Step 3: differential Expression analysis
Yongjin Park
2024-03-06
- 1. MS vs. HC at the major cell type level
- a. Prepare data to just include cells annotated for their cell types and phenotypes
- b. Gene Q/C to remove genes with too many zeros
- c. Show that some genes of interest are not necessarily well expressed
- d. Compute DEG statistics while adjusting batch effects
- e. Comparison with the bulk DEG results
- Found 414 unique genes strongly perturbed by MS with FWER 5%
- 2. Show genes with FWER \(< 5 \times 10^{-2}\)
- 3. Additional genes/proteins
- 4. Differential Expression Analysis for PRDM1-short vs. long
.data <- fileset.list("result/step1/matrix")
.mkdir("result/step3").features <- readLines(.data$row)
.hash <- .features[str_detect(.features, "Hash")]
.hash.hdr <- "result/step1/hash"
.hash.data <- fileset.list(.hash.hdr)
.hash.info <- read.hash(.hash.data)1. MS vs. HC at the major cell type level
final.cell.type <-
fread("Tab/step2_cell_type.txt.gz") %>%
left_join(.hash.info) %>%
na.omit()a. Prepare data to just include cells annotated for their cell types and phenotypes
.mkdir("result/step3/deg/")
.deg.data <- fileset.list("result/step3/deg/hc_ms")
if.needed(.deg.data, {
.deg.data <-
rcpp_mmutil_copy_selected_columns(.data$mtx,
.data$row,
.data$col,
unique(final.cell.type$tag),
"result/step3/deg/hc_ms")
})b. Gene Q/C to remove genes with too many zeros
nnz.cutoff <- 500
cv.cutoff <- .8.scores <- rcpp_mmutil_compute_scores(.deg.data$mtx,
.deg.data$row,
.deg.data$col)
row.scores <- setDT(.scores$row) %>%
rename(gene = name) %>% #
filter(!str_detect(`gene`,"[Hh]ashtag")) %>% # remove hashtag
as.data.table() %>%
parse.gene().genes.interest <- c("PRDM1", "SGK1", "LBH", "DDIT4","GIMAP7","ID3","ICAM2")
.lab.dt <- row.scores[hgnc_symbol %in% .genes.interest]
plt <-
ggplot(row.scores, aes(log1p(nnz), log1p(cv))) +
theme_classic() +
stat_density_2d(geom = "raster",
aes(fill = after_stat(sqrt(density))),
show.legend=F,
contour=F) +
scale_fill_viridis_c() +
geom_vline(xintercept = log1p(nnz.cutoff), col=2, lty = 2) +
geom_hline(yintercept = log1p(cv.cutoff), col=2, lty = 2) +
stat_density2d(linewidth=.2, colour="white") +
geom_point(data=.lab.dt, pch=19, col="white", stroke=0, size=2) +
geom_text_repel(aes(label=hgnc_symbol), data=.lab.dt, size=4, min.segment.length = .01, segment.color="white", color="white") +
scale_x_continuous("Number of Non zeros", labels = function(x) num.sci(round(10^x))) +
scale_y_continuous("Coefficient of variation", labels = function(x) num.sci(10^x))
print(plt)
c. Show that some genes of interest are not necessarily well expressed
.genes.interest <- c("PRDM1", "SGK1", "LBH", "DDIT4")
.dt.show <-
row.scores[hgnc_symbol %in% .genes.interest] %>%
arrange(`nnz`) %>%
mutate(x = `nnz`, y = 5000 + 100 * (1:n())) %>%
mutate(lab = hgnc_symbol %&% "\n(" %&% `nnz` %&% ")")
plt <-
ggplot(row.scores, aes((`nnz`))) +
theme_classic() + ggtitle("Gene-level statistics: histogram of number of non-zeros") +
geom_histogram(fill="gray", linewidth=.1, color="gray20", bins=50) +
ggrepel::geom_text_repel(aes(x, y, label=lab),
data=.dt.show,
size = 4, color = 2, vjust=0, hjust=0) +
geom_vline(aes(xintercept = x), data = .dt.show, lty = 2, col = 2) +
scale_y_log10("count") +
scale_x_continuous("number of non-zero across " %&% num.int(.scores$max.col) %&% " cells",
breaks = c(unique(.dt.show$x), c(1, 5000, 15000, 20000)))
print(plt)
.file <- fig.dir %&% "/Fig_gene_scores_nnz.pdf"
.gg.save(filename = .file, plot = plt, width=8, height=3)d. Compute DEG statistics while adjusting batch effects
qc.features <- row.scores[nnz > nnz.cutoff & cv > cv.cutoff]
.qc.hdr <- "result/step3/deg/qc_hc_ms"
.qc.data <- fileset.list(.qc.hdr)
if.needed(.qc.data, {
.qc.data <-
rcpp_mmutil_copy_selected_rows(.deg.data$mtx,
.deg.data$row,
.deg.data$col,
qc.features$gene,
.qc.hdr)
}).file <- "result/step3/hc_ms.rds"
if.needed(.file,
{
## cell types
.celltype <-
final.cell.type %>%
select(tag, celltype) %>%
as.data.frame()
## cell -> individual
.cell2indv <- final.cell.type %>%
left_join(.hash.info) %>%
select(tag, subject) %>%
unique %>%
as.data.frame()
## individual -> disease
.indv2exp <- .cell2indv %>%
select(subject) %>%
mutate(disease = substr(`subject`, 1, 2)) %>%
as.data.frame()
.deg.stat <-
make.cocoa(.qc.data, .celltype, .cell2indv, .indv2exp,
knn = 100, .rank = 15, .take.ln = TRUE,
impute.by.knn = TRUE, num.threads = 16)
## save for computed results
saveRDS(.deg.stat, .file)
})
.deg.stat <- readRDS(.file)
.cts <- unique(final.cell.type$celltype)
.indvs <- unique(final.cell.type$subject)
.hc.ms.dt <-
list(tot = sort.col(.deg.stat$sum, .cts, .indvs),
cfa = sort.col(.deg.stat$resid.ln.mu, .cts, .indvs),
cfa.sd = sort.col(.deg.stat$resid.ln.mu.sd, .cts, .indvs)) %>%
combine.statistics() %>%
na.omit() %>%
as.data.table() %>%
(function(x) {
x[, c("sample", "celltype") := tstrsplit(as.character(Var2), split="_")];
x[, disease := substr(`sample`, 1, 2)];
x[, gene := as.character(Var1)];
x
}) %>%
dplyr::select(-Var1, -Var2) %>%
as.data.table()
hc.ms.deg <-
summarize.deg(.hc.ms.dt, tot.cutoff = 5) %>%
as.data.table() %>%
parse.gene()plt <-
.gg.plot(hc.ms.deg, aes(pv, fill=`celltype`)) +
geom_histogram(bins=100, linewidth=.1, color="black") +
xlab("p-value") +
scale_fill_brewer(palette = "Paired")
print(plt)
e. Comparison with the bulk DEG results
read.bulk <- function(.file) {
fread(.file) %>%
rename(hgnc_symbol = gene_name) %>%
rename(bulk.t = t, bulk.pv = P.Value, bulk.qv = adj.P.Val) %>%
dplyr::select(hgnc_symbol, starts_with("bulk"))
}
.file <- "data/DEG/20180513/deg.ms.hc.treg.mem.exvivo.sex_covar.ruv.txt"
bulk.mTreg.dt <- read.bulk(.file)
.file <- "data/DEG/20180513/deg.ms.hc.teff.mem.exvivo.sex_covar.ruv.txt"
bulk.mTconv.dt <- read.bulk(.file)Memory Treg genes
Correlation 0.42 with p-value = 1.01e-92
Here, we computed correlation between the bulk and scRNA-seq results after selecting on the DEGs marginally significant in the bulk analysis (\(|t| > 2\)).
Two numbers below the marked genes: first, we show p-value of the bulk analysis; second, we show Bonferroni-adjusted p-values of the scRNA-seq analysis.
Memory Tconv genes
.sc <- hc.ms.deg[celltype == "mTconv"]
.bulk <- bulk.mTconv.dt
.out <- plot.bulk.sc(.sc,
.bulk,
.key.genes = c("PRDM1","SGK1","LBH","CD6","JUNB","ID3"),
fwer.cutoff = .01,
qv.cutoff = .2,
n.top = 5)Correlation 0.28 with p-value = 4.3e-60
Here, we computed correlation between the bulk and scRNA-seq results after selecting on the DEGs marginally significant in the bulk analysis (\(|t| > 2\)).
Two numbers below the marked genes: first, we show p-value of the bulk analysis; second, we show Bonferroni-adjusted p-values of the scRNA-seq analysis.
