI6 2.273635e-02 -0.4328010 0.105 0.350 1.000000e+00
## JAK1 2.295061e-02 0.3075135 0.895 0.769 1.000000e+00
## UFM1 2.304815e-02 0.2863348 0.579 0.386 1.000000e+00
## CKLF 2.350336e-02 -0.3833059 0.158 0.419 1.000000e+00
## HNRNPA3 2.360260e-02 0.3264008 0.895 0.845 1.000000e+00
## HLA-A 2.366373e-02 -0.2816618 1.000 1.000 1.000000e+00
## NKTR 2.366879e-02 0.2611001 0.895 0.722 1.000000e+00
## STXBP3 2.376565e-02 0.2533409 0.421 0.227 1.000000e+00
## RPGR 2.377919e-02 0.4126385 0.263 0.112 1.000000e+00
## SPATA13 2.386971e-02 -0.3254533 0.053 0.301 1.000000e+00
## SF1 2.413666e-02 0.2818246 0.842 0.890 1.000000e+00
## UBE2S 2.416520e-02 -0.3575343 0.526 0.757 1.000000e+00
## COPS3 2.419635e-02 -0.2990978 0.053 0.297 1.000000e+00
## NPM1 2.423366e-02 -0.2651166 1.000 0.977 1.000000e+00
## ZNF276 2.440485e-02 -0.3008362 0.105 0.376 1.000000e+00
## HSP90B1 2.471432e-02 0.6524688 0.737 0.630 1.000000e+00
## CD52 2.471894e-02 0.2540907 0.895 0.988 1.000000e+00
## SEC63 2.476299e-02 0.2984655 0.526 0.321 1.000000e+00
## HADHA 2.483292e-02 0.2738645 0.789 0.571 1.000000e+00
## NFKBIZ 2.493405e-02 -0.5932755 0.368 0.609 1.000000e+00
## IQSEC1 2.520989e-02 0.2968110 0.368 0.192 1.000000e+00
## ITPR1 2.530460e-02 0.2849272 0.263 0.114 1.000000e+00
## MYC 2.532397e-02 -0.4300095 0.211 0.481 1.000000e+00
## MAPKAPK2 2.537709e-02 0.6456223 0.316 0.153 1.000000e+00
## NDFIP1 2.540798e-02 -0.3225918 0.421 0.726 1.000000e+00
## RNF141 2.548266e-02 0.3797790 0.263 0.114 1.000000e+00
## STAMBP 2.560817e-02 0.2513803 0.316 0.147 1.000000e+00
## RICTOR 2.569169e-02 0.3429310 0.579 0.429 1.000000e+00
## ALOX5 2.594793e-02 0.3078387 0.263 0.108 1.000000e+00
## YIPF5 2.606491e-02 -0.2914110 0.053 0.292 1.000000e+00
## PCF11 2.640937e-02 0.3132747 0.737 0.487 1.000000e+00
## RPL36AL 2.658606e-02 -0.2694383 0.895 0.988 1.000000e+00
## PHF21A 2.659018e-02 0.3798627 0.316 0.147 1.000000e+00
## GTF2I 2.678251e-02 0.2822369 0.632 0.456 1.000000e+00
## SPN 2.696144e-02 -0.4093998 0.158 0.419 1.000000e+00
## NUDT4 2.697952e-02 -0.3383362 0.105 0.376 1.000000e+00
## IL17RA 2.698853e-02 -0.4366787 0.105 0.335 1.000000e+00
## MTAP 2.722564e-02 0.2699774 0.316 0.145 1.000000e+00
## TAPBP 2.753866e-02 0.2821637 0.842 0.718 1.000000e+00
## SCML4 2.762931e-02 -0.3034902 0.053 0.297 1.000000e+00
## PDE3B 2.770510e-02 -0.3629929 0.105 0.341 1.000000e+00
## PSMC1 2.775434e-02 -0.3113155 0.105 0.356 1.000000e+00
## CLEC2B 2.780402e-02 -0.3705935 0.368 0.581 1.000000e+00
## TPI1 2.794623e-02 -0.3665916 0.474 0.703 1.000000e+00
## BIRC3 2.808993e-02 0.5379967 0.579 0.419 1.000000e+00
## BNIP3 2.826384e-02 -0.2944775 0.053 0.274 1.000000e+00
## NUTM2B-AS1 2.837311e-02 0.3832824 0.632 0.384 1.000000e+00
## NDUFAB1 2.869606e-02 -0.3285110 0.211 0.477 1.000000e+00
## MIDN 2.889490e-02 -0.4484318 0.474 0.638 1.000000e+00
## MCRIP1 2.890697e-02 -0.2945051 0.105 0.352 1.000000e+00
## ANXA2R 2.912711e-02 -0.3759020 0.211 0.464 1.000000e+00
## ABHD5 2.915788e-02 -0.3323107 0.105 0.380 1.000000e+00
## PPP2R5C 2.950079e-02 -0.5188631 0.474 0.669 1.000000e+00
## MYO1F 2.976104e-02 -0.5472918 0.053 0.270 1.000000e+00
## IST1 2.994163e-02 0.2836771 0.368 0.194 1.000000e+00
## RASGRP1 2.998579e-02 -0.3737323 0.263 0.556 1.000000e+00
## DAPP1 3.017966e-02 0.2528357 0.421 0.231 1.000000e+00
## KLF10 3.035953e-02 -0.4214762 0.053 0.270 1.000000e+00
## C1orf123 3.068587e-02 -0.2923045 0.053 0.290 1.000000e+00
## USE1 3.100090e-02 0.3185457 0.421 0.245 1.000000e+00
## GLIPR2 3.102455e-02 -0.4317827 0.105 0.335 1.000000e+00
## ANXA6 3.124217e-02 0.3090576 0.842 0.669 1.000000e+00
## IFT57 3.157981e-02 0.2740924 0.316 0.157 1.000000e+00
## AC008105.3 3.184796e-02 0.2986697 0.474 0.288 1.000000e+00
## BIN1 3.198374e-02 -0.3043428 0.316 0.595 1.000000e+00
## SMU1 3.211024e-02 -0.2911808 0.053 0.288 1.000000e+00
## YPEL5 3.228129e-02 0.3432634 0.895 0.728 1.000000e+00
## LSM10 3.243710e-02 0.3194499 0.474 0.292 1.000000e+00
## RCSD1 3.248039e-02 0.3438179 0.632 0.464 1.000000e+00
## STK25 3.261782e-02 0.2604255 0.368 0.196 1.000000e+00
## SERPINB1 3.287202e-02 -0.3958635 0.263 0.558 1.000000e+00
## NMRK1 3.289268e-02 -0.2983789 0.053 0.288 1.000000e+00
## SOD1 3.292801e-02 -0.3101819 0.684 0.863 1.000000e+00
## SCAF11 3.297703e-02 0.3285764 0.842 0.671 1.000000e+00
## NINJ1 3.311084e-02 -0.3004682 0.053 0.264 1.000000e+00
## CERK 3.321659e-02 -0.2731563 0.053 0.268 1.000000e+00
## SELENOF 3.338648e-02 0.3807122 0.684 0.564 1.000000e+00
## HLA-F 3.393131e-02 -0.3635745 0.632 0.738 1.000000e+00
## HINT2 3.427586e-02 0.3410835 0.368 0.223 1.000000e+00
## PRDX2 3.438775e-02 -0.3173406 0.421 0.622 1.000000e+00
## SFXN1 3.441959e-02 -0.2984794 0.053 0.274 1.000000e+00
## RASSF3 3.471559e-02 -0.2874850 0.105 0.374 1.000000e+00
## CAPN2 3.492290e-02 -0.3966790 0.211 0.448 1.000000e+00
## WDR82 3.532922e-02 -0.3399890 0.158 0.411 1.000000e+00
## DNAJC8 3.533374e-02 0.4255281 0.579 0.487 1.000000e+00
## SSR3 3.543910e-02 0.2773382 0.579 0.409 1.000000e+00
## RAB14 3.562216e-02 0.3189233 0.632 0.429 1.000000e+00
## MYH9 3.576032e-02 -0.3767816 0.474 0.667 1.000000e+00
## ATM 3.579000e-02 -0.3681866 0.421 0.726 1.000000e+00
## SOD2 3.582350e-02 -0.4633420 0.211 0.474 1.000000e+00
## MRPL43 3.614565e-02 -0.3335634 0.158 0.393 1.000000e+00
## FLII 3.630110e-02 -0.2833364 0.053 0.274 1.000000e+00
## HMOX2 3.666241e-02 -0.2763536 0.158 0.391 1.000000e+00
## NLRP1 3.671063e-02 -0.3306423 0.158 0.389 1.000000e+00
## RGL4 3.680405e-02 -0.2672647 0.053 0.258 1.000000e+00
## CHMP3 3.695831e-02 -0.3311568 0.158 0.403 1.000000e+00
## ATP5F1D 3.701409e-02 -0.2956775 0.684 0.810 1.000000e+00
## CTSS 3.707257e-02 -0.8729862 0.842 0.618 1.000000e+00
## CHURC1 3.766264e-02 -0.3584593 0.526 0.705 1.000000e+00
## AP1G2 3.767353e-02 0.2556665 0.316 0.157 1.000000e+00
## MLLT3 3.790243e-02 -0.2981386 0.053 0.258 1.000000e+00
## GDI2 3.810086e-02 0.2621985 0.789 0.667 1.000000e+00
## ATP5PO 3.811932e-02 -0.2893471 0.737 0.871 1.000000e+00
## LDLRAP1 3.827765e-02 -0.3519701 0.158 0.411 1.000000e+00
## MFSD14C 3.889747e-02 0.2831099 0.421 0.241 1.000000e+00
## FKBP11 3.914195e-02 -0.2822377 0.053 0.262 1.000000e+00
## EPB41 3.922270e-02 -0.3889772 0.368 0.581 1.000000e+00
## ZDHHC24 3.928515e-02 0.3394395 0.263 0.121 1.000000e+00
## TSHZ2 3.950628e-02 -0.3730115 0.053 0.270 1.000000e+00
## LDLRAD4 3.974441e-02 0.2604311 0.316 0.145 1.000000e+00
## TNRC6A 3.996536e-02 0.3282979 0.474 0.323 1.000000e+00
## SGK1 4.026991e-02 -0.2925923 0.105 0.358 1.000000e+00
## LINC00667 4.038530e-02 -0.2643459 0.053 0.266 1.000000e+00
## NFIC 4.046076e-02 -0.2840795 0.053 0.270 1.000000e+00
## HK1 4.063293e-02 -0.2867907 0.053 0.264 1.000000e+00
## GADD45B 4.073444e-02 -0.3963045 0.842 0.935 1.000000e+00
## CCAR1 4.075694e-02 0.2915090 0.526 0.352 1.000000e+00
## HDGF 4.105485e-02 -0.3148936 0.158 0.387 1.000000e+00
## CEBPB 4.107346e-02 -0.4575814 0.263 0.476 1.000000e+00
## SH2D1A 4.127286e-02 -0.3219198 0.053 0.252 1.000000e+00
## FKBP8 4.141758e-02 -0.3000333 0.316 0.646 1.000000e+00
## CD55 4.149600e-02 0.3252070 0.684 0.524 1.000000e+00
## JAGN1 4.163189e-02 -0.2562906 0.053 0.270 1.000000e+00
## XAB2 4.179200e-02 0.2515556 0.368 0.204 1.000000e+00
## MAVS 4.183234e-02 0.2537284 0.316 0.160 1.000000e+00
## EIF3H 4.200431e-02 -0.2624149 0.842 0.922 1.000000e+00
## CNIH1 4.227105e-02 -0.2860771 0.158 0.393 1.000000e+00
## BICDL1 4.227484e-02 -0.3193616 0.053 0.262 1.000000e+00
## STMN3 4.293030e-02 -0.2637691 0.105 0.352 1.000000e+00
## CRTC3 4.322981e-02 -0.2679961 0.105 0.331 1.000000e+00
## KMT5B 4.349163e-02 0.3131132 0.368 0.209 1.000000e+00
## GLUL 4.366055e-02 -0.3854755 0.053 0.256 1.000000e+00
## RNASE6 4.377237e-02 0.4525367 0.263 0.121 1.000000e+00
## TCEA1 4.484980e-02 0.3271529 0.737 0.548 1.000000e+00
## TNFSF12 4.488049e-02 -0.2694454 0.105 0.333 1.000000e+00
## SSBP3 4.505752e-02 -0.3030768 0.105 0.305 1.000000e+00
## TRAPPC6B 4.523638e-02 0.2880633 0.263 0.129 1.000000e+00
## NT5C3A 4.529760e-02 0.3280879 0.474 0.309 1.000000e+00
## RAP1A 4.539293e-02 -0.3297254 0.474 0.640 1.000000e+00
## FTL 4.565084e-02 -0.3772099 1.000 0.992 1.000000e+00
## PRPF40A 4.576985e-02 0.2556004 0.737 0.568 1.000000e+00
## POLR2F 4.616111e-02 0.3375851 0.474 0.317 1.000000e+00
## PPTC7 4.628235e-02 0.2523744 0.316 0.160 1.000000e+00
## KCNQ1OT1 4.654717e-02 0.3666458 0.579 0.432 1.000000e+00
## FAM117A 4.717754e-02 -0.2912703 0.105 0.319 1.000000e+00
## SORL1 4.724666e-02 -0.2846192 0.211 0.505 1.000000e+00
## SRP19 4.769491e-02 0.2578205 0.632 0.419 1.000000e+00
## CHCHD5 4.802477e-02 -0.2595402 0.053 0.256 1.000000e+00
## TBL1XR1 4.811561e-02 0.4053490 0.474 0.348 1.000000e+00
## CARD8 4.816888e-02 -0.3095034 0.158 0.374 1.000000e+00
## GLUD1 4.837012e-02 -0.2842434 0.105 0.323 1.000000e+00
## EIF4EBP2 4.864246e-02 -0.2880576 0.053 0.258 1.000000e+00
## MRPL42 4.880512e-02 0.2521901 0.421 0.254 1.000000e+00
## DNMT1 5.019581e-02 -0.2903347 0.158 0.399 1.000000e+00
## THOC3 5.126853e-02 -0.2769835 0.105 0.321 1.000000e+00
## RASSF5 5.150017e-02 -0.3068389 0.263 0.499 1.000000e+00
## RER1 5.157609e-02 0.2900562 0.632 0.434 1.000000e+00
## SRP14 5.211411e-02 0.3024181 1.000 0.967 1.000000e+00
## TAF7 5.230463e-02 0.2963310 0.684 0.568 1.000000e+00
## FAM200B 5.245911e-02 -0.3243433 0.158 0.376 1.000000e+00
## ARFGEF1 5.248279e-02 0.2686358 0.474 0.305 1.000000e+00
## HMGXB4 5.268588e-02 0.2734165 0.368 0.190 1.000000e+00
## CCDC85B 5.362104e-02 -0.3373563 0.421 0.648 1.000000e+00
## TUBA4A 5.397505e-02 -0.4125501 0.526 0.716 1.000000e+00
## BBX 5.404348e-02 0.2777459 0.632 0.468 1.000000e+00
## TRAF5 5.442542e-02 0.2562480 0.421 0.235 1.000000e+00
## SLA 5.478546e-02 -0.3364386 0.211 0.446 1.000000e+00
## PPP4R3A 5.483811e-02 0.3141652 0.526 0.389 1.000000e+00
## CHRM3-AS2 5.585853e-02 -0.2612311 0.053 0.254 1.000000e+00
## SARS 5.604786e-02 -0.2659564 0.158 0.393 1.000000e+00
## NDUFB11 5.611440e-02 -0.2889809 0.684 0.804 1.000000e+00
## NARS 5.615693e-02 0.2666179 0.526 0.348 1.000000e+00
## ALKBH7 5.620143e-02 -0.3099857 0.474 0.630 1.000000e+00
## AIDA 5.631683e-02 0.2700663 0.474 0.303 1.000000e+00
## TRIM22 5.660122e-02 0.3709208 0.526 0.391 1.000000e+00
## NRDC 5.742802e-02 0.2901656 0.421 0.268 1.000000e+00
## CANX 5.743467e-02 0.4977049 0.579 0.472 1.000000e+00
## EVI2A 5.751319e-02 -0.3539515 0.158 0.391 1.000000e+00
## CCSER2 5.784430e-02 -0.2759271 0.158 0.405 1.000000e+00
## GNG2 5.814831e-02 -0.2983654 0.158 0.374 1.000000e+00
## NDUFA12 5.818591e-02 -0.2680623 0.526 0.759 1.000000e+00
## ELOVL5 5.856504e-02 0.3111851 0.421 0.260 1.000000e+00
## PAPOLA 5.910558e-02 0.2847377 0.632 0.575 1.000000e+00
## BMI1 5.924429e-02 0.2582595 0.263 0.125 1.000000e+00
## LSM8 5.956473e-02 0.3646713 0.684 0.575 1.000000e+00
## TMEM50B 5.978680e-02 0.2546927 0.316 0.174 1.000000e+00
## TBCC 5.991646e-02 -0.3366810 0.211 0.444 1.000000e+00
## GLRX3 6.041118e-02 -0.2512841 0.105 0.294 1.000000e+00
## ARIH2 6.093492e-02 -0.2640749 0.105 0.305 1.000000e+00
## VPS29 6.102791e-02 -0.2698075 0.211 0.458 1.000000e+00
## MYO9A 6.156084e-02 0.2737479 0.263 0.123 1.000000e+00
## CBLB 6.198552e-02 0.2698309 0.316 0.172 1.000000e+00
## LY9 6.243946e-02 0.2565381 0.474 0.313 1.000000e+00
## PTPN4 6.286341e-02 -0.3114036 0.158 0.366 1.000000e+00
## PNRC2 6.288192e-02 0.2719272 0.632 0.493 1.000000e+00
## YPEL3 6.341162e-02 -0.2984135 0.474 0.679 1.000000e+00
## IRF1 6.401128e-02 -0.3272492 0.789 0.886 1.000000e+00
## DBI 6.409576e-02 0.3868889 0.737 0.626 1.000000e+00
## RCN2 6.439619e-02 0.2508984 0.474 0.323 1.000000e+00
## TRIP12 6.464532e-02 0.3479356 0.421 0.254 1.000000e+00
## SPCS3 6.478270e-02 0.3110147 0.632 0.425 1.000000e+00
## SLC9A3R1 6.482796e-02 -0.2651975 0.211 0.497 1.000000e+00
## HEXIM1 6.526018e-02 -0.3631517 0.316 0.501 1.000000e+00
## TKT 6.592138e-02 -0.5740207 0.474 0.634 1.000000e+00
## UQCRFS1 6.685527e-02 -0.2708902 0.263 0.499 1.000000e+00
## LAMTOR4 6.692718e-02 -0.2723340 0.579 0.771 1.000000e+00
## AL121944.1 6.870853e-02 0.3610637 0.421 0.292 1.000000e+00
## NAA38 6.880138e-02 -0.3061438 0.158 0.362 1.000000e+00
## PSMA4 7.087362e-02 -0.2863164 0.263 0.517 1.000000e+00
## FTX 7.105853e-02 0.3189266 0.474 0.301 1.000000e+00
## HNRNPAB 7.167241e-02 0.3148681 0.579 0.438 1.000000e+00
## RREB1 7.266832e-02 0.3876935 0.263 0.137 1.000000e+00
## PSMB7 7.308948e-02 -0.2759335 0.211 0.415 1.000000e+00
## PAG1 7.338473e-02 -0.2750771 0.211 0.474 1.000000e+00
## TMX1 7.528970e-02 0.3146961 0.368 0.229 1.000000e+00
## RGS14 7.546643e-02 -0.2566022 0.158 0.364 1.000000e+00
## IFIT2 7.603513e-02 0.2931222 0.316 0.168 1.000000e+00
## NDUFC1 7.661901e-02 -0.2540899 0.158 0.354 1.000000e+00
## ITGB2-AS1 7.710626e-02 -0.2739099 0.105 0.295 1.000000e+00
## CDC42EP3 7.724007e-02 -0.3165220 0.105 0.294 1.000000e+00
## CAB39 7.810673e-02 -0.2727897 0.158 0.342 1.000000e+00
## MYLIP 7.822465e-02 -0.3201482 0.316 0.503 1.000000e+00
## HIGD2A 7.944235e-02 -0.2804303 0.579 0.765 1.000000e+00
## ARGLU1 7.946889e-02 0.3118021 0.789 0.775 1.000000e+00
## IFITM2 8.029986e-02 -0.4155119 0.737 0.798 1.000000e+00
## NUCB1 8.035197e-02 -0.2668393 0.211 0.399 1.000000e+00
## PSMB2 8.092077e-02 -0.2736966 0.158 0.368 1.000000e+00
## CAPZA1 8.174898e-02 0.2739053 0.579 0.483 1.000000e+00
## ICAM2 8.361680e-02 -0.2918824 0.263 0.462 1.000000e+00
## RNASEH2B 8.479361e-02 0.3858350 0.526 0.429 1.000000e+00
## PET100 8.537007e-02 -0.2770440 0.211 0.423 1.000000e+00
## MRPL4 8.565417e-02 0.2841734 0.368 0.262 1.000000e+00
## NBPF19 8.746137e-02 -0.2613918 0.105 0.278 1.000000e+00
## DUSP2 8.797228e-02 -0.5253037 0.526 0.640 1.000000e+00
## PPIE 8.936661e-02 0.2728818 0.421 0.270 1.000000e+00
## PPP1R15A 8.950538e-02 0.2919709 0.789 0.808 1.000000e+00
## WDFY2 9.016483e-02 0.2980094 0.368 0.243 1.000000e+00
## ARL6IP1 9.027751e-02 -0.2948293 0.316 0.562 1.000000e+00
## TMEM126B 9.040982e-02 0.3077839 0.368 0.241 1.000000e+00
## NDUFB4 9.066970e-02 -0.2661421 0.526 0.685 1.000000e+00
## SLC35A3 9.125068e-02 0.2769008 0.316 0.192 1.000000e+00
## TSTD1 9.134319e-02 0.3408244 0.632 0.622 1.000000e+00
## ARHGAP4 9.230069e-02 -0.2685805 0.211 0.411 1.000000e+00
## NFATC2IP 9.248097e-02 0.2619309 0.526 0.372 1.000000e+00
## GAK 9.252316e-02 0.2859919 0.316 0.192 1.000000e+00
## CAPZB 9.331471e-02 -0.2679498 0.947 0.843 1.000000e+00
## KAT8 9.338674e-02 0.2567233 0.368 0.239 1.000000e+00
## NDUFB7 9.435660e-02 -0.2566419 0.316 0.558 1.000000e+00
## ANKRD11 9.616638e-02 0.2851388 0.737 0.628 1.000000e+00
## DENND4A 9.646666e-02 0.2647976 0.263 0.145 1.000000e+00
## SLC2A4RG 9.714161e-02 -0.2601396 0.211 0.409 1.000000e+00
## SMIM26 9.727579e-02 -0.2981387 0.421 0.603 1.000000e+00
## UFC1 9.737865e-02 -0.2863158 0.474 0.626 1.000000e+00
## RNF149 9.771847e-02 -0.2796790 0.158 0.333 1.000000e+00
## RPS27L 9.784596e-02 -0.2925665 0.526 0.679 1.000000e+00
## R3HDM2 9.910174e-02 0.3518662 0.474 0.366 1.000000e+00
## ARRDC3 9.927048e-02 -0.3133203 0.263 0.460 1.000000e+00
## CD164 1.007339e-01 0.3236395 0.789 0.703 1.000000e+00
## C19orf70 1.015866e-01 -0.2676726 0.263 0.476 1.000000e+00
## OGA 1.016085e-01 0.4287011 0.579 0.462 1.000000e+00
## SP140L 1.018756e-01 0.2711535 0.526 0.362 1.000000e+00
## ZNF143 1.024580e-01 0.2746246 0.263 0.141 1.000000e+00
## SUMF2 1.026166e-01 -0.2570474 0.211 0.374 1.000000e+00
## EIF3M 1.026792e-01 -0.2537355 0.632 0.773 1.000000e+00
## CTSA 1.027480e-01 -0.3374880 0.105 0.270 1.000000e+00
## CCT3 1.031377e-01 0.2692905 0.632 0.560 1.000000e+00
## LGALS1 1.039338e-01 -1.0677521 0.211 0.354 1.000000e+00
## TLK1 1.040641e-01 0.2719833 0.526 0.401 1.000000e+00
## RBMS1 1.057084e-01 -0.3016738 0.316 0.479 1.000000e+00
## BNIP3L 1.071949e-01 -0.2502365 0.211 0.448 1.000000e+00
## SETX 1.085235e-01 0.3017067 0.526 0.401 1.000000e+00
## SFSWAP 1.085519e-01 0.2707965 0.474 0.362 1.000000e+00
## AGTRAP 1.087372e-01 -0.3619442 0.105 0.274 1.000000e+00
## UPF2 1.095127e-01 0.3786161 0.421 0.309 1.000000e+00
## TINF2 1.100313e-01 0.3328793 0.368 0.252 1.000000e+00
## EIF1AY 1.101493e-01 0.2948432 0.526 0.411 1.000000e+00
## TECR 1.101658e-01 -0.2908931 0.368 0.544 1.000000e+00
## EIF4A1 1.109125e-01 -0.2616440 0.526 0.859 1.000000e+00
## ERV3-1 1.115587e-01 0.2959522 0.263 0.149 1.000000e+00
## ZEB1 1.129857e-01 0.3396187 0.316 0.194 1.000000e+00
## AC025164.1 1.133872e-01 -0.2656043 0.211 0.431 1.000000e+00
## ODF2L 1.138307e-01 -0.2734132 0.211 0.386 1.000000e+00
## SLC38A2 1.148573e-01 -0.2659980 0.579 0.775 1.000000e+00
## HOOK3 1.155199e-01 0.2861234 0.421 0.288 1.000000e+00
## RGS2 1.160263e-01 0.3305145 0.579 0.425 1.000000e+00
## ATF3 1.167445e-01 0.4839283 0.316 0.182 1.000000e+00
## ERICH1 1.184944e-01 0.2775089 0.474 0.366 1.000000e+00
## PARVG 1.187899e-01 0.2653065 0.421 0.284 1.000000e+00
## SRSF7 1.207503e-01 -0.2673177 1.000 0.961 1.000000e+00
## STAG2 1.211564e-01 -0.2639481 0.263 0.431 1.000000e+00
## CCM2 1.256795e-01 -0.2761377 0.316 0.487 1.000000e+00
## CALR 1.266823e-01 0.2639202 0.789 0.726 1.000000e+00
## NFKBIA 1.268596e-01 -0.3736915 0.842 0.894 1.000000e+00
## RASGRP2 1.278195e-01 0.2508261 0.632 0.566 1.000000e+00
## MPG 1.302032e-01 0.3034948 0.421 0.280 1.000000e+00
## ANAPC5 1.310461e-01 0.2897080 0.526 0.427 1.000000e+00
## KLHL6 1.324302e-01 0.2631438 0.316 0.202 1.000000e+00
## SELENOW 1.334775e-01 -0.2812538 0.474 0.622 1.000000e+00
## C12orf75 1.360414e-01 0.7644957 0.316 0.219 1.000000e+00
## CDC42SE2 1.382389e-01 -0.2759560 0.579 0.726 1.000000e+00
## TNFSF10 1.386939e-01 -0.4514135 0.263 0.421 1.000000e+00
## SPAG9 1.388637e-01 0.2664312 0.316 0.205 1.000000e+00
## ATP5F1C 1.398999e-01 -0.2516416 0.474 0.632 1.000000e+00
## HSPA1A 1.405460e-01 -0.2972443 0.105 0.258 1.000000e+00
## PHYKPL 1.460090e-01 0.2554025 0.421 0.325 1.000000e+00
## RUNX3 1.466589e-01 -0.2946985 0.211 0.370 1.000000e+00
## SAT1 1.486194e-01 -0.3702677 0.895 0.883 1.000000e+00
## TAP1 1.492188e-01 -0.2720212 0.263 0.450 1.000000e+00
## AKR7A2 1.498994e-01 0.2524435 0.368 0.260 1.000000e+00
## ELOB 1.502941e-01 -0.2805934 0.789 0.881 1.000000e+00
## BTAF1 1.539346e-01 0.2813784 0.263 0.157 1.000000e+00
## WIPF1 1.568678e-01 -0.3013746 0.368 0.528 1.000000e+00
## COQ7 1.575664e-01 0.3040869 0.421 0.321 1.000000e+00
## UFL1 1.580300e-01 0.2718468 0.368 0.256 1.000000e+00
## DTNBP1 1.619990e-01 0.2696429 0.263 0.162 1.000000e+00
## CCNDBP1 1.625582e-01 0.2648154 0.579 0.460 1.000000e+00
## CARD16 1.634201e-01 -0.3388721 0.316 0.448 1.000000e+00
## PPP1R10 1.640881e-01 -0.2625012 0.579 0.716 1.000000e+00
## ISG20 1.665145e-01 0.2728849 0.684 0.636 1.000000e+00
## ZYX 1.681012e-01 -0.3453285 0.211 0.342 1.000000e+00
## MRPS9 1.695319e-01 0.2892481 0.263 0.159 1.000000e+00
## TXN2 1.707678e-01 0.2859951 0.579 0.476 1.000000e+00
## ATRX 1.726425e-01 0.2923415 0.684 0.661 1.000000e+00
## ATF7IP 1.744515e-01 0.2500151 0.474 0.389 1.000000e+00
## EMP3 1.745671e-01 -0.2836826 0.947 0.902 1.000000e+00
## COTL1 1.783729e-01 -0.5685455 0.684 0.708 1.000000e+00
## IARS 1.786183e-01 0.2517605 0.263 0.164 1.000000e+00
## PIK3R1 1.805616e-01 -0.2542874 0.421 0.536 1.000000e+00
## LYZ 1.805758e-01 -3.0787557 0.263 0.397 1.000000e+00
## FCGRT 1.820034e-01 -0.2551424 0.211 0.370 1.000000e+00
## LBR 1.839749e-01 0.3040600 0.474 0.407 1.000000e+00
## CDK2AP2 1.842622e-01 0.3385750 0.474 0.374 1.000000e+00
## SPCS1 1.892591e-01 0.3884571 0.632 0.740 1.000000e+00
## CCDC88A 1.898755e-01 0.7119951 0.263 0.178 1.000000e+00
## CFLAR 1.928111e-01 -0.2621481 0.474 0.626 1.000000e+00
## ACAP2 2.027799e-01 0.2781299 0.579 0.491 1.000000e+00
## IFI16 2.064406e-01 0.3032706 0.579 0.495 1.000000e+00
## PIM2 2.107269e-01 -0.2766155 0.263 0.415 1.000000e+00
## H2AFX 2.159308e-01 -0.2735541 0.421 0.546 1.000000e+00
## ITGAL 2.162286e-01 -0.2512582 0.263 0.389 1.000000e+00
## P4HB 2.167323e-01 0.2504004 0.632 0.575 1.000000e+00
## RP9 2.199447e-01 0.2842268 0.263 0.172 1.000000e+00
## TMCO1 2.232889e-01 0.2577433 0.474 0.391 1.000000e+00
## TMED10 2.322307e-01 0.3333847 0.474 0.472 1.000000e+00
## AP1S2 2.455306e-01 -0.3288747 0.263 0.380 1.000000e+00
## ROCK1 2.513567e-01 0.2717673 0.579 0.550 1.000000e+00
## BTG2 2.522587e-01 -0.2610294 0.947 0.894 1.000000e+00
## RAB5A 2.538469e-01 0.2578071 0.316 0.239 1.000000e+00
## STXBP2 2.561243e-01 -0.3275227 0.263 0.389 1.000000e+00
## TGFB1 2.726323e-01 -0.2586438 0.684 0.708 1.000000e+00
## RALY 2.729217e-01 0.2971839 0.579 0.544 1.000000e+00
## TRIM38 2.734933e-01 0.2915502 0.474 0.448 1.000000e+00
## OCIAD1 2.747192e-01 0.2537223 0.632 0.540 1.000000e+00
## GABPB1-AS1 2.774114e-01 0.2539491 0.579 0.548 1.000000e+00
## UBR4 2.781338e-01 0.2579969 0.316 0.233 1.000000e+00
## TNFRSF1B 2.796600e-01 -0.3882378 0.263 0.348 1.000000e+00
## ETS1 2.805939e-01 -0.2724788 0.632 0.712 1.000000e+00
## MX1 3.055416e-01 0.3934506 0.316 0.254 1.000000e+00
## NR3C1 3.058460e-01 0.2780192 0.474 0.415 1.000000e+00
## PHPT1 3.090235e-01 0.2875202 0.368 0.292 1.000000e+00
## B4GALT1 3.164371e-01 0.3615300 0.263 0.196 1.000000e+00
## GSTP1 3.215482e-01 -0.4834193 0.526 0.622 1.000000e+00
## BNIP2 3.217066e-01 0.2545150 0.368 0.309 1.000000e+00
## BCL2 3.225115e-01 -0.2716655 0.368 0.440 1.000000e+00
## FAM53C 3.295458e-01 0.4649947 0.579 0.599 1.000000e+00
## KRIT1 3.336220e-01 0.3122503 0.316 0.243 1.000000e+00
## ZBTB10 3.370876e-01 0.2654477 0.316 0.258 1.000000e+00
## SSR1 3.385782e-01 0.2590609 0.474 0.413 1.000000e+00
## SDCBP 3.408145e-01 -0.2790564 0.526 0.577 1.000000e+00
## RTN3 3.427515e-01 -0.2781354 0.263 0.368 1.000000e+00
## CAMK2D 3.479844e-01 0.3269281 0.263 0.205 1.000000e+00
## TM9SF2 3.555949e-01 0.2921111 0.316 0.256 1.000000e+00
## SH3BGRL3 3.603833e-01 -0.2808464 1.000 0.977 1.000000e+00
## TALDO1 3.607418e-01 -0.3978603 0.474 0.581 1.000000e+00
## PPP1R14B 3.615888e-01 1.1295497 0.316 0.290 1.000000e+00
## MRPS26 3.635993e-01 0.2563002 0.316 0.258 1.000000e+00
## RAC1 3.645101e-01 -0.2990885 0.632 0.693 1.000000e+00
## ASAH1 3.784332e-01 -0.3069327 0.368 0.429 1.000000e+00
## CBX6 4.052221e-01 0.3657432 0.316 0.278 1.000000e+00
## TYMP 4.084280e-01 -0.4789232 0.474 0.337 1.000000e+00
## LIMS1 4.112419e-01 -0.3534928 0.368 0.425 1.000000e+00
## PARP10 4.183502e-01 0.2583492 0.316 0.266 1.000000e+00
## CD69 4.359383e-01 0.3464325 0.632 0.732 1.000000e+00
## CAST 4.654312e-01 -0.3007089 0.579 0.569 1.000000e+00
## RPN2 4.777846e-01 0.2623475 0.579 0.552 1.000000e+00
## TTN 4.854654e-01 0.3558158 0.263 0.194 1.000000e+00
## ZBTB1 5.474045e-01 0.3013896 0.316 0.256 1.000000e+00
## LST1 5.514220e-01 -0.7406844 0.316 0.342 1.000000e+00
## GPBP1 5.543413e-01 0.2537136 0.579 0.613 1.000000e+00
## SSR4 5.855180e-01 0.2803305 0.842 0.865 1.000000e+00
## S100A9 5.908594e-01 -3.2701944 0.263 0.284 1.000000e+00
## SEC61B 5.953561e-01 0.7034989 0.632 0.675 1.000000e+00
## TXN 6.583493e-01 0.2819799 0.474 0.491 1.000000e+00
## PHB 7.080373e-01 0.3370361 0.368 0.413 1.000000e+00
## IRF2BP2 7.090791e-01 0.3842358 0.474 0.493 1.000000e+00
## KLF4 7.192408e-01 -0.3656745 0.263 0.205 1.000000e+00
## BRI3 7.454837e-01 -0.2604978 0.526 0.569 1.000000e+00
## EFHD2 7.477234e-01 -0.3416612 0.316 0.311 1.000000e+00
## PTPRE 8.012243e-01 0.2652989 0.263 0.258 1.000000e+00
## CST3 9.295423e-01 -0.4525073 0.263 0.233 1.000000e+00
## ID3 9.783035e-01 0.2949230 0.421 0.421 1.000000e+00# Find all markers of cluster 4 using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)
cluster4.markers1 <- FindMarkers(pbmcclust, ident.1 = 4, logfc.threshold = 0.25, test.use = "roc", only.pos = TRUE)
"Putative biomarkers (differentially expressed features) for cluster 4 (cell subpopulation 4) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"## [1] "Putative biomarkers (differentially expressed features) for cluster 4 (cell subpopulation 4) using ROC test which returns the classification power for any individual marker (ranging from 0 to 1)"head(cluster4.markers1, n = 5)## myAUC avg_diff power avg_logFC pct.1 pct.2
## CD74 0.994 2.408542 0.988 2.408542 1 0.744
## CD37 0.978 1.497541 0.956 1.497541 1 0.953
## HLA-DPA1 0.976 2.082947 0.952 2.082947 1 0.421
## HLA-DPB1 0.971 1.871800 0.942 1.871800 1 0.380
## HLA-DRA 0.964 2.087012 0.928 2.087012 1 0.274cluster4.markers1## myAUC avg_diff power avg_logFC pct.1 pct.2
## CD74 0.994 2.4085423 0.988 2.4085423 1.000 0.744
## CD37 0.978 1.4975407 0.956 1.4975407 1.000 0.953
## HLA-DPA1 0.976 2.0829467 0.952 2.0829467 1.000 0.421
## HLA-DPB1 0.971 1.8717996 0.942 1.8717996 1.000 0.380
## HLA-DRA 0.964 2.0870119 0.928 2.0870119 1.000 0.274
## HLA-DRB1 0.963 1.9782278 0.926 1.9782278 1.000 0.282
## HLA-DQB1 0.958 1.8713212 0.916 1.8713212 0.947 0.082
## SPIB 0.947 1.6549956 0.894 1.6549956 0.895 0.004
## CD79A 0.943 2.7524976 0.886 2.7524976 0.895 0.039
## TCF4 0.942 1.8250774 0.884 1.8250774 0.895 0.035
## FAM129C 0.921 1.2709094 0.842 1.2709094 0.842 0.002
## BANK1 0.920 1.9392561 0.840 1.9392561 0.842 0.016
## STX7 0.920 1.3353932 0.840 1.3353932 0.895 0.182
## IGHM 0.919 3.3040959 0.838 3.3040959 0.842 0.022
## HLA-DMB 0.919 1.1295473 0.838 1.1295473 0.947 0.188
## BCL11A 0.911 1.5688690 0.822 1.5688690 0.842 0.047
## JCHAIN 0.893 1.8065423 0.786 1.8065423 0.789 0.008
## MS4A1 0.892 2.3327103 0.784 2.3327103 0.789 0.029
## HVCN1 0.892 1.3283163 0.784 1.3283163 0.842 0.096
## HLA-DQA1 0.889 2.0166060 0.778 2.0166060 0.789 0.029
## RALGPS2 0.884 1.4685685 0.768 1.4685685 0.789 0.080
## PLAC8 0.884 0.9833656 0.768 0.9833656 1.000 0.699
## CXXC5 0.882 1.1825630 0.764 1.1825630 0.789 0.061
## SWAP70 0.880 1.2223142 0.760 1.2223142 0.789 0.063
## MEF2C 0.877 1.1659935 0.754 1.1659935 0.842 0.098
## IRF8 0.876 1.9081471 0.752 1.9081471 0.789 0.092
## PRKCB 0.875 0.9141253 0.750 0.9141253 1.000 0.485
## HLA-DMA 0.865 1.1675169 0.730 1.1675169 0.842 0.178
## P2RX5 0.854 1.1734519 0.708 1.1734519 0.737 0.053
## RPS11 0.845 0.4826837 0.690 0.4826837 1.000 0.996
## SNX2 0.844 0.8295936 0.688 0.8295936 0.895 0.356
## REL 0.844 0.7835830 0.688 0.7835830 0.895 0.405
## IGHD 0.841 2.1875268 0.682 2.1875268 0.684 0.004
## TNFRSF13C 0.839 1.2680775 0.678 1.2680775 0.684 0.014
## IGKC 0.831 3.7849616 0.662 3.7849616 0.684 0.072
## ARHGAP24 0.828 0.7995860 0.656 0.7995860 0.684 0.031
## GAPT 0.826 0.9512838 0.652 0.9512838 0.737 0.096
## CD79B 