Found 414 unique genes strongly perturbed by MS with FWER 5%
Up-regulated: 211
Down-regulated: 298
Total pairs of genes and cell types: 34,415
count.deg <- function(.dt, fwer.cutoff = .01) {
.dt[fwer < fwer.cutoff &
sign(ADD) == sign(ADE) &
sign(ADC) == sign(ADE),
.(n = .N),
by = .(celltype,
direction = if_else(z > 0, "up", "down"))
] %>%
mutate(direction = factor(direction, c("up", "down"))) %>%
group_by(celltype) %>%
arrange(desc(direction)) %>%
mutate(nc = cumsum(n)) %>%
ungroup
}.df <- count.deg(hc.ms.deg)
plt <-
.gg.plot(.df, aes(x = celltype, y = n, group = direction, fill = direction)) +
theme(legend.position = c(1,1)) +
theme(legend.justification = c(1,1)) +
xlab("cell type") + ylab("# DEG") +
geom_bar(stat="identity") +
geom_text(aes(y=nc, label=n)) +
scale_fill_manual(values = c("#ef8a62","#67a9cf"))
print(plt)
2. Show genes with FWER \(< 5 \times 10^{-2}\)
.bulk.genes <-
rbind(bulk.mTreg.dt[bulk.qv < .2, .(hgnc_symbol)],
bulk.mTconv.dt[bulk.qv < .2, .(hgnc_symbol)]) %>%
unique() %>%
unlist()
hc.ms.deg[, c("ensembl_gene_id", "hgnc_symbol") := tstrsplit(`gene`, split="_")]
.genes.show <-
hc.ms.deg[fwer < 0.05 &
hgnc_symbol %in% .bulk.genes &
sign(ADD) == sign(ADE) &
sign(ADC) == sign(ADE)] %>%
select(gene) %>%
unique %>%
unlist %>%
as.characterhc.ms.deg[, c("ensembl_gene_id", "hgnc_symbol") := tstrsplit(`gene`, split="_")]
.genes.show <-
hc.ms.deg[fwer < .05 &
sign(ADD) == sign(ADE) &
sign(ADC) == sign(ADE)] %>%
select(gene) %>%
unique() %>%
unlist() %>%
as.character()| ensembl_gene_id | hgnc_symbol | z_mTconv | z_mTreg | z_nTconv | z_nTreg | pv_mTconv | pv_mTreg | pv_nTconv | pv_nTreg | fwer_mTconv | fwer_mTreg | fwer_nTconv | fwer_nTreg | .link |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CD137 | -8.58 | -39.57 | -10.23 | -15.98 | 9.14e-18 | 0e+00 | 1.41e-24 | 1.75e-57 | 7.83e-14 | 0e+00 | 1.2e-20 | 1.5e-53 | ||
| CD161 | 8.09 | 13.88 | 1.12 | 2.75 | 6.01e-16 | 8.58e-44 | 2.61e-01 | 5.87e-03 | 5.14e-12 | 7.36e-40 | 1e+00 | 1e+00 | ||
| CD183 | -9.03 | 20.86 | -11.29 | -4.07 | 1.74e-19 | 1.22e-96 | 1.45e-29 | 4.67e-05 | 1.49e-15 | 1.05e-92 | 1.24e-25 | 3.92e-01 | ||
| CD184 | 4.59 | 7.95 | 6.28 | 5.11 | 4.45e-06 | 1.82e-15 | 3.48e-10 | 3.26e-07 | 3.74e-02 | 1.55e-11 | 2.97e-06 | 2.78e-03 | ||
| CD19 | 2.17 | 28.87 | -0.39 | -5.55 | 3.03e-02 | 2.53e-183 | 6.99e-01 | 2.79e-08 | 1e+00 | 2.18e-179 | 1e+00 | 2.38e-04 | ||
| CD196 | 36.5 | -18.43 | -4.46 | 9.04 | 1.07e-291 | 7.35e-76 | 8.11e-06 | 1.51e-19 | 9.19e-288 | 6.31e-72 | 6.85e-02 | 1.29e-15 | ||
| CD197 | 1.48 | 7.32 | 7.5 | 0.89 | 1.4e-01 | 2.52e-13 | 6.16e-14 | 3.74e-01 | 1e+00 | 2.14e-09 | 5.26e-10 | 1e+00 | ||
| CD20 | -19.75 | -14.36 | -26.22 | -21.85 | 8.63e-87 | 8.75e-47 | 1.58e-151 | 7.48e-106 | 7.42e-83 | 7.51e-43 | 1.36e-147 | 6.43e-102 | ||
| CD226 | 9.04 | 60.15 | 10.7 | 5.89 | 1.51e-19 | 0e+00 | 1.04e-26 | 3.8e-09 | 1.3e-15 | 0e+00 | 8.88e-23 | 3.25e-05 | ||
| CD25 | -0.3 | 75.24 | -21.26 | 11.88 | 7.62e-01 | 0e+00 | 2.84e-100 | 1.55e-32 | 1e+00 | 0e+00 | 2.44e-96 | 1.34e-28 | ||
| CD27 | -63.24 | -109.66 | -74.51 | -117.27 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | ||
| CD278 | 30.48 | 67.84 | 26.38 | 7.98 | 5.31e-204 | 0e+00 | 2.35e-153 | 1.45e-15 | 4.57e-200 | 0e+00 | 2.02e-149 | 1.24e-11 | ||
| CD279 | 11.18 | 11.84 | 0.22 | -3.49 | 4.93e-29 | 2.5e-32 | 8.28e-01 | 4.75e-04 | 4.23e-25 | 2.14e-28 | 1e+00 | 1e+00 | ||
| CD3 | -19.26 | -89.23 | -39.89 | -53.7 | 1.1e-82 | 0e+00 | 0e+00 | 0e+00 | 9.43e-79 | 0e+00 | 0e+00 | 0e+00 | ||
| CD366 | 4.6 | 23.15 | 1.87 | -1.62 | 4.29e-06 | 1.38e-118 | 6.12e-02 | 1.06e-01 | 3.61e-02 | 1.18e-114 | 1e+00 | 1e+00 | ||
| CD45RA | -81.69 | -33.67 | -80.72 | -2.06 | 0e+00 | 1.5e-248 | 0e+00 | 3.98e-02 | 0e+00 | 1.29e-244 | 0e+00 | 1e+00 | ||
| CD45RO | -4.04 | -17.12 | 6.23 | 8.33 | 5.32e-05 | 1.04e-65 | 4.66e-10 | 8.42e-17 | 4.43e-01 | 8.97e-62 | 3.97e-06 | 7.22e-13 | ||
| CD58 | 2.82 | 17.8 | 1.46 | 0.57 | 4.83e-03 | 6.73e-71 | 1.44e-01 | 5.66e-01 | 1e+00 | 5.78e-67 | 1e+00 | 1e+00 | ||
| CD8a | 2.09 | 19.17 | 3.11 | -6.17 | 3.7e-02 | 6.95e-82 | 1.86e-03 | 6.85e-10 | 1e+00 | 5.97e-78 | 1e+00 | 5.86e-06 | ||
| ENSG00000002586 | CD99 | 2.79 | 5.17 | -0.69 | 4.85 | 5.26e-03 | 2.34e-07 | 4.92e-01 | 1.22e-06 | 1e+00 | 1.96e-03 | 1e+00 | 1.03e-02 | |
| ENSG00000003056 | M6PR | -1.54 | -5.01 | -4.3 | -5.34 | 1.24e-01 | 5.49e-07 | 1.73e-05 | 9.43e-08 | 1e+00 | 4.6e-03 | 1.46e-01 | 8.03e-04 | |
| ENSG00000008517 | IL32 | 9.92 | 16.74 | 7.07 | 9.29 | 3.24e-23 | 7.26e-63 | 1.49e-12 | 1.49e-20 | 2.78e-19 | 6.23e-59 | 1.28e-08 | 1.28e-16 | |
| ENSG00000008988 | RPS20 | -2.84 | -9.02 | -0.73 | -4.78 | 4.45e-03 | 1.81e-19 | 4.67e-01 | 1.78e-06 | 1e+00 | 1.55e-15 | 1e+00 | 1.51e-02 | |
| ENSG00000009790 | TRAF3IP3 | -7.63 | -9.81 | -7.71 | -8.98 | 2.31e-14 | 9.9e-23 | 1.22e-14 | 2.67e-19 | 1.98e-10 | 8.46e-19 | 1.04e-10 | 2.29e-15 | |
| ENSG00000009844 | VTA1 | -5.52 | -4.86 | -2.61 | -0.38 | 3.46e-08 | 1.15e-06 | 9.01e-03 | 7.06e-01 | 2.94e-04 | 9.63e-03 | 1e+00 | 1e+00 | |
| ENSG00000011600 | TYROBP | -1.06 | 5.98 | 0.83 | -0.43 | 2.91e-01 | 2.28e-09 | 4.05e-01 | 6.64e-01 | 1e+00 | 1.93e-05 | 1e+00 | 1e+00 | |
| ENSG00000013573 | DDX11 | -5.16 | -2.51 | -3.75 | -2.23 | 2.5e-07 | 1.2e-02 | 1.77e-04 | 2.57e-02 | 2.12e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000019582 | CD74 | -2.04 | 3.47 | -5.4 | 2.16 | 4.11e-02 | 5.28e-04 | 6.76e-08 | 3.09e-02 | 1e+00 | 1e+00 | 5.75e-04 | 1e+00 | |
| ENSG00000025708 | TYMP | 1.72 | 7.52 | -0.4 | -1.45 | 8.55e-02 | 5.4e-14 | 6.89e-01 | 1.48e-01 | 1e+00 | 4.59e-10 | 1e+00 | 1e+00 | |