0.821 1.7466776 0.642 1.7466776 0.684 0.131
## TSPAN3 0.820 0.6722253 0.640 0.6722253 0.737 0.143
## CYB561A3 0.819 0.9676699 0.638 0.9676699 0.737 0.217
## SMIM14 0.817 1.0076629 0.634 1.0076629 0.737 0.180
## VPREB3 0.816 1.3564537 0.632 1.3564537 0.632 0.000
## BTK 0.813 0.7167125 0.626 0.7167125 0.684 0.065
## ADAM28 0.812 1.0077921 0.624 1.0077921 0.632 0.014
## STRBP 0.811 0.9359595 0.622 0.9359595 0.684 0.115
## LYN 0.810 0.7253163 0.620 0.7253163 0.789 0.159
## GGA2 0.808 0.7713546 0.616 0.7713546 0.737 0.176
## AFF3 0.803 1.0127067 0.606 1.0127067 0.632 0.041
## SNX3 0.798 0.6494469 0.596 0.6494469 0.947 0.632
## CD180 0.798 0.6197797 0.596 0.6197797 0.632 0.033
## MARCH1 0.793 0.9021434 0.586 0.9021434 0.684 0.110
## SP100 0.793 0.6458016 0.586 0.6458016 0.842 0.638
## PTPN6 0.793 0.5731731 0.586 0.5731731 0.947 0.571
## TSPAN13 0.789 1.0001609 0.578 1.0001609 0.579 0.002
## PAX5 0.789 0.8544455 0.578 0.8544455 0.579 0.000
## BLK 0.789 0.8331991 0.578 0.8331991 0.579 0.004
## FCRL1 0.788 0.9889525 0.576 0.9889525 0.579 0.008
## CIITA 0.788 0.9038177 0.576 0.9038177 0.632 0.074
## CD22 0.788 0.8925199 0.576 0.8925199 0.579 0.004
## BLNK 0.788 0.8698489 0.576 0.8698489 0.579 0.004
## AC004687.1 0.786 0.7434530 0.572 0.7434530 0.842 0.356
## LINC00926 0.785 1.5131942 0.570 1.5131942 0.579 0.018
## HERPUD1 0.781 0.8891841 0.562 0.8891841 0.895 0.722
## CTSZ 0.781 0.6820675 0.562 0.6820675 0.789 0.223
## DOCK2 0.776 0.4707727 0.552 0.4707727 0.842 0.325
## PHACTR1 0.775 0.9381682 0.550 0.9381682 0.579 0.049
## SYNGR2 0.775 0.6026881 0.550 0.6026881 0.737 0.252
## SP140 0.772 0.9453279 0.544 0.9453279 0.632 0.168
## CD24 0.763 0.8449566 0.526 0.8449566 0.526 0.002
## CD19 0.762 0.6338478 0.524 0.6338478 0.526 0.002
## EZR 0.759 0.6501134 0.518 0.6501134 0.842 0.501
## CYBA 0.759 0.5981002 0.518 0.5981002 1.000 0.888
## SELENOH 0.759 0.4180977 0.518 0.4180977 0.895 0.654
## MZB1 0.758 1.0814614 0.516 1.0814614 0.526 0.014
## PLEKHF2 0.756 0.5315298 0.512 0.5315298 0.632 0.139
## TAGLN2 0.755 0.7917607 0.510 0.7917607 0.895 0.695
## CCDC50 0.754 1.6610611 0.508 1.6610611 0.526 0.027
## FCHSD2 0.754 0.6891480 0.508 0.6891480 0.579 0.102
## PRDM2 0.754 0.4526640 0.508 0.4526640 0.842 0.417
## GRB2 0.753 0.4511518 0.506 0.4511518 0.842 0.589
## UTRN 0.752 0.4506709 0.504 0.4506709 0.842 0.423
## GNG7 0.749 0.5962060 0.498 0.5962060 0.526 0.037
## FAM3C 0.748 0.6341599 0.496 0.6341599 0.579 0.110
## ADAM19 0.748 0.5427147 0.496 0.5427147 0.526 0.043
## ORAI2 0.746 0.7831959 0.492 0.7831959 0.632 0.213
## SYK 0.742 0.5665365 0.484 0.5665365 0.632 0.131
## CD53 0.740 0.4642948 0.480 0.4642948 0.947 0.781
## UBE2J1 0.737 0.8780598 0.474 0.8780598 0.632 0.204
## DERL3 0.737 0.7694987 0.474 0.7694987 0.474 0.000
## UNC93B1 0.737 0.7112204 0.474 0.7112204 0.579 0.131
## LYSMD2 0.737 0.4256706 0.474 0.4256706 0.737 0.292
## TCL1A 0.736 1.7827151 0.472 1.7827151 0.474 0.004
## FCRLA 0.736 0.8109053 0.472 0.8109053 0.474 0.004
## FCGR2B 0.736 0.5815641 0.472 0.5815641 0.474 0.004
## RUBCNL 0.734 0.7436336 0.468 0.7436336 0.474 0.008
## IGLC2 0.733 2.7615825 0.466 2.7615825 0.474 0.012
## CD72 0.733 0.7181919 0.466 0.7181919 0.474 0.010
## LYL1 0.733 0.4615788 0.466 0.4615788 0.579 0.131
## UCP2 0.732 0.5474646 0.464 0.5474646 1.000 0.820
## FAM96A 0.732 0.5137688 0.464 0.5137688 0.632 0.217
## RBM6 0.731 0.4336098 0.462 0.4336098 0.789 0.419
## ITSN2 0.730 0.3456899 0.460 0.3456899 0.789 0.362
## HLA-DOB 0.729 0.6625202 0.458 0.6625202 0.474 0.022
## SYPL1 0.729 0.4816164 0.458 0.4816164 0.684 0.315
## DDX17 0.729 0.4145447 0.458 0.4145447 0.947 0.773
## PAWR 0.728 0.6614935 0.456 0.6614935 0.474 0.023
## TCF3 0.727 0.6047666 0.454 0.6047666 0.526 0.117
## SEC62 0.726 0.4977921 0.452 0.4977921 0.947 0.669
## EBLN3P 0.726 0.3981972 0.452 0.3981972 0.737 0.362
## CDCA7L 0.725 0.6234842 0.450 0.6234842 0.526 0.092
## AKAP9 0.725 0.5370616 0.450 0.5370616 0.895 0.577
## RPL13A 0.725 0.2555039 0.450 0.2555039 1.000 1.000
## ITM2C 0.724 1.5776665 0.448 1.5776665 0.526 0.131
## POU2F2 0.724 0.7126507 0.448 0.7126507 0.789 0.419
## EAF2 0.724 0.5515009 0.448 0.5515009 0.526 0.102
## PNN 0.724 0.4800314 0.448 0.4800314 1.000 0.730
## ZRANB2 0.724 0.3849306 0.448 0.3849306 0.895 0.519
## SLC15A4 0.720 0.6361128 0.440 0.6361128 0.526 0.104
## CBFA2T3 0.719 0.7792838 0.438 0.7792838 0.474 0.049
## IKZF3 0.719 0.5527998 0.438 0.5527998 0.684 0.301
## TUT4 0.719 0.4692492 0.438 0.4692492 0.737 0.417
## APH1A 0.718 0.3492921 0.436 0.3492921 0.789 0.389
## MARF1 0.717 0.5863579 0.434 0.5863579 0.579 0.172
## ITGAE 0.717 0.4536532 0.434 0.4536532 0.632 0.219
## UGCG 0.716 0.9431000 0.432 0.9431000 0.579 0.200
## ZCCHC7 0.716 0.6777752 0.432 0.6777752 0.579 0.264
## APPL1 0.716 0.6400810 0.432 0.6400810 0.579 0.221
## BCL7A 0.715 0.7383449 0.430 0.7383449 0.474 0.063
## PLEK 0.715 0.6694409 0.430 0.6694409 0.632 0.204
## CHD2 0.715 0.5495501 0.430 0.5495501 0.842 0.552
## GRK3 0.715 0.5032428 0.430 0.5032428 0.526 0.106
## SKAP2 0.714 0.6194914 0.428 0.6194914 0.579 0.160
## RGS19 0.714 0.4448380 0.428 0.4448380 0.789 0.452
## TMED9 0.713 0.3715487 0.426 0.3715487 0.789 0.425
## ARPC3 0.713 0.3073039 0.426 0.3073039 1.000 0.965
## FCRL2 0.711 0.6605800 0.422 0.6605800 0.421 0.000
## ZDHHC21 0.711 0.5436343 0.422 0.5436343 0.474 0.065
## ARID1B 0.711 0.3941542 0.422 0.3941542 0.842 0.620
## KTN1 0.711 0.3262691 0.422 0.3262691 0.947 0.609
## THRAP3 0.710 0.3549789 0.420 0.3549789 0.842 0.587
## TLR10 0.709 0.7936695 0.418 0.7936695 0.421 0.004
## SFT2D2 0.709 0.4816511 0.418 0.4816511 0.579 0.209
## CHD7 0.709 0.4780196 0.418 0.4780196 0.579 0.211
## NGLY1 0.709 0.4573864 0.418 0.4573864 0.632 0.270
## ADD1 0.709 0.4364127 0.418 0.4364127 0.684 0.331
## FCER2 0.708 0.8305604 0.416 0.8305604 0.421 0.006
## PNOC 0.708 0.6495265 0.416 0.6495265 0.421 0.006
## LY86 0.708 0.5781330 0.416 0.5781330 0.579 0.157
## METTL17 0.708 0.4011651 0.416 0.4011651 0.579 0.204
## CLIC1 0.707 0.3177934 0.414 0.3177934 0.947 0.632
## PKIG 0.705 0.6949923 0.410 0.6949923 0.421 0.016
## P2RY10 0.705 0.4201122 0.410 0.4201122 0.526 0.133
## GPATCH11 0.704 0.4864455 0.408 0.4864455 0.526 0.127
## CDC40 0.704 0.4427174 0.408 0.4427174 0.684 0.374
## CXCR4 0.703 0.4855545 0.406 0.4855545 0.895 0.620
## PLCG2 0.703 0.4750843 0.406 0.4750843 0.526 0.147
## PDLIM1 0.700 0.6378928 0.400 0.6378928 0.421 0.023
## HLA-DOA 0.700 0.5651355 0.400 0.5651355 0.421 0.027
## SMARCB1 0.700 0.5527795 0.400 0.5527795 0.579 0.262
## DNAJC4 0.699 0.5074084 0.398 0.5074084 0.579 0.258
## PLEKHA2 0.698 0.5148484 0.396 0.5148484 0.526 0.168
## DDAH2 0.698 0.4586275 0.396 0.4586275 0.474 0.100
## DBNL 0.698 0.3922247 0.396 0.3922247 0.737 0.476
## DDX39A 0.698 0.3902128 0.396 0.3902128 0.684 0.327
## PGGT1B 0.697 0.4609379 0.394 0.4609379 0.526 0.178
## POLM 0.697 0.3540379 0.394 0.3540379 0.526 0.135
## TPD52 0.696 0.5628684 0.392 0.5628684 0.474 0.117
## MTDH 0.696 0.4473970 0.392 0.4473970 0.789 0.740
## EIF1B 0.696 0.3992109 0.392 0.3992109 0.737 0.501
## CD82 0.695 0.5603777 0.390 0.5603777 0.526 0.200
## MDM4 0.695 0.4352054 0.390 0.4352054 0.789 0.560
## SP110 0.695 0.3938337 0.390 0.3938337 0.895 0.620
## SEPT6 0.693 0.3066957 0.386 0.3066957 0.947 0.706
## LAMTOR5 0.693 0.2952930 0.386 0.2952930 0.789 0.513
## GIT2 0.692 0.3299171 0.384 0.3299171 0.632 0.282
## PPP3CB 0.691 0.3254983 0.382 0.3254983 0.579 0.221
## FGD2 0.690 0.4940643 0.380 0.4940643 0.421 0.045
## NCF1 0.689 0.4420361 0.378 0.4420361 0.737 0.493
## SNRPD3 0.689 0.2834140 0.378 0.2834140 0.789 0.595
## PARP14 0.688 0.7783097 0.376 0.7783097 0.579 0.286
## TRAF4 0.688 0.6019488 0.376 0.6019488 0.421 0.063
## CAT 0.688 0.5459180 0.376 0.5459180 0.579 0.315
## SNHG7 0.688 0.4334706 0.376 0.4334706 0.842 0.693
## SRSF9 0.688 0.4091813 0.376 0.4091813 0.789 0.630
## TNKS2 0.688 0.3865641 0.376 0.3865641 0.526 0.182
## SKIL 0.687 0.5006353 0.374 0.5006353 0.526 0.186
## MTPN 0.687 0.4444456 0.374 0.4444456 0.684 0.568
## KYNU 0.687 0.3916114 0.374 0.3916114 0.421 0.041
## HECTD1 0.687 0.2959066 0.374 0.2959066 0.579 0.211
## PMAIP1 0.686 0.4668170 0.372 0.4668170 0.684 0.386
## MTSS1 0.684 0.6041712 0.368 0.6041712 0.421 0.074
## COBLL1 0.684 0.5671545 0.368 0.5671545 0.368 0.002
## UBE2E2 0.684 0.4616003 0.368 0.4616003 0.421 0.065
## ACP5 0.684 0.4519513 0.368 0.4519513 0.474 0.115
## IRF7 0.683 1.3823164 0.366 1.3823164 0.526 0.243
## STARD7 0.683 0.3984383 0.366 0.3984383 0.579 0.266
## RBM39 0.683 0.3214773 0.366 0.3214773 1.000 0.892
## POU2AF1 0.682 0.5258419 0.364 0.5258419 0.368 0.006
## PLD4 0.681 1.4085014 0.362 1.4085014 0.368 0.010
## AC027097.1 0.681 0.4867873 0.362 0.4867873 0.421 0.074
## ODC1 0.681 0.4465008 0.362 0.4465008 0.684 