| ENSG00000026025 | VIM | 27.17 | 18.97 | 2.98 | 7.67 | 1.6e-162 | 2.77e-80 | 2.92e-03 | 1.74e-14 | 1.38e-158 | 2.38e-76 | 1e+00 | 1.49e-10 | |
| ENSG00000026297 | RNASET2 | 4.7 | 1.98 | -0.22 | 0.91 | 2.61e-06 | 4.82e-02 | 8.29e-01 | 3.65e-01 | 2.2e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000026508 | CD44 | 1.54 | 6.05 | 0.76 | 1.14 | 1.23e-01 | 1.43e-09 | 4.47e-01 | 2.55e-01 | 1e+00 | 1.21e-05 | 1e+00 | 1e+00 | |
| ENSG00000030582 | GRN | -0.82 | 5.17 | 1.52 | -0.09 | 4.1e-01 | 2.38e-07 | 1.29e-01 | 9.29e-01 | 1e+00 | 2e-03 | 1e+00 | 1e+00 | |
| ENSG00000034510 | TMSB10 | 12.74 | 19.37 | 11.15 | 2.29 | 3.65e-37 | 1.28e-83 | 7.08e-29 | 2.18e-02 | 3.14e-33 | 1.1e-79 | 6.07e-25 | 1e+00 | |
| ENSG00000036448 | MYOM2 | 5.07 | 5.32 | -4.14 | 0.59 | 4e-07 | 1.06e-07 | 3.4e-05 | 5.56e-01 | 3.38e-03 | 8.89e-04 | 2.86e-01 | 1e+00 | |
| ENSG00000038274 | MAT2B | -2.37 | -5.89 | -2.86 | -2.74 | 1.79e-02 | 3.85e-09 | 4.18e-03 | 6.06e-03 | 1e+00 | 3.25e-05 | 1e+00 | 1e+00 | |
| ENSG00000041357 | PSMA4 | -5.1 | -2.11 | -1.74 | -0.27 | 3.35e-07 | 3.5e-02 | 8.24e-02 | 7.83e-01 | 2.84e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000047410 | TPR | -3.67 | -5.58 | 0.05 | -4.46 | 2.44e-04 | 2.36e-08 | 9.6e-01 | 8.36e-06 | 1e+00 | 1.99e-04 | 1e+00 | 7.06e-02 | |
| ENSG00000048405 | ZNF800 | -1.07 | -4.9 | -2.66 | -3.11 | 2.85e-01 | 9.61e-07 | 7.84e-03 | 1.9e-03 | 1e+00 | 8.03e-03 | 1e+00 | 1e+00 | |
| ENSG00000051108 | HERPUD1 | 8.56 | 9.62 | 4.81 | 5.41 | 1.13e-17 | 6.74e-22 | 1.52e-06 | 6.2e-08 | 9.66e-14 | 5.75e-18 | 1.29e-02 | 5.28e-04 | |
| ENSG00000056558 | TRAF1 | 0.81 | -4.68 | -1.11 | -1.2 | 4.16e-01 | 2.9e-06 | 2.68e-01 | 2.3e-01 | 1e+00 | 2.41e-02 | 1e+00 | 1e+00 | |
| ENSG00000057657 | PRDM1 | 5.71 | 7.1 | 2.31 | 2.1 | 1.1e-08 | 1.28e-12 | 2.1e-02 | 3.59e-02 | 9.38e-05 | 1.08e-08 | 1e+00 | 1e+00 | |
| ENSG00000059377 | TBXAS1 | 0.17 | 4.99 | 1.04 | 1 | 8.64e-01 | 6.08e-07 | 2.98e-01 | 3.17e-01 | 1e+00 | 5.09e-03 | 1e+00 | 1e+00 | |
| ENSG00000059804 | SLC2A3 | 0.65 | 4.14 | -4.76 | -5.69 | 5.16e-01 | 3.45e-05 | 1.91e-06 | 1.26e-08 | 1e+00 | 2.84e-01 | 1.62e-02 | 1.08e-04 | |
| ENSG00000064666 | CNN2 | 1.86 | 5.05 | 1.54 | 0.04 | 6.35e-02 | 4.44e-07 | 1.24e-01 | 9.7e-01 | 1e+00 | 3.72e-03 | 1e+00 | 1e+00 | |
| ENSG00000064933 | PMS1 | -2.41 | -4.89 | -4.17 | -4.5 | 1.61e-02 | 1e-06 | 3.09e-05 | 6.65e-06 | 1e+00 | 8.38e-03 | 2.61e-01 | 5.62e-02 | |
| ENSG00000065978 | YBX1 | 6.82 | -1.3 | 4.49 | 3.43 | 9.01e-12 | 1.93e-01 | 7.11e-06 | 6.05e-04 | 7.69e-08 | 1e+00 | 6.01e-02 | 1e+00 | |
| ENSG00000066379 | ZNRD1 | -3.41 | -4.54 | -4.96 | -1.28 | 6.6e-04 | 5.66e-06 | 7.16e-07 | 1.99e-01 | 1e+00 | 4.7e-02 | 6.07e-03 | 1e+00 | |
| ENSG00000067082 | KLF6 | -4.9 | -6.03 | -2.09 | 2.42 | 9.5e-07 | 1.6e-09 | 3.62e-02 | 1.56e-02 | 8.02e-03 | 1.36e-05 | 1e+00 | 1e+00 | |
| ENSG00000069399 | BCL3 | 5.24 | 7.84 | 0.37 | 1.31 | 1.59e-07 | 4.54e-15 | 7.1e-01 | 1.91e-01 | 1.35e-03 | 3.86e-11 | 1e+00 | 1e+00 | |
| ENSG00000069424 | KCNAB2 | -4.97 | -1.93 | -3.96 | -0.53 | 6.76e-07 | 5.4e-02 | 7.37e-05 | 5.96e-01 | 5.71e-03 | 1e+00 | 6.18e-01 | 1e+00 | |
| ENSG00000069493 | CLEC2D | -6.42 | -4.82 | -5.8 | -3.86 | 1.36e-10 | 1.46e-06 | 6.75e-09 | 1.11e-04 | 1.16e-06 | 1.22e-02 | 5.75e-05 | 9.31e-01 | |
| ENSG00000071073 | MGAT4A | 4.47 | 6.29 | 4 | 5.42 | 7.78e-06 | 3.24e-10 | 6.31e-05 | 6.06e-08 | 6.54e-02 | 2.74e-06 | 5.29e-01 | 5.17e-04 | |
| ENSG00000073578 | SDHA | -2.63 | -4.76 | -0.89 | -1.53 | 8.64e-03 | 1.9e-06 | 3.75e-01 | 1.27e-01 | 1e+00 | 1.59e-02 | 1e+00 | 1e+00 | |
| ENSG00000075624 | ACTB | -2.22 | -9.06 | -8.5 | -4.83 | 2.67e-02 | 1.35e-19 | 1.84e-17 | 1.34e-06 | 1e+00 | 1.15e-15 | 1.58e-13 | 1.13e-02 | |
| ENSG00000077420 | APBB1IP | -4.2 | -5.21 | -5.8 | -3.78 | 2.68e-05 | 1.84e-07 | 6.71e-09 | 1.59e-04 | 2.24e-01 | 1.55e-03 | 5.72e-05 | 1e+00 | |
| ENSG00000078304 | PPP2R5C | -1.15 | -2.38 | -5.04 | -2.67 | 2.49e-01 | 1.72e-02 | 4.65e-07 | 7.62e-03 | 1e+00 | 1e+00 | 3.95e-03 | 1e+00 | |
| ENSG00000080824 | HSP90AA1 | -1.74 | -5.42 | -4.98 | 0.9 | 8.25e-02 | 6.05e-08 | 6.27e-07 | 3.67e-01 | 1e+00 | 5.09e-04 | 5.32e-03 | 1e+00 | |
| ENSG00000081059 | TCF7 | -4.44 | -9.21 | 0.71 | -0.37 | 9.06e-06 | 3.21e-20 | 4.75e-01 | 7.14e-01 | 7.6e-02 | 2.74e-16 | 1e+00 | 1e+00 | |
| ENSG00000081237 | PTPRC | -3.76 | -3.03 | -3.25 | -5.57 | 1.71e-04 | 2.45e-03 | 1.15e-03 | 2.56e-08 | 1e+00 | 1e+00 | 1e+00 | 2.19e-04 | |
| ENSG00000083223 | TUT7 | -4.72 | -1.73 | -1.01 | -0.2 | 2.36e-06 | 8.43e-02 | 3.11e-01 | 8.4e-01 | 1.99e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000087074 | PPP1R15A | -4.94 | 5.77 | 0.18 | -0.44 | 7.67e-07 | 7.7e-09 | 8.56e-01 | 6.58e-01 | 6.47e-03 | 6.49e-05 | 1e+00 | 1e+00 | |
| ENSG00000087086 | FTL | 8.92 | 18.24 | 12.08 | 6.07 | 4.87e-19 | 2.46e-74 | 1.34e-33 | 1.25e-09 | 4.17e-15 | 2.12e-70 | 1.15e-29 | 1.07e-05 | |
| ENSG00000088986 | DYNLL1 | -5.11 | -5.89 | -2.74 | -3.62 | 3.19e-07 | 3.85e-09 | 6.06e-03 | 2.97e-04 | 2.7e-03 | 3.25e-05 | 1e+00 | 1e+00 | |
| ENSG00000089692 | LAG3 | 2.17 | 7.43 | -0.39 | 0 | 3.02e-02 | 1.07e-13 | 6.95e-01 | 1e+00 | 1e+00 | 9.1e-10 | 1e+00 | 1e+00 | |
| ENSG00000090104 | RGS1 | -5.02 | 4.69 | -2.47 | -4.99 | 5.07e-07 | 2.72e-06 | 1.35e-02 | 6.18e-07 | 4.29e-03 | 2.26e-02 | 1e+00 | 5.25e-03 | |
| ENSG00000091317 | CMTM6 | 9.72 | 2.41 | -1.59 | -0.54 | 2.42e-22 | 1.59e-02 | 1.11e-01 | 5.9e-01 | 2.08e-18 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000092820 | EZR | 2.1 | 3.98 | 1.21 | 4.83 | 3.58e-02 | 6.98e-05 | 2.26e-01 | 1.34e-06 | 1e+00 | 5.71e-01 | 1e+00 | 1.13e-02 | |
| ENSG00000099985 | OSM | 6.97 | 1.34 | 2.6 | 1.26 | 3.2e-12 | 1.81e-01 | 9.26e-03 | 2.09e-01 | 2.73e-08 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000100097 | LGALS1 | 12.57 | 5.86 | 2.04 | 2.08 | 2.99e-36 | 4.67e-09 | 4.1e-02 | 3.76e-02 | 2.56e-32 | 3.94e-05 | 1e+00 | 1e+00 | |
| ENSG00000100100 | PIK3IP1 | -0.59 | -0.54 | 2.2 | 4.84 | 5.52e-01 | 5.91e-01 | 2.79e-02 | 1.32e-06 | 1e+00 | 1e+00 | 1e+00 | 1.12e-02 | |
| ENSG00000100129 | EIF3L | 1.58 | -6.27 | 2.53 | -1.37 | 1.15e-01 | 3.66e-10 | 1.13e-02 | 1.69e-01 | 1e+00 | 3.09e-06 | 1e+00 | 1e+00 | |
| ENSG00000100201 | DDX17 | -3.06 | -4.84 | -2.27 | -3.55 | 2.19e-03 | 1.27e-06 | 2.32e-02 | 3.91e-04 | 1e+00 | 1.06e-02 | 1e+00 | 1e+00 | |
| ENSG00000100219 | XBP1 | 4.64 | 3.87 | 12.26 | 5.51 | 3.5e-06 | 1.09e-04 | 1.43e-34 | 3.57e-08 | 2.95e-02 | 8.86e-01 | 1.23e-30 | 3.05e-04 | |
| ENSG00000100288 | CHKB | 0.07 | 3.58 | 4.62 | 1.28 | 9.41e-01 | 3.41e-04 | 3.88e-06 | 2e-01 | 1e+00 | 1e+00 | 3.28e-02 | 1e+00 | |
| ENSG00000100300 | TSPO | 7.68 | 5.86 | 3.29 | 2.05 | 1.57e-14 | 4.62e-09 | 1e-03 | 4.07e-02 | 1.34e-10 | 3.9e-05 | 1e+00 | 1e+00 | |
| ENSG00000100906 | NFKBIA | 21.3 | 6.07 | 8.9 | 16.98 | 1.21e-100 | 1.24e-09 | 5.81e-19 | 1.1e-64 | 1.04e-96 | 1.05e-05 | 4.97e-15 | 9.45e-61 | |
| ENSG00000101439 | CST3 | 1.58 | 5.07 | 3.24 | -2.48 | 1.13e-01 | 4.08e-07 | 1.21e-03 | 1.31e-02 | 1e+00 | 3.42e-03 | 1e+00 | 1e+00 | |
| ENSG00000101695 | RNF125 | 2.87 | 2.51 | 1.71 | 6.83 | 4.12e-03 | 1.21e-02 | 8.66e-02 | 8.38e-12 | 1e+00 | 1e+00 | 1e+00 | 7.17e-08 | |
| ENSG00000102007 | PLP2 | 7.21 | 6.83 | 0.93 | 3.74 | 5.66e-13 | 8.43e-12 | 3.51e-01 | 1.81e-04 | 4.83e-09 | 7.15e-08 | 1e+00 | 1e+00 | |
| ENSG00000102226 | USP11 | -4.57 | -1.63 | -1.69 | -1.73 | 4.94e-06 | 1.04e-01 | 9.07e-02 | 8.36e-02 | 4.15e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000102245 | CD40LG | -4.87 | -1.66 | -4.35 | -2.37 | 1.13e-06 | 9.78e-02 | 1.33e-05 | 1.76e-02 | 9.52e-03 | 1e+00 | 1.12e-01 | 1e+00 | |
| ENSG00000102760 | RGCC | -3.84 | 0 | -5.38 | -2.57 | 1.25e-04 | 9.99e-01 | 7.63e-08 | 1.01e-02 | 1e+00 | 1e+00 | 6.49e-04 | 1e+00 | |
| ENSG00000102879 | CORO1A | -4.95 | -6.68 | -2.16 | -3.63 | 7.39e-07 | 2.42e-11 | 3.08e-02 | 2.79e-04 | 6.24e-03 | 2.06e-07 | 1e+00 | 1e+00 | |
| ENSG00000103064 | SLC7A6 | -4.65 | -5.28 | -2.11 | -4.86 | 3.39e-06 | 1.32e-07 | 3.48e-02 | 1.16e-06 | 2.85e-02 | 1.1e-03 | 1e+00 | 9.8e-03 | |
| ENSG00000103121 | CMC2 | -1.13 | -3.31 | -2.56 | -5.28 | 2.57e-01 | 9.42e-04 | 1.04e-02 | 1.3e-07 | 1e+00 | 1e+00 | 1e+00 | 1.1e-03 | |
| ENSG00000103202 | NME4 | 1.14 | 1.71 | 2.41 | 5.03 | 2.52e-01 | 8.71e-02 | 1.61e-02 | 4.81e-07 | 1e+00 | 1e+00 | 1e+00 | 4.08e-03 | |
| ENSG00000103479 | RBL2 | 0.28 | -4.94 | -0.01 | 0.1 | 7.8e-01 | 7.91e-07 | 9.91e-01 | 9.19e-01 | 1e+00 | 6.61e-03 | 1e+00 | 1e+00 | |
| ENSG00000103811 | CTSH | 7.21 | 4.14 | 1.43 | -0.11 | 5.62e-13 | 3.47e-05 | 1.53e-01 | 9.16e-01 | 4.8e-09 | 2.85e-01 | 1e+00 | 1e+00 | |
| ENSG00000104964 | AES | 3.22 | 5.06 | 0.13 | -1.34 | 1.28e-03 | 4.24e-07 | 8.97e-01 | 1.81e-01 | 1e+00 | 3.55e-03 | 1e+00 | 1e+00 | |
| ENSG00000105352 | CEACAM4 | -0.4 | 0.61 | 1.64 | 7.02 | 6.9e-01 | 5.43e-01 | 1e-01 | 2.29e-12 | 1e+00 | 1e+00 | 1e+00 | 1.96e-08 | |
| ENSG00000105655 | ISYNA1 | -1.53 | -4.65 | -1.3 | -1.23 | 1.25e-01 | 3.33e-06 | 1.92e-01 | 2.2e-01 | 1e+00 | 2.77e-02 | 1e+00 | 1e+00 | |
| ENSG00000105835 | NAMPT | -1.52 | 4.89 | -0.1 | -0.69 | 1.29e-01 | 1.03e-06 | 9.17e-01 | 4.9e-01 | 1e+00 | 8.63e-03 | 1e+00 | 1e+00 | |
| ENSG00000106460 | TMEM106B | -2.22 | -5.99 | -1.34 | -3.1 | 2.64e-02 | 2.13e-09 | 1.8e-01 | 1.94e-03 | 1e+00 | 1.8e-05 | 1e+00 | 1e+00 | |
| ENSG00000106560 | GIMAP2 | -5.88 | -7.12 | -5.38 | -7.02 | 3.99e-09 | 1.06e-12 | 7.27e-08 | 2.23e-12 | 3.39e-05 | 8.99e-09 | 6.18e-04 | 1.91e-08 | |
| ENSG00000106605 | BLVRA | 0.64 | 5.3 | -0.6 | 3.3 | 5.25e-01 | 1.15e-07 | 5.47e-01 | 9.77e-04 | 1e+00 | 9.7e-04 | 1e+00 | 1e+00 | |
| ENSG00000107281 | NPDC1 | 4.61 | -4 | 2.6 | 0.67 | 3.97e-06 | 6.44e-05 | 9.32e-03 | 5.05e-01 | 3.34e-02 | 5.27e-01 | 1e+00 | 1e+00 | |
| ENSG00000107738 | VSIR | 2.55 | 4.86 | 2.52 | 4 | 1.07e-02 | 1.16e-06 | 1.18e-02 | 6.21e-05 | 1e+00 | 9.65e-03 | 1e+00 | 5.21e-01 | |
| ENSG00000107968 | MAP3K8 | -1.5 | 3.86 | -0.84 | 5.23 | 1.34e-01 | 1.13e-04 | 4e-01 | 1.66e-07 | 1e+00 | 9.21e-01 | 1e+00 | 1.41e-03 | |
| ENSG00000108518 | PFN1 | 4.62 | -0.29 | -1.68 | -0.57 | 3.81e-06 | 7.69e-01 | 9.26e-02 | 5.69e-01 | 3.2e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000108590 | MED31 | -3.51 | -4.59 | -1.45 | -3.17 | 4.45e-04 | 4.54e-06 | 1.47e-01 | 1.54e-03 | 1e+00 | 3.77e-02 | 1e+00 | 1e+00 | |
| ENSG00000108622 | ICAM2 | -6.41 | -10.36 | -4.63 | -5.33 | 1.5e-10 | 3.85e-25 | 3.6e-06 | 1.01e-07 | 1.28e-06 | 3.29e-21 | 3.04e-02 | 8.57e-04 | |
| ENSG00000109775 | UFSP2 | -1.66 | -2.33 | -4.71 | -1.55 | 9.78e-02 | 1.98e-02 | 2.52e-06 | 1.21e-01 | 1e+00 | 1e+00 | 2.13e-02 | 1e+00 | |
| ENSG00000109971 | HSPA8 | 3.36 | -7.32 | -2.75 | -8.3 | 7.85e-04 | 2.46e-13 | 5.94e-03 | 1.01e-16 | 1e+00 | 2.09e-09 | 1e+00 | 8.66e-13 | |
| ENSG00000110172 | CHORDC1 | -0.43 | -4.74 | -0.49 | -0.76 | 6.66e-01 | 2.13e-06 | 6.27e-01 | 4.5e-01 | 1e+00 | 1.78e-02 | 1e+00 | 1e+00 | |
| ENSG00000110848 | CD69 | -5.37 | -3.01 | -3.56 | -5.04 | 7.81e-08 | 2.65e-03 | 3.68e-04 | 4.65e-07 | 6.63e-04 | 1e+00 | 1e+00 | 3.95e-03 | |