0.474
## IGLC3 0.680 3.2174047 0.360 3.2174047 0.368 0.014
## CNR2 0.680 0.5456509 0.360 0.5456509 0.368 0.010
## CRIPT 0.680 0.3184667 0.360 0.3184667 0.526 0.170
## SNF8 0.680 0.2933541 0.360 0.2933541 0.684 0.362
## TULP4 0.679 0.4373130 0.358 0.4373130 0.474 0.139
## WASHC4 0.679 0.4200715 0.358 0.4200715 0.579 0.280
## MSL3 0.679 0.4173786 0.358 0.4173786 0.632 0.364
## CD81 0.679 0.3914245 0.358 0.3914245 0.789 0.571
## SETBP1 0.678 0.4340293 0.356 0.4340293 0.368 0.012
## COLGALT1 0.678 0.4301534 0.356 0.4301534 0.474 0.137
## DRAM2 0.678 0.3636231 0.356 0.3636231 0.579 0.262
## RHBDF2 0.678 0.3626772 0.356 0.3626772 0.421 0.076
## NFKBID 0.677 0.6580422 0.354 0.6580422 0.474 0.186
## SEL1L3 0.677 0.6192871 0.354 0.6192871 0.421 0.082
## CKS1B 0.677 0.4059022 0.354 0.4059022 0.421 0.082
## ARMCX3 0.676 0.4200456 0.352 0.4200456 0.526 0.223
## PDIA6 0.676 0.3850310 0.352 0.3850310 0.684 0.374
## SRSF10 0.676 0.3606508 0.352 0.3606508 0.737 0.616
## PRRC2C 0.676 0.2607821 0.352 0.2607821 0.947 0.867
## METTL7A 0.675 0.6115160 0.350 0.6115160 0.421 0.094
## ZNF791 0.675 0.4579174 0.350 0.4579174 0.526 0.223
## CHD9 0.674 0.4169486 0.348 0.4169486 0.526 0.249
## RILPL2 0.674 0.3165127 0.348 0.3165127 0.632 0.299
## LSM7 0.674 0.3015194 0.348 0.3015194 0.842 0.669
## IGHA1 0.672 1.0966053 0.344 1.0966053 0.368 0.033
## BEND5 0.672 0.4312111 0.344 0.4312111 0.368 0.031
## LYST 0.672 0.3779145 0.344 0.3779145 0.579 0.223
## SFT2D1 0.672 0.2774741 0.344 0.2774741 0.632 0.297
## OFD1 0.671 0.6620057 0.342 0.6620057 0.579 0.321
## RUFY3 0.671 0.4889252 0.342 0.4889252 0.421 0.102
## PPP3CA 0.671 0.4582391 0.342 0.4582391 0.526 0.221
## RABGGTB 0.671 0.3925176 0.342 0.3925176 0.526 0.239
## VPS36 0.671 0.3855645 0.342 0.3855645 0.579 0.301
## LYPLA1 0.671 0.3116638 0.342 0.3116638 0.632 0.354
## CD40 0.670 0.5974928 0.340 0.5974928 0.368 0.033
## BOD1L1 0.670 0.3817317 0.340 0.3817317 0.789 0.542
## HHEX 0.669 0.5750330 0.338 0.5750330 0.421 0.088
## AL135925.1 0.669 0.5218217 0.338 0.5218217 0.474 0.153
## PPM1K 0.669 0.4418034 0.338 0.4418034 0.632 0.431
## RERE 0.669 0.3895533 0.338 0.3895533 0.526 0.219
## MECP2 0.669 0.3279610 0.338 0.3279610 0.632 0.362
## ERP29 0.669 0.2861765 0.338 0.2861765 1.000 0.892
## ZEB2 0.668 0.4928626 0.336 0.4928626 0.579 0.219
## TRIM56 0.668 0.4112651 0.336 0.4112651 0.632 0.337
## CAPG 0.668 0.3652945 0.336 0.3652945 0.579 0.231
## STAT6 0.668 0.3218907 0.336 0.3218907 0.579 0.270
## QKI 0.668 0.3154958 0.336 0.3154958 0.632 0.348
## SLC39A10 0.667 0.4030689 0.334 0.4030689 0.579 0.303
## FAM214A 0.667 0.3080410 0.334 0.3080410 0.526 0.219
## BASP1 0.666 0.5893921 0.332 0.5893921 0.421 0.084
## SESTD1 0.666 0.4946388 0.332 0.4946388 0.368 0.045
## PARK7 0.665 0.4677842 0.330 0.4677842 0.842 0.712
## RAB11FIP1 0.665 0.3977154 0.330 0.3977154 0.579 0.286
## NCOA3 0.664 0.7706741 0.328 0.7706741 0.526 0.331
## ZNF107 0.664 0.5850577 0.328 0.5850577 0.421 0.106
## ANTXR2 0.664 0.5568369 0.328 0.5568369 0.421 0.117
## ANKRD12 0.664 0.4200132 0.328 0.4200132 0.842 0.795
## DNAJC15 0.664 0.4098269 0.328 0.4098269 0.684 0.429
## SLC37A1 0.664 0.4087138 0.328 0.4087138 0.368 0.049
## CCDC14 0.664 0.3677302 0.328 0.3677302 0.474 0.160
## CDKN2D 0.664 0.3473012 0.328 0.3473012 0.684 0.466
## IDH3A 0.663 0.5113034 0.326 0.5113034 0.421 0.121
## TP53I13 0.663 0.4874725 0.326 0.4874725 0.421 0.117
## CYP20A1 0.663 0.3346129 0.326 0.3346129 0.526 0.237
## MTM1 0.662 0.3878791 0.324 0.3878791 0.368 0.051
## LCOR 0.662 0.3843445 0.324 0.3843445 0.526 0.243
## RB1 0.662 0.3523029 0.324 0.3523029 0.421 0.112
## SIRT7 0.662 0.2882280 0.324 0.2882280 0.632 0.346
## PLP2 0.661 0.5237627 0.322 0.5237627 0.737 0.573
## VEGFB 0.661 0.4581054 0.322 0.4581054 0.526 0.280
## MAP3K2 0.661 0.4230443 0.322 0.4230443 0.579 0.299
## ERGIC1 0.661 0.3858654 0.322 0.3858654 0.474 0.194
## UBTF 0.661 0.3321593 0.322 0.3321593 0.684 0.407
## DNAJB14 0.661 0.3271929 0.322 0.3271929 0.684 0.438
## N4BP2L2 0.660 0.2771106 0.320 0.2771106 0.947 0.812
## TM9SF3 0.659 0.4409140 0.318 0.4409140 0.526 0.252
## CNTRL 0.659 0.3476857 0.318 0.3476857 0.684 0.429
## AC007952.4 0.658 0.4917082 0.316 0.4917082 0.789 0.642
## MAPK8IP3 0.658 0.3350155 0.316 0.3350155 0.368 0.055
## YTHDF2 0.658 0.3299061 0.316 0.3299061 0.632 0.442
## ENSA 0.658 0.3225989 0.316 0.3225989 0.684 0.507
## SNX17 0.658 0.2639722 0.316 0.2639722 0.684 0.431
## CNTNAP2 0.657 0.5340839 0.314 0.5340839 0.316 0.002
## PRKD2 0.657 0.4061180 0.314 0.4061180 0.474 0.204
## CCDC12 0.657 0.3939937 0.314 0.3939937 0.579 0.389
## PPP1R12A 0.657 0.2584676 0.314 0.2584676 0.789 0.583
## LINC02397 0.656 0.7403945 0.312 0.7403945 0.316 0.004
## TANK 0.656 0.4697507 0.312 0.4697507 0.526 0.280
## GNA12 0.656 0.4011757 0.312 0.4011757 0.368 0.076
## LAPTM5 0.656 0.3913131 0.312 0.3913131 0.947 0.967
## SEC31A 0.656 0.3318082 0.312 0.3318082 0.579 0.317
## BAZ2A 0.656 0.2945046 0.312 0.2945046 0.579 0.301
## CD200 0.655 0.4431894 0.310 0.4431894 0.316 0.008
## OSTF1 0.655 0.2966824 0.310 0.2966824 0.737 0.491
## KMT2E 0.655 0.2941525 0.310 0.2941525 0.842 0.689
## ALOX5AP 0.654 0.9155147 0.308 0.9155147 0.579 0.364
## FMNL3 0.654 0.4994803 0.308 0.4994803 0.368 0.074
## PRPS2 0.654 0.3444774 0.308 0.3444774 0.421 0.143
## EPS15 0.654 0.2818799 0.308 0.2818799 0.526 0.264
## HNRNPA3 0.653 0.3264008 0.306 0.3264008 0.895 0.845
## JAK1 0.653 0.3075135 0.306 0.3075135 0.895 0.769
## IL4R 0.652 0.4207923 0.304 0.4207923 0.474 0.219
## MRPS25 0.652 0.3478516 0.304 0.3478516 0.474 0.180
## MBD2 0.652 0.3261648 0.304 0.3261648 0.632 0.442
## CHPT1 0.652 0.3189859 0.304 0.3189859 0.421 0.125
## SF1 0.652 0.2818246 0.304 0.2818246 0.842 0.890
## CD52 0.652 0.2540907 0.304 0.2540907 0.895 0.988
## ELL 0.651 0.3541074 0.302 0.3541074 0.368 0.068
## KIF20B 0.651 0.3345102 0.302 0.3345102 0.421 0.127
## SMAP2 0.651 0.3301284 0.302 0.3301284 0.737 0.644
## NKTR 0.651 0.2611001 0.302 0.2611001 0.895 0.722
## WASF2 0.651 0.2582691 0.302 0.2582691 0.789 0.613
## MBD4 0.650 0.5518879 0.300 0.5518879 0.526 0.342
## METTL8 0.650 0.4309964 0.300 0.4309964 0.368 0.084
## SH2B2 0.650 0.3187729 0.300 0.3187729 0.316 0.014
## MAPRE2 0.650 0.2996137 0.300 0.2996137 0.474 0.204
## PTK2B 0.649 0.3428330 0.298 0.3428330 0.526 0.247
## HSP90B1 0.648 0.6524688 0.296 0.6524688 0.737 0.630
## ACTN4 0.648 0.4155802 0.296 0.4155802 0.526 0.270
## TEX261 0.648 0.3808025 0.296 0.3808025 0.368 0.084
## SH3BP5 0.648 0.3716880 0.296 0.3716880 0.526 0.311
## KIAA1147 0.648 0.3300125 0.296 0.3300125 0.474 0.176
## CNOT4 0.648 0.2922077 0.296 0.2922077 0.579 0.337
## JMJD1C 0.648 0.2508255 0.296 0.2508255 0.737 0.519
## SIPA1 0.647 0.3483452 0.294 0.3483452 0.579 0.331
## TAPBP 0.647 0.2821637 0.294 0.2821637 0.842 0.718
## EPSTI1 0.647 0.2778329 0.294 0.2778329 0.474 0.204
## PLPP5 0.646 0.5382729 0.292 0.5382729 0.368 0.104
## TSPAN33 0.646 0.5055481 0.292 0.5055481 0.316 0.027
## CPNE5 0.646 0.4918533 0.292 0.4918533 0.316 0.027
## EXOC6 0.646 0.3489169 0.292 0.3489169 0.368 0.096
## MOB1A 0.646 0.3486141 0.292 0.3486141 0.684 0.507
## HADHA 0.646 0.2738645 0.292 0.2738645 0.789 0.571
## PPP3CC 0.646 0.2662186 0.292 0.2662186 0.474 0.209
## PDXDC1 0.645 0.4348615 0.290 0.4348615 0.421 0.155
## OSBPL10 0.645 0.4334966 0.290 0.4334966 0.316 0.031
## ST6GAL1 0.645 0.4004855 0.290 0.4004855 0.474 0.243
## VPS35 0.645 0.3302711 0.290 0.3302711 0.632 0.393
## TMEM134 0.645 0.3092121 0.290 0.3092121 0.526 0.270
## SH3GLB1 0.645 0.2761045 0.290 0.2761045 0.579 0.311
## GPX7 0.645 0.2750777 0.290 0.2750777 0.368 0.078
## NPC2 0.644 0.9015107 0.288 0.9015107 0.632 0.468
## ZNF292 0.644 0.4197339 0.288 0.4197339 0.684 0.458
## SEMA4B 0.644 0.3880207 0.288 0.3880207 0.316 0.029
## AHI1 0.644 0.3855560 0.288 0.3855560 0.368 0.090
## UVRAG 0.644 0.3586684 0.288 0.3586684 0.421 0.159
## ADGRG5 0.644 0.3042900 0.288 0.3042900 0.316 0.022
## SLU7 0.644 0.2923757 0.288 0.2923757 0.632 0.380
## BISPR 0.644 0.2731634 0.288 0.2731634 0.368 0.082
## NME4 0.644 0.2656432 0.288 0.2656432 0.474 0.207
## YBX3 0.643 0.5878611 0.286 0.5878611 0.421 0.166
## CALHM6 0.643 0.3552551 0.286 0.3552551 0.368 0.082
## YPEL5 0.643 0.3432634 0.286 0.3432634 0.895 0.728
## ANXA6 0.643 0.3090576 0.286 0.3090576 0.842 0.669
## NRAS 0.643 0.3068969 0.286 0.3068969 0.368 0.090
## PMEPA1 0.642 0.6681430 0.284 0.6681430 0.316 0.039
## UPF3A 0.642 0.3597607 0.284 0.3597607 0.579 0.341
## SCAF11 0.642 0.3285764 0.284 0.3285764 0.842 0.671
## NT5C 0.641 0.3899510 0.282 0.3899510 0.474 0.245
## C12orf49 0.641 0.2976014 0.282 0.2976014 0.368 0.090
## DDX11 0.641 0.2953860 0.282 0.2953860 0.368 0.092
## HDAC9 0.641 0.2750246 0.282 0.2750246 0.316 0.031
## SNRNP40 0.641 0.2732325 0.282 0.2732325 