| ENSG00000111348 | ARHGDIB | -0.86 | -1.44 | -1.87 | -4.67 | 3.88e-01 | 1.51e-01 | 6.15e-02 | 2.94e-06 | 1e+00 | 1e+00 | 1e+00 | 2.49e-02 | |
| ENSG00000111640 | GAPDH | 4.68 | -8.26 | -4.84 | -2.48 | 2.89e-06 | 1.44e-16 | 1.31e-06 | 1.33e-02 | 2.44e-02 | 1.22e-12 | 1.11e-02 | 1e+00 | |
| ENSG00000111679 | PTPN6 | -5.01 | -2.81 | -4.68 | -4.55 | 5.48e-07 | 4.97e-03 | 2.92e-06 | 5.45e-06 | 4.63e-03 | 1e+00 | 2.47e-02 | 4.61e-02 | |
| ENSG00000111796 | KLRB1 | 7.04 | 9.21 | 0.71 | 6.62 | 1.89e-12 | 3.27e-20 | 4.76e-01 | 3.48e-11 | 1.61e-08 | 2.79e-16 | 1e+00 | 2.98e-07 | |
| ENSG00000112110 | MRPL18 | -5.26 | -3.52 | -3.51 | -4.84 | 1.46e-07 | 4.25e-04 | 4.5e-04 | 1.31e-06 | 1.24e-03 | 1e+00 | 1e+00 | 1.11e-02 | |
| ENSG00000112486 | CCR6 | 4.75 | 0.07 | -0.16 | 0.96 | 2.02e-06 | 9.42e-01 | 8.71e-01 | 3.36e-01 | 1.71e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000112773 | TENT5A | 0.55 | 0.08 | 0.68 | -4.73 | 5.84e-01 | 9.4e-01 | 4.98e-01 | 2.2e-06 | 1e+00 | 1e+00 | 1e+00 | 1.86e-02 | |
| ENSG00000113088 | GZMK | -14.32 | -10.65 | -7.77 | -3.57 | 1.72e-46 | 1.7e-26 | 7.69e-15 | 3.64e-04 | 1.48e-42 | 1.45e-22 | 6.58e-11 | 1e+00 | |
| ENSG00000113593 | PPWD1 | -4.98 | -3.5 | -2.26 | -2.52 | 6.2e-07 | 4.59e-04 | 2.41e-02 | 1.19e-02 | 5.24e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000113732 | ATP6V0E1 | -1.73 | -1.39 | -3.12 | -5.18 | 8.32e-02 | 1.64e-01 | 1.79e-03 | 2.21e-07 | 1e+00 | 1e+00 | 1e+00 | 1.88e-03 | |
| ENSG00000113749 | HRH2 | -0.23 | -4.69 | -0.28 | -2.58 | 8.22e-01 | 2.76e-06 | 7.76e-01 | 9.83e-03 | 1e+00 | 2.3e-02 | 1e+00 | 1e+00 | |
| ENSG00000114737 | CISH | -0.16 | 0.29 | 6.16 | 0.78 | 8.77e-01 | 7.7e-01 | 7.15e-10 | 4.34e-01 | 1e+00 | 1e+00 | 6.1e-06 | 1e+00 | |
| ENSG00000115306 | SPTBN1 | -4.18 | -6.13 | 1.14 | -0.25 | 2.86e-05 | 8.74e-10 | 2.55e-01 | 8e-01 | 2.39e-01 | 7.39e-06 | 1e+00 | 1e+00 | |
| ENSG00000115687 | PASK | 5.94 | 3.55 | 11.32 | 3.71 | 2.84e-09 | 3.88e-04 | 9.91e-30 | 2.09e-04 | 2.42e-05 | 1e+00 | 8.49e-26 | 1e+00 | |
| ENSG00000115758 | ODC1 | 4.28 | 6.81 | 5.79 | 5.61 | 1.86e-05 | 9.97e-12 | 7.2e-09 | 1.97e-08 | 1.56e-01 | 8.46e-08 | 6.13e-05 | 1.69e-04 | |
| ENSG00000116350 | SRSF4 | -2.54 | -4.99 | -1.03 | -1.24 | 1.11e-02 | 6.15e-07 | 3.01e-01 | 2.14e-01 | 1e+00 | 5.15e-03 | 1e+00 | 1e+00 | |
| ENSG00000116717 | GADD45A | 1.01 | 4.94 | 0.72 | 1.57 | 3.12e-01 | 7.9e-07 | 4.74e-01 | 1.16e-01 | 1e+00 | 6.61e-03 | 1e+00 | 1e+00 | |
| ENSG00000116741 | RGS2 | 0.33 | 5.28 | -1.95 | 2.12 | 7.38e-01 | 1.27e-07 | 5.12e-02 | 3.39e-02 | 1e+00 | 1.07e-03 | 1e+00 | 1e+00 | |
| ENSG00000116754 | SRSF11 | -2.63 | -6.27 | -0.87 | -2.76 | 8.5e-03 | 3.63e-10 | 3.83e-01 | 5.76e-03 | 1e+00 | 3.07e-06 | 1e+00 | 1e+00 | |
| ENSG00000116824 | CD2 | -4.64 | -5.78 | -3.12 | -5.01 | 3.53e-06 | 7.6e-09 | 1.8e-03 | 5.5e-07 | 2.97e-02 | 6.41e-05 | 1e+00 | 4.67e-03 | |
| ENSG00000117091 | CD48 | -1.7 | -5.55 | -1.43 | -5.72 | 8.91e-02 | 2.86e-08 | 1.52e-01 | 1.06e-08 | 1e+00 | 2.41e-04 | 1e+00 | 9.06e-05 | |
| ENSG00000117318 | ID3 | -8.17 | -2.4 | 1.03 | -0.16 | 3.03e-16 | 1.64e-02 | 3.03e-01 | 8.7e-01 | 2.59e-12 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000117448 | AKR1A1 | -0.97 | -3.33 | -2.19 | -4.82 | 3.32e-01 | 8.67e-04 | 2.88e-02 | 1.41e-06 | 1e+00 | 1e+00 | 1e+00 | 1.19e-02 | |
| ENSG00000117616 | RSRP1 | -3.98 | -4.85 | -3.91 | -4.98 | 6.93e-05 | 1.24e-06 | 9.2e-05 | 6.38e-07 | 5.77e-01 | 1.03e-02 | 7.72e-01 | 5.42e-03 | |
| ENSG00000118503 | TNFAIP3 | 5.93 | 9.62 | 5.79 | 10.29 | 3.11e-09 | 6.9e-22 | 6.95e-09 | 7.99e-25 | 2.64e-05 | 5.89e-18 | 5.92e-05 | 6.86e-21 | |
| ENSG00000119138 | KLF9 | 2.22 | 3.52 | 4.07 | 4.96 | 2.65e-02 | 4.29e-04 | 4.78e-05 | 7.16e-07 | 1e+00 | 1e+00 | 4.02e-01 | 6.08e-03 | |
| ENSG00000119185 | ITGB1BP1 | -2 | -5.21 | -0.14 | -1.57 | 4.56e-02 | 1.92e-07 | 8.88e-01 | 1.16e-01 | 1e+00 | 1.61e-03 | 1e+00 | 1e+00 | |
| ENSG00000119431 | HDHD3 | -3.96 | -6.53 | -5.21 | -5.88 | 7.4e-05 | 6.44e-11 | 1.89e-07 | 3.99e-09 | 6.16e-01 | 5.45e-07 | 1.61e-03 | 3.41e-05 | |
| ENSG00000119718 | EIF2B2 | -5.24 | -2.16 | -1.52 | -0.95 | 1.59e-07 | 3.1e-02 | 1.29e-01 | 3.42e-01 | 1.35e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000120129 | DUSP1 | 3.12 | 0.37 | 7.09 | 8.6 | 1.81e-03 | 7.09e-01 | 1.38e-12 | 7.82e-18 | 1e+00 | 1e+00 | 1.18e-08 | 6.71e-14 | |
| ENSG00000120833 | SOCS2 | 7.98 | 0.27 | 6.8 | -0.54 | 1.44e-15 | 7.87e-01 | 1.08e-11 | 5.89e-01 | 1.23e-11 | 1e+00 | 9.25e-08 | 1e+00 | |
| ENSG00000120875 | DUSP4 | 1.63 | 10.5 | -0.45 | 4.33 | 1.04e-01 | 8.57e-26 | 6.54e-01 | 1.49e-05 | 1e+00 | 7.33e-22 | 1e+00 | 1.25e-01 | |
| ENSG00000120913 | PDLIM2 | -5.22 | -3.5 | -1.3 | -1.44 | 1.84e-07 | 4.57e-04 | 1.94e-01 | 1.5e-01 | 1.56e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000121858 | TNFSF10 | -4.55 | 1.01 | -2.31 | -2.46 | 5.4e-06 | 3.11e-01 | 2.08e-02 | 1.41e-02 | 4.54e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000121966 | CXCR4 | -3.43 | 8.23 | 3.08 | 1.9 | 6.13e-04 | 1.81e-16 | 2.07e-03 | 5.78e-02 | 1e+00 | 1.54e-12 | 1e+00 | 1e+00 | |
| ENSG00000122224 | LY9 | -4.22 | -6.57 | -3.72 | -4.82 | 2.42e-05 | 4.93e-11 | 1.96e-04 | 1.43e-06 | 2.02e-01 | 4.18e-07 | 1e+00 | 1.21e-02 | |
| ENSG00000122862 | SRGN | 0.85 | 5.31 | -3.2 | -1.27 | 3.96e-01 | 1.08e-07 | 1.38e-03 | 2.03e-01 | 1e+00 | 9.04e-04 | 1e+00 | 1e+00 | |
| ENSG00000123179 | EBPL | -2.9 | -2.61 | -2.45 | -4.76 | 3.7e-03 | 9.05e-03 | 1.42e-02 | 1.92e-06 | 1e+00 | 1e+00 | 1e+00 | 1.62e-02 | |
| ENSG00000123219 | CENPK | 6.04 | 5.19 | 9.52 | 10.6 | 1.5e-09 | 2.11e-07 | 1.8e-21 | 2.83e-26 | 1.27e-05 | 1.77e-03 | 1.54e-17 | 2.43e-22 | |
| ENSG00000123416 | TUBA1B | -1.66 | -6.27 | -1.58 | 1.8 | 9.76e-02 | 3.58e-10 | 1.14e-01 | 7.13e-02 | 1e+00 | 3.03e-06 | 1e+00 | 1e+00 | |
| ENSG00000124256 | ZBP1 | -0.84 | 4.83 | -0.32 | 0.53 | 4.02e-01 | 1.36e-06 | 7.52e-01 | 5.94e-01 | 1e+00 | 1.13e-02 | 1e+00 | 1e+00 | |
| ENSG00000124575 | HIST1H1D | 5.99 | 4.43 | 6.75 | 3.54 | 2.11e-09 | 9.39e-06 | 1.47e-11 | 4.04e-04 | 1.8e-05 | 7.78e-02 | 1.26e-07 | 1e+00 | |
| ENSG00000124588 | NQO2 | -1.88 | -6.41 | -2.82 | -2.87 | 5.95e-02 | 1.43e-10 | 4.85e-03 | 4.04e-03 | 1e+00 | 1.21e-06 | 1e+00 | 1e+00 | |
| ENSG00000124942 | AHNAK | 7.56 | 7.97 | 1.04 | 5.09 | 3.97e-14 | 1.62e-15 | 2.98e-01 | 3.53e-07 | 3.39e-10 | 1.38e-11 | 1e+00 | 3e-03 | |
| ENSG00000125148 | MT2A | 1.74 | 5.65 | 1.74 | 0.86 | 8.14e-02 | 1.61e-08 | 8.14e-02 | 3.9e-01 | 1e+00 | 1.36e-04 | 1e+00 | 1e+00 | |
| ENSG00000125347 | IRF1 | -5.03 | -6.46 | -0.21 | 1.78 | 4.82e-07 | 1.05e-10 | 8.3e-01 | 7.54e-02 | 4.07e-03 | 8.89e-07 | 1e+00 | 1e+00 | |
| ENSG00000125384 | PTGER2 | -0.01 | 0.56 | 5.88 | 0.21 | 9.89e-01 | 5.72e-01 | 4.02e-09 | 8.37e-01 | 1e+00 | 1e+00 | 3.42e-05 | 1e+00 | |
| ENSG00000125691 | RPL23 | -1.9 | -5.02 | 0.71 | -2.92 | 5.79e-02 | 5.18e-07 | 4.75e-01 | 3.53e-03 | 1e+00 | 4.34e-03 | 1e+00 | 1e+00 | |
| ENSG00000125726 | CD70 | -1.3 | 5.41 | NaN | 1.48 | 1.93e-01 | 6.18e-08 | Inf | 1.38e-01 | 1e+00 | 5.2e-04 | Inf | 1e+00 | |
| ENSG00000125910 | S1PR4 | -4.06 | -4.76 | -2.22 | -0.33 | 4.84e-05 | 1.9e-06 | 2.67e-02 | 7.44e-01 | 4.04e-01 | 1.59e-02 | 1e+00 | 1e+00 | |
| ENSG00000125952 | MAX | -2.34 | -4.56 | -0.36 | -2 | 1.95e-02 | 5.2e-06 | 7.17e-01 | 4.52e-02 | 1e+00 | 4.32e-02 | 1e+00 | 1e+00 | |
| ENSG00000126264 | HCST | -8.15 | -2.94 | -5.71 | -8.29 | 3.63e-16 | 3.29e-03 | 1.11e-08 | 1.16e-16 | 3.11e-12 | 1e+00 | 9.43e-05 | 9.91e-13 | |
| ENSG00000126353 | CCR7 | -4.36 | -9.71 | -2.54 | -1.75 | 1.31e-05 | 2.8e-22 | 1.1e-02 | 7.95e-02 | 1.1e-01 | 2.4e-18 | 1e+00 | 1e+00 | |
| ENSG00000126524 | SBDS | 4.77 | 4.52 | 2.27 | 5.5 | 1.88e-06 | 6.14e-06 | 2.35e-02 | 3.78e-08 | 1.59e-02 | 5.09e-02 | 1e+00 | 3.22e-04 | |
| ENSG00000126709 | IFI6 | -1.07 | 5.7 | -1.48 | 1.88 | 2.86e-01 | 1.18e-08 | 1.4e-01 | 6.01e-02 | 1e+00 | 9.96e-05 | 1e+00 | 1e+00 | |
| ENSG00000127124 | HIVEP3 | -5.14 | -3.88 | -2.67 | -3.64 | 2.81e-07 | 1.06e-04 | 7.65e-03 | 2.76e-04 | 2.37e-03 | 8.63e-01 | 1e+00 | 1e+00 | |
| ENSG00000127528 | KLF2 | -1.97 | -3.93 | -3.07 | -5.59 | 4.84e-02 | 8.35e-05 | 2.15e-03 | 2.27e-08 | 1e+00 | 6.82e-01 | 1e+00 | 1.94e-04 | |
| ENSG00000128016 | ZFP36 | 6.8 | -0.86 | -5.04 | -3.24 | 1.05e-11 | 3.91e-01 | 4.58e-07 | 1.18e-03 | 8.99e-08 | 1e+00 | 3.89e-03 | 1e+00 | |
| ENSG00000128536 | CDHR3 | 2 | 4.85 | -0.53 | 1.91 | 4.5e-02 | 1.24e-06 | 5.96e-01 | 5.56e-02 | 1e+00 | 1.03e-02 | 1e+00 | 1e+00 | |
| ENSG00000128731 | HERC2 | -1.36 | -2.14 | -2.78 | -4.57 | 1.74e-01 | 3.22e-02 | 5.39e-03 | 4.78e-06 | 1e+00 | 1e+00 | 1e+00 | 4.04e-02 | |
| ENSG00000129824 | RPS4Y1 | -0.65 | -8.69 | -1.2 | 0.32 | 5.18e-01 | 3.65e-18 | 2.3e-01 | 7.51e-01 | 1e+00 | 3.11e-14 | 1e+00 | 1e+00 | |
| ENSG00000130066 | SAT1 | -2.57 | -6.84 | -1 | -3.2 | 1.03e-02 | 8.01e-12 | 3.15e-01 | 1.39e-03 | 1e+00 | 6.8e-08 | 1e+00 | 1e+00 | |
| ENSG00000130312 | MRPL34 | -4.07 | -4.31 | -4.05 | -4.77 | 4.65e-05 | 1.63e-05 | 5.09e-05 | 1.81e-06 | 3.88e-01 | 1.35e-01 | 4.28e-01 | 1.53e-02 | |
| ENSG00000130592 | LSP1 | 0.97 | 8.11 | 1.91 | -0.03 | 3.33e-01 | 4.95e-16 | 5.67e-02 | 9.75e-01 | 1e+00 | 4.22e-12 | 1e+00 | 1e+00 | |
| ENSG00000131981 | LGALS3 | 1.16 | 11.38 | 0.18 | 3.33 | 2.47e-01 | 5.33e-30 | 8.6e-01 | 8.62e-04 | 1e+00 | 4.56e-26 | 1e+00 | 1e+00 | |
| ENSG00000132199 | ENOSF1 | -2.81 | -2.08 | -0.41 | -4.89 | 4.96e-03 | 3.77e-02 | 6.84e-01 | 9.85e-07 | 1e+00 | 1e+00 | 1e+00 | 8.36e-03 | |
| ENSG00000132406 | TMEM128 | -5.07 | -4.8 | -4.06 | -3.73 | 3.89e-07 | 1.58e-06 | 4.85e-05 | 1.9e-04 | 3.29e-03 | 1.31e-02 | 4.08e-01 | 1e+00 | |
| ENSG00000132965 | ALOX5AP | -0.35 | -1.43 | -4.96 | -4.43 | 7.26e-01 | 1.52e-01 | 7.04e-07 | 9.34e-06 | 1e+00 | 1e+00 | 5.97e-03 | 7.88e-02 | |
| ENSG00000133321 | RARRES3 | -7.95 | -9.55 | -1.92 | -3.96 | 1.8e-15 | 1.33e-21 | 5.46e-02 | 7.55e-05 | 1.54e-11 | 1.13e-17 | 1e+00 | 6.32e-01 | |
| ENSG00000133561 | GIMAP6 | -7.96 | -5.95 | -2.43 | -1.54 | 1.71e-15 | 2.63e-09 | 1.52e-02 | 1.24e-01 | 1.46e-11 | 2.22e-05 | 1e+00 | 1e+00 | |
| ENSG00000133574 | GIMAP4 | -9.29 | -16.84 | -5.52 | -8.73 | 1.56e-20 | 1.32e-63 | 3.37e-08 | 2.63e-18 | 1.34e-16 | 1.13e-59 | 2.87e-04 | 2.25e-14 | |
| ENSG00000134882 | UBAC2 | -0.4 | -4.53 | 0.96 | -0.87 | 6.86e-01 | 5.9e-06 | 3.38e-01 | 3.83e-01 | 1e+00 | 4.9e-02 | 1e+00 | 1e+00 | |
| ENSG00000134905 | CARS2 | -1.87 | -4.61 | -1.76 | -0.68 | 6.2e-02 | 3.98e-06 | 7.89e-02 | 4.97e-01 | 1e+00 | 3.31e-02 | 1e+00 | 1e+00 | |
| ENSG00000135046 | ANXA1 | -7.58 | -5.94 | -9.33 | 0.53 | 3.56e-14 | 2.87e-09 | 1.05e-20 | 5.97e-01 | 3.04e-10 | 2.42e-05 | 8.95e-17 | 1e+00 | |
| ENSG00000135048 | CEMIP2 | 6.16 | 4.39 | 4.04 | 2.6 | 7.38e-10 | 1.15e-05 | 5.31e-05 | 9.45e-03 | 6.28e-06 | 9.55e-02 | 4.46e-01 | 1e+00 | |
| ENSG00000135318 | NT5E | 4.68 | 5.93 | 2.74 | 2.17 | 2.93e-06 | 2.96e-09 | 6.08e-03 | 3.02e-02 | 2.46e-02 | 2.5e-05 | 1e+00 | 1e+00 | |
| ENSG00000135916 | ITM2C | -2.72 | 12.83 | -2.84 | 2.68 | 6.54e-03 | 1.06e-37 | 4.58e-03 | 7.34e-03 | 1e+00 | 9.06e-34 | 1e+00 | 1e+00 | |