0.474 0.227
## CEPT1 0.640 0.3607124 0.280 0.3607124 0.421 0.162
## THAP5 0.640 0.3227680 0.280 0.3227680 0.474 0.231
## PCF11 0.640 0.3132747 0.280 0.3132747 0.737 0.487
## NOTCH2NL 0.640 0.3046910 0.280 0.3046910 0.316 0.039
## PPM1A 0.640 0.2577847 0.280 0.2577847 0.421 0.153
## SNX29 0.639 0.3861157 0.278 0.3861157 0.368 0.114
## SIPA1L1 0.638 0.4984633 0.276 0.4984633 0.368 0.108
## GCNT2 0.638 0.4116140 0.276 0.4116140 0.316 0.047
## SELENOF 0.638 0.3807122 0.276 0.3807122 0.684 0.564
## RAD23B 0.638 0.3286781 0.276 0.3286781 0.526 0.309
## GDI2 0.638 0.2621985 0.276 0.2621985 0.789 0.667
## PARVB 0.637 0.4740114 0.274 0.4740114 0.316 0.051
## OPN3 0.637 0.4052066 0.274 0.4052066 0.316 0.045
## GLIPR1 0.637 0.3203581 0.274 0.3203581 0.632 0.387
## DNAJC21 0.637 0.2990726 0.274 0.2990726 0.526 0.313
## LCORL 0.637 0.2850158 0.274 0.2850158 0.368 0.104
## GTF2I 0.637 0.2822369 0.274 0.2822369 0.632 0.456
## BTLA 0.636 0.4432026 0.272 0.4432026 0.316 0.055
## RICTOR 0.636 0.3429310 0.272 0.3429310 0.579 0.429
## SLC39A3 0.636 0.3226691 0.272 0.3226691 0.368 0.114
## CHMP5 0.636 0.3026154 0.272 0.3026154 0.579 0.327
## PIP4P1 0.636 0.3010461 0.272 0.3010461 0.421 0.168
## CDKN1A 0.635 0.5245975 0.270 0.5245975 0.368 0.106
## OTUD1 0.635 0.4746474 0.270 0.4746474 0.421 0.215
## SAV1 0.635 0.3830699 0.270 0.3830699 0.316 0.055
## MRPS12 0.635 0.3615398 0.270 0.3615398 0.474 0.249
## MIS18BP1 0.635 0.3373991 0.270 0.3373991 0.579 0.319
## LMBRD1 0.635 0.3281518 0.270 0.3281518 0.421 0.205
## UFM1 0.635 0.2863348 0.270 0.2863348 0.579 0.386
## SMC3 0.635 0.2513082 0.270 0.2513082 0.579 0.331
## ZFX 0.634 0.4484371 0.268 0.4484371 0.421 0.217
## PPP1R9B 0.634 0.4108987 0.268 0.4108987 0.368 0.121
## SIMC1 0.634 0.2949110 0.268 0.2949110 0.316 0.047
## BIRC3 0.633 0.5379967 0.266 0.5379967 0.579 0.419
## ZNF652 0.633 0.4033935 0.266 0.4033935 0.526 0.301
## TNPO1 0.633 0.3570532 0.266 0.3570532 0.474 0.274
## RCSD1 0.633 0.3438179 0.266 0.3438179 0.632 0.464
## ZNF655 0.633 0.2638911 0.266 0.2638911 0.526 0.327
## VPS37B 0.632 0.5485013 0.264 0.5485013 0.421 0.215
## DNAJC8 0.632 0.4255281 0.264 0.4255281 0.579 0.487
## FCRL5 0.632 0.4103032 0.264 0.4103032 0.263 0.000
## RABEP1 0.632 0.3842459 0.264 0.3842459 0.421 0.186
## RAD9A 0.632 0.3137570 0.264 0.3137570 0.421 0.176
## SPPL2A 0.632 0.3134968 0.264 0.3134968 0.474 0.237
## MAN2B1 0.632 0.2904940 0.264 0.2904940 0.316 0.055
## TMEM242 0.632 0.2621422 0.264 0.2621422 0.421 0.184
## LILRA4 0.631 1.1685518 0.262 1.1685518 0.263 0.002
## FAM30A 0.631 0.5094080 0.262 0.5094080 0.263 0.002
## LINC00996 0.631 0.4588093 0.262 0.4588093 0.263 0.002
## TRAK1 0.631 0.3504493 0.262 0.3504493 0.316 0.059
## MED23 0.631 0.3139327 0.262 0.3139327 0.368 0.131
## DENND5B 0.631 0.3118084 0.262 0.3118084 0.263 0.002
## SRP14 0.631 0.3024181 0.262 0.3024181 1.000 0.967
## MLEC 0.631 0.2969877 0.262 0.2969877 0.474 0.258
## ZNF721 0.630 0.4454230 0.260 0.4454230 0.474 0.254
## AC096733.2 0.630 0.4051769 0.260 0.4051769 0.263 0.004
## NUTM2B-AS1 0.630 0.3832824 0.260 0.3832824 0.632 0.384
## EPN1 0.630 0.3324357 0.260 0.3324357 0.421 0.190
## CD55 0.630 0.3252070 0.260 0.3252070 0.684 0.524
## JPX 0.630 0.3214379 0.260 0.3214379 0.474 0.256
## ING5 0.630 0.3091130 0.260 0.3091130 0.421 0.188
## LMAN1 0.630 0.2745120 0.260 0.2745120 0.474 0.270
## PRKCE 0.630 0.2663317 0.260 0.2663317 0.316 0.053
## ZNF83 0.630 0.2558568 0.260 0.2558568 0.421 0.190
## PRPF40A 0.630 0.2556004 0.260 0.2556004 0.737 0.568
## PITPNB 0.630 0.2538195 0.260 0.2538195 0.474 0.235
## PHKB 0.629 0.3702986 0.258 0.3702986 0.474 0.247
## PLEKHG1 0.629 0.3296930 0.258 0.3296930 0.263 0.006
## TCEA1 0.629 0.3271529 0.258 0.3271529 0.737 0.548
## BLOC1S2 0.629 0.3217398 0.258 0.3217398 0.474 0.262
## TMED5 0.629 0.3216813 0.258 0.3216813 0.474 0.217
## RAB14 0.629 0.3189233 0.258 0.3189233 0.632 0.429
## GANC 0.629 0.2958265 0.258 0.2958265 0.316 0.065
## EIF4E 0.629 0.2825858 0.258 0.2825858 0.474 0.258
## ARFGAP3 0.629 0.2751823 0.258 0.2751823 0.421 0.186
## PITPNA-AS1 0.629 0.2744057 0.258 0.2744057 0.421 0.174
## RXYLT1 0.628 0.3871545 0.256 0.3871545 0.316 0.065
## WDR11 0.628 0.3808997 0.256 0.3808997 0.368 0.133
## PPP1R37 0.628 0.2592089 0.256 0.2592089 0.316 0.063
## SLC9A7 0.627 0.5107181 0.254 0.5107181 0.263 0.010
## TMEM19 0.627 0.3518156 0.254 0.3518156 0.316 0.068
## STAP1 0.627 0.3428966 0.254 0.3428966 0.263 0.010
## NT5E 0.627 0.3097568 0.254 0.3097568 0.263 0.010
## MEF2A 0.627 0.3070199 0.254 0.3070199 0.474 0.237
## SEC63 0.627 0.2984655 0.254 0.2984655 0.526 0.321
## SSR3 0.627 0.2773382 0.254 0.2773382 0.579 0.409
## TAF7 0.626 0.2963310 0.252 0.2963310 0.684 0.568
## TMEM109 0.626 0.2915445 0.252 0.2915445 0.526 0.284
## PLIN3 0.626 0.2692892 0.252 0.2692892 0.421 0.190
## TYW1 0.626 0.2650134 0.252 0.2650134 0.316 0.067
## CCDC97 0.626 0.2596709 0.252 0.2596709 0.368 0.125
## PCDH9 0.625 0.5352639 0.250 0.5352639 0.263 0.016
## PNPLA8 0.625 0.4148328 0.250 0.4148328 0.421 0.219
## A1BG 0.625 0.3842068 0.250 0.3842068 0.368 0.157
## ZBTB44 0.625 0.3353911 0.250 0.3353911 0.421 0.225
## WWC3 0.625 0.3167062 0.250 0.3167062 0.316 0.072
## CRIM1 0.625 0.2730624 0.250 0.2730624 0.263 0.012
## LAIR1 0.625 0.2550362 0.250 0.2550362 0.474 0.243
## ITPR2 0.624 0.4709409 0.248 0.4709409 0.368 0.157
## WDFY4 0.624 0.3734084 0.248 0.3734084 0.263 0.018
## PAPOLA 0.623 0.2847377 0.246 0.2847377 0.632 0.575
## DBI 0.622 0.3868889 0.244 0.3868889 0.737 0.626
## KCNQ1OT1 0.622 0.3666458 0.244 0.3666458 0.579 0.432
## LSM8 0.622 0.3646713 0.244 0.3646713 0.684 0.575
## AFTPH 0.622 0.3376205 0.244 0.3376205 0.421 0.213
## SRGAP2 0.622 0.3129729 0.244 0.3129729 0.316 0.076
## VRK1 0.622 0.3115546 0.244 0.3115546 0.368 0.145
## SPOPL 0.622 0.2921127 0.244 0.2921127 0.316 0.074
## SPPL2B 0.622 0.2902730 0.244 0.2902730 0.368 0.145
## RNF19A 0.622 0.2766093 0.244 0.2766093 0.421 0.204
## MFN1 0.622 0.2750612 0.244 0.2750612 0.316 0.080
## CD2AP 0.621 0.5102391 0.242 0.5102391 0.368 0.160
## TRIM11 0.621 0.2825390 0.242 0.2825390 0.368 0.141
## USP1 0.621 0.2799897 0.242 0.2799897 0.474 0.256
## TEPSIN 0.621 0.2789114 0.242 0.2789114 0.316 0.076
## FLNB 0.621 0.2537617 0.242 0.2537617 0.316 0.082
## BBX 0.620 0.2777459 0.240 0.2777459 0.632 0.468
## SRP19 0.620 0.2578205 0.240 0.2578205 0.632 0.419
## CANX 0.619 0.4977049 0.238 0.4977049 0.579 0.472
## CCAR1 0.619 0.2915090 0.238 0.2915090 0.526 0.352
## RER1 0.619 0.2900562 0.238 0.2900562 0.632 0.434
## CDYL 0.619 0.2788021 0.238 0.2788021 0.368 0.151
## NUP88 0.619 0.2698975 0.238 0.2698975 0.368 0.145
## BACH2 0.619 0.2680096 0.238 0.2680096 0.421 0.184
## RABEP2 0.618 0.3490911 0.236 0.3490911 0.316 0.092
## ARGLU1 0.618 0.3118021 0.236 0.3118021 0.789 0.775
## RHBDD1 0.618 0.3113751 0.236 0.3113751 0.316 0.090
## ARHGAP17 0.618 0.2759559 0.236 0.2759559 0.368 0.143
## TCOF1 0.617 0.3628357 0.234 0.3628357 0.421 0.211
## ACSS1 0.617 0.3224841 0.234 0.3224841 0.368 0.162
## LSM10 0.617 0.3194499 0.234 0.3194499 0.474 0.292
## CSNK1G3 0.617 0.3127655 0.234 0.3127655 0.368 0.164
## AC008105.3 0.617 0.2986697 0.234 0.2986697 0.474 0.288
## PNRC2 0.617 0.2719272 0.234 0.2719272 0.632 0.493
## PDE4B 0.617 0.2538154 0.234 0.2538154 0.368 0.139
## RELB 0.616 0.3442290 0.232 0.3442290 0.316 0.100
## TNRC6A 0.616 0.3282979 0.232 0.3282979 0.474 0.323
## ADPRHL2 0.616 0.3150201 0.232 0.3150201 0.316 0.104
## ST6GALNAC4 0.616 0.3100217 0.232 0.3100217 0.316 0.094
## PEF1 0.616 0.2575104 0.232 0.2575104 0.421 0.200
## ARID3A 0.615 0.5539781 0.230 0.5539781 0.316 0.096
## L3MBTL3 0.615 0.3576075 0.230 0.3576075 0.316 0.100
## TFEB 0.615 0.3218411 0.230 0.3218411 0.316 0.102
## AP1AR 0.615 0.3115259 0.230 0.3115259 0.316 0.100
## ZNF506 0.614 0.4497124 0.228 0.4497124 0.368 0.180
## TBL1XR1 0.614 0.4053490 0.228 0.4053490 0.474 0.348
## TRIM22 0.614 0.3709208 0.228 0.3709208 0.526 0.391
## ATAD2B 0.614 0.3599458 0.228 0.3599458 0.368 0.168
## PPP4R3A 0.614 0.3141652 0.228 0.3141652 0.526 0.389
## STT3A 0.614 0.3033606 0.228 0.3033606 0.316 0.098
## ZNF736 0.614 0.3003700 0.228 0.3003700 0.263 0.041
## PPP1R15A 0.614 0.2919709 0.228 0.2919709 0.789 0.808
## FUOM 0.614 0.2919282 0.228 0.2919282 0.316 0.088
## SPCS3 0.613 0.3110147 0.226 0.3110147 0.632 0.425
## CARD11 0.613 0.2686178 0.226 0.2686178 0.368 0.155
## STXBP3 0.613 0.2533409 0.226 0.2533409 0.421 0.227
## CLN8 0.612 0.3975935 0.224 0.3975935 0.316 0.104
## POLR2F 0.612 0.3375851 0.224 0.3375851 0.474 0.317
## IFI44L 0.612 0.3336705 0.224 0.3336705 0.316 0.104
## TBC1D32 0.612 0.3110204 0.224 0.3110204 0.263 0.043
## QRSL1 0.612 0.2730289 0.224 0.2730289 0.316 0.102
## UBE2D4 0.611 0.4055938 0.222 0.4055938 0.263 0.051
## TSTD1 0.611 0.3408244 0.222 0.3408244 0.632 0.622
## NT5C3A 0.611 0.3280879 0.222 0.3280879 0.474 0.309
## LPGAT1 0.611 0.3205703 0.222 0.3205703 0.368 0.160
## USE1 0.611 0.3185457 0.222 0.3185457 0.421 0.245
## HNRNPAB 0.611 0.3148681 0.222 0.3148681 0.579 0.438
## YIF1A 0.610 0.3636783 0.220 0.3636783 0.368 0.182
## ANKRD11 0.610 0.2851388 0.220 0.2851388 0.737 0.628
## NARS 0.610 0.2666179 0.220 0.2666179 0.526 0.348
## P2RX1 0.609 0.3632389 0.218 0.3632389 0.263 0.051
## RAB3IP 0.609 0.3555863 0.218 0.3555863 0.316 0.117
## HSD17B12 0.609 0.3459595 0.218 0.3459595 0.368 0.186
## CD164 0.609 0.3236395 0.218 0.3236395 0.789 0.703
## DMXL1 0.609 0.2793744 0.218 0.2793744 0.316 0.108
## CAPZA1 0.609 0.2739053 0.218 0.2739053 0.579 0.483
## DAPP1 0.609 0.2528357 0.218 0.2528357 0.421 0.231
## RHOQ 0.608 0.3850179 0.216 0.3850179 0.368 0.166
## PIK3CG 0.608 0.3182859 0.216 0.3182859 0.263 0.051
## FAM24B 0.608 0.3110157 0.216 0.3110157 0.263 0.057
## HADH 0.608 0.2767782 0.216 0.2767782 0.316 0.115
## RAP1GDS1 0.608 0.2522017 0.216 0.2522017 0.316 0.121
## FAM193A 0.608 0.2507751 0.216 0.2507751 0.316 0.110
## ZBED1 0.607 0.2846528 0.214 0.2846528 0.316 0.117
## ARFGEF1 0.607 0.2686358 0.214 0.2686358 0.474 0.305
## NEK8 0.607 0.2664227 0.214 0.2664227 0.263 0.049
## PXK 0.606 0.4433730 0.212 0.4433730 0.316 0.127
## WDR60 0.606 0.3048269 0.212 0.3048269 0.316 0.119
## DAAM1 0.606 0.2987455 0.212 0.2987455 0.316 0.110
## LILRB1 0.606 0.2930743 0.212 0.2930743 0.316 0.102
## MFSD14C 0.606 0.2831099 0.212 0.2831099 0.421 0.241
## ARHGEF7 0.606 0.2784699 0.212 0.2784699 0.316 0.117
## AIDA 0.606 0.2700663 0.212 0.2700663 0.474 0.303
## CCR6 0.606 0.2643920 0.212 0.2643920 0.263 0.053
## COL19A1 0.605 0.4443783 0.210 0.4443783 0.211 0.000
## CLEC4C 0.605 0.4169668 0.210 0.4169668 0.211 0.000
## EBF1 0.605 0.4006172 0.210 0.4006172 0.211 0.000
## RNASEH2B 0.605 0.3858350 0.210 0.3858350 0.526 0.429
## TNFRSF21 0.605 0.3620591 0.210 0.3620591 0.211 0.000
## HINT2 0.605 0.3410835 0.210 0.3410835 0.368 0.223
## IQSEC1 0.605 0.2968110 0.210 0.2968110 0.368 0.192
## CALU 0.605 0.2810627 0.210 0.2810627 0.316 0.125
## CCT3 0.605 0.2692905 0.210 0.2692905 0.632 0.560
## AACS 0.604 0.7073608 0.208 0.7073608 0.263 0.063
## DNASE1L3 0.604 0.5392545 0.208 0.5392545 0.211 0.004
## PPP1R14A 0.604 0.4031743 0.208 0.4031743 0.211 0.002
## NUP160 0.604 0.3736332 0.208 0.3736332 0.316 0.133
## BACE2 0.604 0.3506966 0.208 0.3506966 0.211 0.002
## RHEX 0.604 0.3429662 0.208 0.3429662 0.211 0.002
## MACROD2 0.604 0.3143527 0.208 0.3143527 0.211 0.002
## PACSIN1 0.604 0.3111074 0.208 0.3111074 0.211 0.002
## DOPEY2 0.604 0.3023185 0.208 0.3023185 0.263 0.061
## HS3ST1 0.604 0.3020157 0.208 0.3020157 0.211 0.002
## RGS1 0.604 0.2880850 0.208 0.2880850 0.316 0.115
## LY9 0.604 0.2565381 0.208 0.2565381 0.474 0.313
## RCN2 0.604 0.2508984 0.208 0.2508984 0.474 0.323
## SMG7 0.603 0.4033157 0.206 0.4033157 0.316 0.129
## RNGTT 0.603 0.3725094 0.206 0.3725094 0.316 0.131
## CDK14 0.603 0.3331017 0.206 0.3331017 0.211 0.004
## WRN 0.603 0.2742469 0.206 0.2742469 0.263 0.068
## MRPL42 0.603 0.2521901 0.206 0.2521901 0.421 0.254
## OGA 0.602 0.4287011 0.204 0.4287011 0.579 0.462
## ATAD5 0.602 0.3344478 0.204 0.3344478 0.263 0.063
## DCPS 0.602 0.3041341 0.204 0.3041341 0.316 0.127
## CIB2 0.602 0.2920156 0.204 0.2920156 0.211 0.008
## IST1 0.602 0.2836771 0.204 0.2836771 0.368 0.194
## HELLS 0.602 0.2798200 0.204 0.2798200 0.263 0.063
## COMMD10 0.602 0.2649606 0.204 0.2649606 0.316 0.135
## CALR 0.602 0.2639202 0.204 0.2639202 0.789 0.726
## GZMB 0.601 1.5285088 0.202 1.5285088 0.263 0.070
## PARP15 0.601 0.4597832 0.202 0.4597832 0.316 0.129
## MAP3K9 0.601 0.3301241 0.202 0.3301241 0.211 0.010
## CCDC32 0.601 0.2997730 0.202 0.2997730 0.316 0.133
## NRDC 0.601 0.2901656 0.202 0.2901656 0.421 0.268
## SAP30L 0.601 0.2667654 0.202 0.2667654 0.316 0.135
## STK25 0.601 0.2604255 0.202 0.2604255 0.368 0.196
## CUEDC1 0.600 0.4612246 0.200 0.4612246 0.211 0.014
## PLXNA4 0.600 0.3951265 0.200 0.3951265 0.211 0.012
## SMPD3 0.600 0.3927673 0.200 0.3927673 0.211 0.012
## FTX 0.600 0.3189266 0.200 0.3189266 0.474 0.301
## FEZ2 0.600 0.3082624 0.200 0.3082624 0.316 0.137
## SGSM3 0.600 0.2509150 0.200 0.2509150 0.263 0.070
## AL121944.1 0.599 0.3610637 0.198 0.3610637 0.421 0.292
## ELOVL5 0.599 0.3111851 0.198 0.3111851 0.421 0.260
## NFATC2IP 0.599 0.2619309 0.198 0.2619309 0.526 0.372
## RASGRP2 0.599 0.2508261 0.198 0.2508261 0.632 0.566
## IL3RA 0.598 0.7642856 0.196 0.7642856 0.211 0.018
## SNRNP25 0.598 0.3578275 0.196 0.3578275 0.263 0.074
## GPAM 0.598 0.3250275 0.196 0.3250275 0.211 0.018
## KMT5B 0.598 0.3131132 0.196 0.3131132 0.368 0.209
## MICAL3 0.598 0.3058115 0.196 0.3058115 0.211 0.016
## TMEM156 0.598 0.2885749 0.196 0.2885749 0.316 0.133
## TLK1 0.598 0.2719833 0.196 0.2719833 0.526 0.401
## APOBEC3F 0.598 0.2623558 0.196 0.2623558 0.211 0.016
## TRAF5 0.598 0.2562480 0.196 0.2562480 0.421 0.235
## XAB2 0.598 0.2515556 0.196 0.2515556 0.368 0.204
## RBM28 0.598 0.2506553 0.196 0.2506553 0.316 0.133
## SERPINF1 0.597 0.6586555 0.194 0.6586555 0.211 0.020
## PCNX4 0.597 0.3398077 0.194 0.3398077 0.316 0.139
## EIF1AY 0.597 0.2948432 0.194 0.2948432 0.526 0.411
## MAPKAPK2 0.596 0.6456223 0.192 0.6456223 0.316 0.153
## R3HDM2 0.596 0.3518662 0.192 0.3518662 0.474 0.366
## TRIP12 0.596 0.3479356 0.192 0.3479356 0.421 0.254
## RGS2 0.596 0.3305145 0.192 0.3305145 0.579 0.425
## AC092683.1 0.596 0.3087452 0.192 0.3087452 0.316 0.143
## SETX 0.596 0.3017067 0.192 0.3017067 0.526 0.401
## SP140L 0.596 0.2711535 0.192 0.2711535 0.526 0.362
## LILRB4 0.595 0.5668839 0.190 0.5668839 0.211 0.023
## CLIC4 0.595 0.2732336 0.190 0.2732336 0.211 0.023
## HEATR5B 0.595 0.2609626 0.190 0.2609626 0.263 0.080
## PHF21A 0.594 0.3798627 0.188 0.3798627 0.316 0.147
## SFSWAP 0.594 0.2707965 0.188 0.2707965 0.474 0.362
## STAMBP 0.594 0.2513803 0.188 0.2513803 0.316 0.147
## GALNT10 0.593 0.3904133 0.186 0.3904133 0.263 0.088
## MYO5A 0.593 0.2978440 0.186 0.2978440 0.263 0.086
## HINT3 0.593 0.2838079 0.186 0.2838079 0.263 0.078
## IFT57 0.593 0.2740924 0.186 0.2740924 0.316 0.157
## MTAP 0.593 0.2699774 0.186 0.2699774 0.316 0.145
## GALNT3 0.593 0.2660531 0.186 0.2660531 0.211 0.025
## FADS3 0.592 0.4710624 0.184 0.4710624 0.211 0.029
## ANAPC5 0.592 0.2897080 0.184 0.2897080 0.526 0.427
## LINC01678 0.592 0.2843711 0.184 0.2843711 0.211 0.029
## SMAD5 0.592 0.2590190 0.184 0.2590190 0.263 0.084
## EIF2B3 0.592 0.2578349 0.184 0.2578349 0.263 0.084
## ACSF2 0.592 0.2556177 0.184 0.2556177 0.211 0.029
## TLR6 0.591 0.2838005 0.182 0.2838005 0.211 0.031
## ERICH1 0.591 0.2775089 0.182 0.2775089 0.474 0.366
## HMGXB4 0.591 0.2734165 0.182 0.2734165 0.368 0.190
## ISG20 0.591 0.2728849 0.182 0.2728849 0.684 0.636
## ATRX 0.590 0.2923415 0.180 0.2923415 0.684 0.661
## LINC01184 0.590 0.2866803 0.180 0.2866803 0.263 0.090
## MRPL4 0.590 0.2841734 0.180 0.2841734 0.368 0.262
## ZFAT 0.590 0.2812183 0.180 0.2812183 0.211 0.033
## PPIE 0.590 0.2728818 0.180 0.2728818 0.421 0.270
## AP1G2 0.590 0.2556665 0.180 0.2556665 0.316 0.157
## UPF2 0.589 0.3786161 0.178 0.3786161 0.421 0.309
## TMX1 0.589 0.3146961 0.178 0.3146961 0.368 0.229
## PEA15 0.589 0.2869273 0.178 0.2869273 0.263 0.100
## LINC01588 0.589 0.2734426 0.178 0.2734426 0.263 0.094
## MAVS 0.589 0.2537284 0.178 0.2537284 0.316 0.160
## TOR3A 0.588 0.3949835 0.176 0.3949835 0.263 0.104
## SPCS1 0.588 0.3884571 0.176 0.3884571 0.632 0.740
## TMEM8B 0.588 0.2526155 0.176 0.2526155 0.211 0.041
## WDFY2 0.587 0.2980094 0.174 0.2980094 0.368 0.243
## HSDL2 0.587 0.2757844 0.174 0.2757844 0.263 0.104
## CCNDBP1 0.587 0.2648154 0.174 0.2648154 0.579 0.460
## LDLRAD4 0.587 0.2604311 0.174 0.2604311 0.316 0.145
## PPTC7 0.587 0.2523744 0.174 0.2523744 0.316 0.160
## TMEM126B 0.586 0.3077839 0.172 0.3077839 0.368 0.241
## TXN2 0.586 0.2859951 0.172 0.2859951 0.579 0.476
## MAP3K10 0.586 0.2593851 0.172 0.2593851 0.211 0.043
## ZNF180 0.586 0.2549594 0.172 0.2549594 0.211 0.045
## TPM2 0.585 0.9031715 0.170 0.9031715 0.211 0.051
## RPGR 0.585 0.4126385 0.170 0.4126385 0.263 0.112
## RNF141 0.585 0.3797790 0.170 0.3797790 0.263 0.114
## LGMN 0.585 0.3142371 0.170 0.3142371 0.211 0.045
## HOOK3 0.585 0.2861234 0.170 0.2861234 0.421 0.288
## ITPR1 0.585 0.2849272 0.170 0.2849272 0.263 0.114
## KAT8 0.585 0.2567233 0.170 0.2567233 0.368 0.239
## TMEM50B 0.585 0.2546927 0.170 0.2546927 0.316 0.174
## BTN2A2 0.584 0.3553401 0.168 0.3553401 0.211 0.043
## SMC6 0.584 0.3265530 0.168 0.3265530 0.263 0.102
## ARL17B 0.584 0.2720300 0.168 0.2720300 0.211 0.049
## CBLB 0.584 0.2698309 0.168 0.2698309 0.316 0.172
## PARVG 0.584 0.2653065 0.168 0.2653065 0.421 0.284
## RUNX2 