| ENSG00000136152 | COG3 | 2.22 | 4.93 | 2.22 | 2.5 | 2.63e-02 | 8.14e-07 | 2.67e-02 | 1.25e-02 | 1e+00 | 6.81e-03 | 1e+00 | 1e+00 | |
| ENSG00000136213 | CHST12 | -5.62 | -1.96 | -3.88 | -2 | 1.87e-08 | 4.98e-02 | 1.04e-04 | 4.55e-02 | 1.59e-04 | 1e+00 | 8.73e-01 | 1e+00 | |
| ENSG00000136490 | LIMD2 | -7.74 | -8.97 | -4.76 | -6.6 | 1.02e-14 | 3.06e-19 | 1.97e-06 | 4.01e-11 | 8.72e-11 | 2.61e-15 | 1.67e-02 | 3.43e-07 | |
| ENSG00000136738 | STAM | 1.42 | 5.52 | 1.75 | 2.16 | 1.56e-01 | 3.36e-08 | 8.08e-02 | 3.08e-02 | 1e+00 | 2.83e-04 | 1e+00 | 1e+00 | |
| ENSG00000136810 | TXN | 5 | 2.58 | -1.13 | 2.7 | 5.65e-07 | 9.91e-03 | 2.6e-01 | 6.86e-03 | 4.77e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000137038 | DMAC1 | -1.37 | -2.88 | 0.64 | -5.13 | 1.72e-01 | 4.02e-03 | 5.22e-01 | 2.95e-07 | 1e+00 | 1e+00 | 1e+00 | 2.51e-03 | |
| ENSG00000137078 | SIT1 | -4.17 | -4.9 | -3.7 | -5.15 | 3.06e-05 | 9.81e-07 | 2.15e-04 | 2.63e-07 | 2.56e-01 | 8.19e-03 | 1e+00 | 2.24e-03 | |
| ENSG00000137171 | KLC4 | -1.23 | 0.08 | -0.2 | -4.88 | 2.2e-01 | 9.34e-01 | 8.4e-01 | 1.05e-06 | 1e+00 | 1e+00 | 1e+00 | 8.87e-03 | |
| ENSG00000137193 | PIM1 | 8.78 | 2.11 | 8.55 | -0.76 | 1.61e-18 | 3.44e-02 | 1.19e-17 | 4.46e-01 | 1.38e-14 | 1e+00 | 1.02e-13 | 1e+00 | |
| ENSG00000137714 | FDX1 | -2.36 | -0.25 | -5.64 | -3.64 | 1.8e-02 | 8e-01 | 1.71e-08 | 2.74e-04 | 1e+00 | 1e+00 | 1.45e-04 | 1e+00 | |
| ENSG00000138172 | CALHM2 | -1.62 | -4.9 | -2.13 | -0.62 | 1.05e-01 | 9.82e-07 | 3.32e-02 | 5.34e-01 | 1e+00 | 8.21e-03 | 1e+00 | 1e+00 | |
| ENSG00000138185 | ENTPD1 | 1.05 | 9.3 | NaN | 3.05 | 2.95e-01 | 1.46e-20 | Inf | 2.27e-03 | 1e+00 | 1.24e-16 | Inf | 1e+00 | |
| ENSG00000138378 | STAT4 | 0.72 | -5.08 | -2.99 | -2.79 | 4.74e-01 | 3.87e-07 | 2.8e-03 | 5.22e-03 | 1e+00 | 3.25e-03 | 1e+00 | 1e+00 | |
| ENSG00000138640 | FAM13A | 5.66 | -2.15 | 9.02 | 1.59 | 1.49e-08 | 3.17e-02 | 1.94e-19 | 1.11e-01 | 1.27e-04 | 1e+00 | 1.66e-15 | 1e+00 | |
| ENSG00000138757 | G3BP2 | 2.92 | 4.9 | 0.75 | 1.58 | 3.5e-03 | 9.73e-07 | 4.55e-01 | 1.14e-01 | 1e+00 | 8.13e-03 | 1e+00 | 1e+00 | |
| ENSG00000138795 | LEF1 | -3.39 | -5.39 | 2.21 | 0.41 | 6.88e-04 | 7.06e-08 | 2.74e-02 | 6.79e-01 | 1e+00 | 5.94e-04 | 1e+00 | 1e+00 | |
| ENSG00000139187 | KLRG1 | -8.43 | 0.68 | -2.41 | 0.52 | 3.6e-17 | 4.98e-01 | 1.59e-02 | 6.03e-01 | 3.08e-13 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000139192 | TAPBPL | -4.66 | -4.03 | -3.03 | -1.26 | 3.18e-06 | 5.64e-05 | 2.48e-03 | 2.08e-01 | 2.68e-02 | 4.62e-01 | 1e+00 | 1e+00 | |
| ENSG00000139289 | PHLDA1 | -1.96 | 4.86 | NaN | 1.26 | 4.97e-02 | 1.19e-06 | Inf | 2.08e-01 | 1e+00 | 9.9e-03 | Inf | 1e+00 | |
| ENSG00000139626 | ITGB7 | 4.65 | 1.23 | 2.79 | -0.35 | 3.27e-06 | 2.18e-01 | 5.34e-03 | 7.25e-01 | 2.75e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000139641 | ESYT1 | 0.67 | 4.54 | 0.65 | -0.96 | 5.05e-01 | 5.6e-06 | 5.18e-01 | 3.37e-01 | 1e+00 | 4.66e-02 | 1e+00 | 1e+00 | |
| ENSG00000139679 | LPAR6 | 0.11 | 0.76 | -2.44 | -5.19 | 9.11e-01 | 4.49e-01 | 1.48e-02 | 2.13e-07 | 1e+00 | 1e+00 | 1e+00 | 1.81e-03 | |
| ENSG00000140319 | SRP14 | 1.98 | 5.08 | 1.32 | 1.27 | 4.75e-02 | 3.75e-07 | 1.86e-01 | 2.04e-01 | 1e+00 | 3.15e-03 | 1e+00 | 1e+00 | |
| ENSG00000140931 | CMTM3 | 3.88 | 6.87 | 1.67 | 2.99 | 1.05e-04 | 6.43e-12 | 9.47e-02 | 2.8e-03 | 8.73e-01 | 5.46e-08 | 1e+00 | 1e+00 | |
| ENSG00000141232 | TOB1 | 3.76 | 0.74 | 6.46 | 2.87 | 1.71e-04 | 4.59e-01 | 1.07e-10 | 4.12e-03 | 1e+00 | 1e+00 | 9.1e-07 | 1e+00 | |
| ENSG00000141556 | TBCD | 0.61 | 5.37 | 1.85 | 3.59 | 5.43e-01 | 7.88e-08 | 6.42e-02 | 3.35e-04 | 1e+00 | 6.62e-04 | 1e+00 | 1e+00 | |
| ENSG00000141682 | PMAIP1 | 2.92 | 6.96 | 1.73 | 3.14 | 3.55e-03 | 3.45e-12 | 8.43e-02 | 1.71e-03 | 1e+00 | 2.93e-08 | 1e+00 | 1e+00 | |
| ENSG00000141959 | PFKL | 6.43 | 4.12 | 3.11 | 0.66 | 1.28e-10 | 3.73e-05 | 1.84e-03 | 5.08e-01 | 1.09e-06 | 3.07e-01 | 1e+00 | 1e+00 | |
| ENSG00000142188 | TMEM50B | -5.67 | -2.79 | -5.7 | -3.78 | 1.46e-08 | 5.33e-03 | 1.23e-08 | 1.55e-04 | 1.24e-04 | 1e+00 | 1.05e-04 | 1e+00 | |
| ENSG00000142546 | NOSIP | -5.34 | -5.33 | 1.03 | -3.6 | 9.22e-08 | 1.01e-07 | 3.04e-01 | 3.2e-04 | 7.82e-04 | 8.47e-04 | 1e+00 | 1e+00 | |
| ENSG00000142669 | SH3BGRL3 | 4.13 | 8.62 | -0.36 | 2.36 | 3.69e-05 | 6.81e-18 | 7.19e-01 | 1.83e-02 | 3.08e-01 | 5.8e-14 | 1e+00 | 1e+00 | |
| ENSG00000143106 | PSMA5 | -4.37 | -5.88 | -3.12 | -3.06 | 1.23e-05 | 4.03e-09 | 1.83e-03 | 2.21e-03 | 1.03e-01 | 3.4e-05 | 1e+00 | 1e+00 | |
| ENSG00000143198 | MGST3 | 7.83 | 10.96 | 6.27 | 7.72 | 4.82e-15 | 5.69e-28 | 3.72e-10 | 1.15e-14 | 4.13e-11 | 4.87e-24 | 3.17e-06 | 9.88e-11 | |
| ENSG00000143641 | GALNT2 | -1.78 | 3.67 | 5.58 | 4.35 | 7.58e-02 | 2.44e-04 | 2.46e-08 | 1.33e-05 | 1e+00 | 1e+00 | 2.1e-04 | 1.12e-01 | |
| ENSG00000144655 | CSRNP1 | 5.43 | 5.22 | 3.11 | 3.56 | 5.61e-08 | 1.75e-07 | 1.87e-03 | 3.73e-04 | 4.76e-04 | 1.47e-03 | 1e+00 | 1e+00 | |
| ENSG00000144746 | ARL6IP5 | 0.42 | -1.62 | -1 | -5.75 | 6.76e-01 | 1.06e-01 | 3.19e-01 | 8.75e-09 | 1e+00 | 1e+00 | 1e+00 | 7.47e-05 | |
| ENSG00000145220 | LYAR | -5.2 | -5.31 | -2.1 | -0.87 | 1.98e-07 | 1.1e-07 | 3.54e-02 | 3.87e-01 | 1.67e-03 | 9.27e-04 | 1e+00 | 1e+00 | |
| ENSG00000145391 | SETD7 | -1.15 | 4.6 | -0.03 | 1.4 | 2.51e-01 | 4.18e-06 | 9.73e-01 | 1.61e-01 | 1e+00 | 3.47e-02 | 1e+00 | 1e+00 | |
| ENSG00000145649 | GZMA | -19.62 | -8.96 | 4.38 | -1.54 | 1.13e-85 | 3.23e-19 | 1.21e-05 | 1.24e-01 | 9.76e-82 | 2.76e-15 | 1.02e-01 | 1e+00 | |
| ENSG00000145736 | GTF2H2 | -2.24 | -4.29 | -1.71 | -4.73 | 2.52e-02 | 1.77e-05 | 8.74e-02 | 2.25e-06 | 1e+00 | 1.46e-01 | 1e+00 | 1.91e-02 | |