0.583 0.7224591 0.166 0.7224591 0.211 0.055
## TINF2 0.583 0.3328793 0.166 0.3328793 0.368 0.252
## ALOX5 0.583 0.3078387 0.166 0.3078387 0.263 0.108
## RRAS2 0.583 0.2856513 0.166 0.2856513 0.211 0.051
## PHYKPL 0.582 0.2554025 0.164 0.2554025 0.421 0.325
## MPG 0.581 0.3034948 0.162 0.3034948 0.421 0.280
## ATF7IP 0.581 0.2500151 0.162 0.2500151 0.474 0.389
## ZDHHC24 0.580 0.3394395 0.160 0.3394395 0.263 0.121
## SYNGR1 0.580 0.3057824 0.160 0.3057824 0.211 0.051
## LBR 0.580 0.3040600 0.160 0.3040600 0.474 0.407
## IFI16 0.580 0.3032706 0.160 0.3032706 0.579 0.495
## TRAPPC6B 0.580 0.2880633 0.160 0.2880633 0.263 0.129
## ACAP2 0.580 0.2781299 0.160 0.2781299 0.579 0.491
## P4HB 0.580 0.2504004 0.160 0.2504004 0.632 0.575
## CLIC3 0.579 0.5614977 0.158 0.5614977 0.211 0.061
## RNASE6 0.579 0.4525367 0.158 0.4525367 0.263 0.121
## P3H2 0.579 0.3818314 0.158 0.3818314 0.158 0.000
## LRRC26 0.579 0.3609920 0.158 0.3609920 0.158 0.000
## SCT 0.579 0.3297196 0.158 0.3297196 0.158 0.000
## AP001453.2 0.579 0.3187967 0.158 0.3187967 0.158 0.000
## ASIP 0.579 0.3129622 0.158 0.3129622 0.158 0.000
## COQ7 0.579 0.3040869 0.158 0.3040869 0.421 0.321
## IFIT2 0.579 0.2931222 0.158 0.2931222 0.316 0.168
## GAK 0.579 0.2859919 0.158 0.2859919 0.316 0.192
## SLC35A3 0.579 0.2769008 0.158 0.2769008 0.316 0.192
## IGLC5 0.579 0.2544118 0.158 0.2544118 0.158 0.000
## IGHG1 0.578 0.4771418 0.156 0.4771418 0.158 0.002
## AL139020.1 0.578 0.3652181 0.156 0.3652181 0.158 0.002
## AP001059.3 0.578 0.3545902 0.156 0.3545902 0.158 0.002
## CDK2AP2 0.578 0.3385750 0.156 0.3385750 0.474 0.374
## SCAMP5 0.578 0.3065036 0.156 0.3065036 0.158 0.002
## IGHG2 0.578 0.2930946 0.156 0.2930946 0.158 0.002
## CYP46A1 0.578 0.2893369 0.156 0.2893369 0.158 0.002
## GAS6 0.577 0.4725704 0.154 0.4725704 0.158 0.004
## MYO1E 0.577 0.2827413 0.154 0.2827413 0.158 0.004
## AP001059.2 0.576 0.3691158 0.152 0.3691158 0.158 0.006
## MSRB3 0.576 0.2599729 0.152 0.2599729 0.158 0.006
## COCH 0.575 0.4092532 0.150 0.4092532 0.158 0.010
## ZEB1 0.575 0.3396187 0.150 0.3396187 0.316 0.194
## TMED10 0.575 0.3333847 0.150 0.3333847 0.474 0.472
## ASPH 0.575 0.2772246 0.150 0.2772246 0.211 0.070
## BMI1 0.575 0.2582595 0.150 0.2582595 0.263 0.125
## CNFN 0.575 0.2567358 0.150 0.2567358 0.158 0.010
## AKR7A2 0.575 0.2524435 0.150 0.2524435 0.368 0.260
## ZBTB8A 0.574 0.3091620 0.148 0.3091620 0.158 0.010
## HHAT 0.574 0.2770645 0.148 0.2770645 0.158 0.012
## SND1-IT1 0.574 0.2755943 0.148 0.2755943 0.211 0.074
## PACS2 0.574 0.2743802 0.148 0.2743802 0.211 0.072
## UFL1 0.574 0.2718468 0.148 0.2718468 0.368 0.256
## ROCK1 0.574 0.2717673 0.148 0.2717673 0.579 0.550
## BARD1 0.574 0.2588816 0.148 0.2588816 0.211 0.067
## C12orf75 0.573 0.7644957 0.146 0.7644957 0.316 0.219
## PFKFB2 0.573 0.4146819 0.146 0.4146819 0.158 0.014
## RREB1 0.573 0.3876935 0.146 0.3876935 0.263 0.137
## PTMS 0.573 0.3792103 0.146 0.3792103 0.211 0.070
## AC119428.2 0.573 0.3115342 0.146 0.3115342 0.158 0.014
## MYO9A 0.573 0.2737479 0.146 0.2737479 0.263 0.123
## TMCO1 0.573 0.2577433 0.146 0.2577433 0.474 0.391
## ATF3 0.572 0.4839283 0.144 0.4839283 0.316 0.182
## LYPLAL1 0.572 0.3468093 0.144 0.3468093 0.211 0.080
## KLHL6 0.572 0.2631438 0.144 0.2631438 0.316 0.202
## RALY 0.571 0.2971839 0.142 0.2971839 0.579 0.544
## FCER1A 0.571 0.2916771 0.142 0.2916771 0.158 0.018
## JUP 0.571 0.2768256 0.142 0.2768256 0.158 0.018
## SPAG9 0.571 0.2664312 0.142 0.2664312 0.316 0.205
## DZIP3 0.570 0.3360344 0.140 0.3360344 0.211 0.084
## DENND4A 0.570 0.2647976 0.140 0.2647976 0.263 0.145
## GABPB1-AS1 0.570 0.2539491 0.140 0.2539491 0.579 0.548
## OCIAD1 0.570 0.2537223 0.140 0.2537223 0.632 0.540
## ATP13A2 0.569 0.3858162 0.138 0.3858162 0.211 0.090
## TRIM38 0.568 0.2915502 0.136 0.2915502 0.474 0.448
## ZNF143 0.568 0.2746246 0.136 0.2746246 0.263 0.141
## PUS7 0.568 0.2675088 0.136 0.2675088 0.158 0.025
## ERV3-1 0.567 0.2959522 0.134 0.2959522 0.263 0.149
## STAMBPL1 0.567 0.2620287 0.134 0.2620287 0.211 0.090
## CDH23 0.566 0.3778995 0.132 0.3778995 0.158 0.029
## MAP1A 0.565 0.3194516 0.130 0.3194516 0.158 0.029
## FAM53C 0.564 0.4649947 0.128 0.4649947 0.579 0.599
## SIPA1L3 0.564 0.2545824 0.128 0.2545824 0.158 0.033
## AUTS2 0.562 0.3099547 0.124 0.3099547 0.158 0.039
## BTAF1 0.562 0.2813784 0.124 0.2813784 0.263 0.157
## NR3C1 0.562 0.2780192 0.124 0.2780192 0.474 0.415
## ABCA2 0.561 0.3137101 0.122 0.3137101 0.158 0.041
## DTNBP1 0.561 0.2696429 0.122 0.2696429 0.263 0.162
## MRPS9 0.560 0.2892481 0.120 0.2892481 0.263 0.159
## CCDC88A 0.559 0.7119951 0.118 0.7119951 0.263 0.178
## GPR137 0.559 0.2702371 0.118 0.2702371 0.211 0.104
## IARS 0.559 0.2517605 0.118 0.2517605 0.263 0.164
## FAN1 0.558 0.2631335 0.116 0.2631335 0.158 0.043
## SSR1 0.558 0.2590609 0.116 0.2590609 0.474 0.413
## RAB5A 0.558 0.2578071 0.116 0.2578071 0.316 0.239
## TNFSF9 0.556 0.2661469 0.112 0.2661469 0.158 0.049
## PHPT1 0.555 0.2875202 0.110 0.2875202 0.368 0.292
## RP9 0.555 0.2842268 0.110 0.2842268 0.263 0.172
## UBR4 0.555 0.2579969 0.110 0.2579969 0.316 0.233
## BNIP2 0.555 0.2545150 0.110 0.2545150 0.368 0.309
## AL133342.1 0.554 0.2704967 0.108 0.2704967 0.158 0.055
## ZNF268 0.554 0.2586304 0.108 0.2586304 0.158 0.055
## IGHG3 0.553 1.0700481 0.106 1.0700481 0.105 0.000
## MX1 0.553 0.3934506 0.106 0.3934506 0.316 0.254
## KHDRBS2 0.553 0.2632831 0.106 0.2632831 0.105 0.000
## LINC01781 0.552 0.4943487 0.104 0.4943487 0.105 0.002
## CD69 0.552 0.3464325 0.104 0.3464325 0.632 0.732
## ZNRF2 0.552 0.2839059 0.104 0.2839059 0.211 0.121
## IGHG4 0.551 0.2925739 0.102 0.2925739 0.105 0.004
## ZBTB10 0.550 0.2654477 0.100 0.2654477 0.316 0.258
## MIR29B2CHG 0.550 0.2500972 0.100 0.2500972 0.211 0.123
## PPP1R14B 0.549 1.1295497 0.098 1.1295497 0.316 0.290
## KRIT1 0.549 0.3122503 0.098 0.3122503 0.316 0.243
## TM9SF2 0.548 0.2921111 0.096 0.2921111 0.316 0.256
## B4GALT1 0.547 0.3615300 0.094 0.3615300 0.263 0.196
## MRPS26 0.547 0.2563002 0.094 0.2563002 0.316 0.258
## RPN2 0.546 0.2623475 0.092 0.2623475 0.579 0.552
## MKRN2 0.546 0.2605627 0.092 0.2605627 0.211 0.141
## CAMK2D 0.545 0.3269281 0.090 0.3269281 0.263 0.205
## RASGRP3 0.545 0.2966309 0.090 0.2966309 0.105 0.018
## CBX6 0.544 0.3657432 0.088 0.3657432 0.316 0.278
## QTRT1 0.544 0.2520106 0.088 0.2520106 0.211 0.151
## PARP10 0.543 0.2583492 0.086 0.2583492 0.316 0.266
## GPBP1 0.539 0.2537136 0.078 0.2537136 0.579 0.613
## WNT10A 0.537 0.2889535 0.074 0.2889535 0.105 0.033
## SSR4 0.537 0.2803305 0.074 0.2803305 0.842 0.865
## SEC61B 0.535 0.7034989 0.070 0.7034989 0.632 0.675
## TTN 0.533 0.3558158 0.066 0.3558158 0.263 0.194
## ZBTB1 0.531 0.3013896 0.062 0.3013896 0.316 0.256
## HIGD1A 0.530 0.3325136 0.060 0.3325136 0.211 0.176
## TXN 0.528 0.2819799 0.056 0.2819799 0.474 0.491
## USP9Y 0.527 0.2730850 0.054 0.2730850 0.158 0.119
## APP 0.525 0.6034209 0.050 0.6034209 0.211 0.202
## IRF2BP2 0.524 0.3842358 0.048 0.3842358 0.474 0.493
## ZNF296 0.524 0.2637197 0.048 0.2637197 0.105 0.065
## PHB 0.523 0.3370361 0.046 0.3370361 0.368 0.413
## SCARB2 0.523 0.2728649 0.046 0.2728649 0.158 0.125
## PTPRE 0.513 0.2652989 0.026 0.2652989 0.263 0.258
## ID3 0.502 0.2949230 0.004 0.2949230 0.421 0.421# Report top 10 positive marker genes (differentially expressed genes) for each cell cluster identified
top10 <- pbmc.markers %>% group_by(cluster) %>% top_n(n = 10, wt = avg_logFC)
"Top 10 positive marker genes (differentially expressed genes) for each cell cluster identified"## [1] "Top 10 positive marker genes (differentially expressed genes) for each cell cluster identified"top10## # A tibble: 50 x 7
## # Groups: cluster [5]
## p_val avg_logFC pct.1 pct.2 p_val_adj cluster gene
## <dbl> <dbl> <dbl> <dbl> <dbl> <fct> <chr>
## 1 8.49e-49 0.871 0.845 0.238 1.36e-44 0 TRABD2A
## 2 9.79e-47 0.692 1 0.887 1.57e-42 0 SARAF
## 3 1.78e-45 0.914 0.886 0.288 2.86e-41 0 CCR7
## 4 9.64e-42 0.867 0.852 0.279 1.55e-37 0 LEF1
## 5 2.37e-41 0.846 0.955 0.488 3.79e-37 0 TCF7
## 6 5.24e-38 0.843 0.914 0.408 8.40e-34 0 CD7
## 7 5.14e-33 0.718 0.659 0.146 8.24e-29 0 FHIT
## 8 1.13e-31 0.785 0.538 0.062 1.82e-27 0 LRRN3
## 9 1.87e-30 0.697 0.907 0.608 3.00e-26 0 NOSIP
## 10 1.49e-29 0.719 0.755 0.317 2.38e-25 0 SATB1
## # … with 40 more rows# Plot Top 10 positive marker genes (differentially expressed genes) for each cell cluster identified
DoHeatmap(pbmcclust, features = top10$gene) + NoLegend()
# Visualize the gene expression values of these potential markers on your UMAP plots
# Visualize cells and UMAP coordinates
# Assigning cell type to clusters
DimPlot(pbmcclust, reduction = "umap", label = TRUE, pt.size = 0.5) + NoLegend()
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