| ENSG00000145779 | TNFAIP8 | -1.81 | -7.34 | 0.78 | -2.57 | 7.03e-02 | 2.12e-13 | 4.33e-01 | 1.03e-02 | 1e+00 | 1.8e-09 | 1e+00 | 1e+00 | |
| ENSG00000145860 | RNF145 | 2.68 | 5.15 | 0.12 | 1.91 | 7.45e-03 | 2.67e-07 | 9.03e-01 | 5.62e-02 | 1e+00 | 2.24e-03 | 1e+00 | 1e+00 | |
| ENSG00000145945 | FAM50B | -4.99 | -4.35 | -2.68 | -3.13 | 5.97e-07 | 1.39e-05 | 7.44e-03 | 1.77e-03 | 5.05e-03 | 1.15e-01 | 1e+00 | 1e+00 | |
| ENSG00000147138 | GPR174 | -1.44 | -1.29 | -5.31 | -2.98 | 1.5e-01 | 1.99e-01 | 1.1e-07 | 2.87e-03 | 1e+00 | 1e+00 | 9.36e-04 | 1e+00 | |
| ENSG00000147813 | NAPRT | 2.94 | 4.31 | 3.97 | 4.83 | 3.26e-03 | 1.61e-05 | 7.28e-05 | 1.35e-06 | 1e+00 | 1.33e-01 | 6.11e-01 | 1.15e-02 | |
| ENSG00000150347 | ARID5B | 0.22 | 6.42 | 6.23 | 4.02 | 8.23e-01 | 1.38e-10 | 4.64e-10 | 5.82e-05 | 1e+00 | 1.17e-06 | 3.96e-06 | 4.88e-01 | |
| ENSG00000150593 | PDCD4 | -2.85 | -6.33 | -1.58 | -2.42 | 4.37e-03 | 2.45e-10 | 1.14e-01 | 1.54e-02 | 1e+00 | 2.07e-06 | 1e+00 | 1e+00 | |
| ENSG00000150753 | CCT5 | -2.12 | -4.75 | -2.22 | -1.87 | 3.44e-02 | 2.04e-06 | 2.64e-02 | 6.1e-02 | 1e+00 | 1.7e-02 | 1e+00 | 1e+00 | |
| ENSG00000152518 | ZFP36L2 | 4.77 | -0.75 | 6.83 | 3.16 | 1.8e-06 | 4.51e-01 | 8.28e-12 | 1.56e-03 | 1.52e-02 | 1e+00 | 7.07e-08 | 1e+00 | |
| ENSG00000154165 | GPR15 | 6.46 | 13.39 | 0.28 | 3.53 | 1.04e-10 | 6.9e-41 | 7.8e-01 | 4.21e-04 | 8.87e-07 | 5.91e-37 | 1e+00 | 1e+00 | |
| ENSG00000154229 | PRKCA | -1.78 | -4.58 | 0.81 | -1.01 | 7.48e-02 | 4.62e-06 | 4.17e-01 | 3.14e-01 | 1e+00 | 3.84e-02 | 1e+00 | 1e+00 | |
| ENSG00000154451 | GBP5 | -0.85 | 7.58 | 0.42 | 1.53 | 3.93e-01 | 3.59e-14 | 6.78e-01 | 1.26e-01 | 1e+00 | 3.05e-10 | 1e+00 | 1e+00 | |
| ENSG00000154767 | XPC | -5.19 | -1.46 | -2.61 | 0.39 | 2.13e-07 | 1.45e-01 | 8.99e-03 | 6.98e-01 | 1.81e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000155959 | VBP1 | -3.35 | -5.47 | -1.62 | 0.76 | 8.16e-04 | 4.57e-08 | 1.05e-01 | 4.49e-01 | 1e+00 | 3.85e-04 | 1e+00 | 1e+00 | |
| ENSG00000156976 | EIF4A2 | -3.69 | -6.03 | -2.23 | -2.46 | 2.2e-04 | 1.65e-09 | 2.61e-02 | 1.38e-02 | 1e+00 | 1.39e-05 | 1e+00 | 1e+00 | |
| ENSG00000157514 | TSC22D3 | 1.95 | 9.94 | 6.28 | 13.48 | 5.08e-02 | 2.92e-23 | 3.28e-10 | 1.95e-41 | 1e+00 | 2.5e-19 | 2.8e-06 | 1.68e-37 | |
| ENSG00000158517 | NCF1 | -0.9 | 8.99 | -0.36 | -1.1 | 3.71e-01 | 2.39e-19 | 7.17e-01 | 2.73e-01 | 1e+00 | 2.04e-15 | 1e+00 | 1e+00 | |
| ENSG00000158525 | CPA5 | -5.66 | -10.04 | -3.52 | -6.82 | 1.48e-08 | 1.01e-23 | 4.28e-04 | 8.91e-12 | 1.26e-04 | 8.66e-20 | 1e+00 | 7.63e-08 | |
| ENSG00000158710 | TAGLN2 | 4.79 | 2.56 | 2.3 | 5.75 | 1.71e-06 | 1.04e-02 | 2.13e-02 | 9.07e-09 | 1.44e-02 | 1e+00 | 1e+00 | 7.75e-05 | |
| ENSG00000158813 | EDA | 2.35 | 0.33 | 5.03 | 2.44 | 1.9e-02 | 7.44e-01 | 4.96e-07 | 1.46e-02 | 1e+00 | 1e+00 | 4.21e-03 | 1e+00 | |
| ENSG00000159388 | BTG2 | -0.2 | -5.52 | -1.49 | -3.53 | 8.45e-01 | 3.47e-08 | 1.37e-01 | 4.16e-04 | 1e+00 | 2.92e-04 | 1e+00 | 1e+00 | |
| ENSG00000160185 | UBASH3A | -2.66 | -6.34 | -0.57 | -5.34 | 7.87e-03 | 2.3e-10 | 5.68e-01 | 9.21e-08 | 1e+00 | 1.94e-06 | 1e+00 | 7.85e-04 | |
| ENSG00000160213 | CSTB | 2.97 | 4.87 | -1.57 | -0.94 | 2.96e-03 | 1.09e-06 | 1.16e-01 | 3.46e-01 | 1e+00 | 9.09e-03 | 1e+00 | 1e+00 | |
| ENSG00000160888 | IER2 | 5.84 | -11.09 | 4.83 | 0.84 | 5.15e-09 | 1.46e-28 | 1.38e-06 | 3.99e-01 | 4.38e-05 | 1.25e-24 | 1.17e-02 | 1e+00 | |
| ENSG00000161547 | SRSF2 | 7.86 | 7.7 | 11.03 | 10.64 | 3.74e-15 | 1.41e-14 | 2.86e-28 | 1.92e-26 | 3.2e-11 | 1.2e-10 | 2.45e-24 | 1.65e-22 | |
| ENSG00000162704 | ARPC5 | -6.13 | -5.55 | -6.62 | -5.03 | 8.99e-10 | 2.8e-08 | 3.65e-11 | 4.95e-07 | 7.65e-06 | 2.35e-04 | 3.11e-07 | 4.21e-03 | |
| ENSG00000162777 | DENND2D | -10.16 | -8.05 | -7.5 | -5.85 | 3.02e-24 | 7.95e-16 | 6.28e-14 | 5e-09 | 2.59e-20 | 6.77e-12 | 5.36e-10 | 4.27e-05 | |
| ENSG00000163131 | CTSS | -0.61 | 5.49 | -1.88 | -1.66 | 5.4e-01 | 3.93e-08 | 6.05e-02 | 9.6e-02 | 1e+00 | 3.31e-04 | 1e+00 | 1e+00 | |
| ENSG00000163154 | TNFAIP8L2 | -3.91 | -6.83 | -4.59 | -4.85 | 9.12e-05 | 8.41e-12 | 4.34e-06 | 1.25e-06 | 7.58e-01 | 7.13e-08 | 3.67e-02 | 1.06e-02 | |
| ENSG00000163319 | MRPS18C | -0.08 | -0.93 | 4.8 | 2.23 | 9.38e-01 | 3.53e-01 | 1.59e-06 | 2.57e-02 | 1e+00 | 1e+00 | 1.35e-02 | 1e+00 | |
| ENSG00000163463 | KRTCAP2 | -0.16 | 0.11 | -4.79 | -0.93 | 8.74e-01 | 9.14e-01 | 1.64e-06 | 3.5e-01 | 1e+00 | 1e+00 | 1.39e-02 | 1e+00 | |
| ENSG00000163513 | TGFBR2 | -3.08 | -4.66 | 0.2 | -1.75 | 2.06e-03 | 3.13e-06 | 8.43e-01 | 8.02e-02 | 1e+00 | 2.61e-02 | 1e+00 | 1e+00 | |
| ENSG00000163519 | TRAT1 | -3.72 | -2.88 | -3.5 | -6.15 | 1.98e-04 | 4e-03 | 4.66e-04 | 7.57e-10 | 1e+00 | 1e+00 | 1e+00 | 6.47e-06 | |
| ENSG00000163565 | IFI16 | -3.11 | -5.28 | -0.21 | -1.61 | 1.88e-03 | 1.27e-07 | 8.32e-01 | 1.08e-01 | 1e+00 | 1.06e-03 | 1e+00 | 1e+00 | |
| ENSG00000163599 | CTLA4 | 3.18 | 9.25 | 0.98 | 4.21 | 1.45e-03 | 2.35e-20 | 3.25e-01 | 2.53e-05 | 1e+00 | 2e-16 | 1e+00 | 2.13e-01 | |
| ENSG00000163870 | TPRA1 | -4.94 | -2.74 | -2.41 | -4.61 | 7.62e-07 | 6.15e-03 | 1.6e-02 | 3.95e-06 | 6.43e-03 | 1e+00 | 1e+00 | 3.34e-02 | |
| ENSG00000164032 | H2AFZ | -1.92 | -7.75 | -3.35 | -2.49 | 5.51e-02 | 9.06e-15 | 8.05e-04 | 1.26e-02 | 1e+00 | 7.71e-11 | 1e+00 | 1e+00 | |
| ENSG00000164442 | CITED2 | 6.37 | 4.39 | 0.21 | -2.7 | 1.84e-10 | 1.14e-05 | 8.37e-01 | 6.96e-03 | 1.57e-06 | 9.41e-02 | 1e+00 | 1e+00 | |
| ENSG00000164543 | STK17A | -3.33 | -1.84 | -6.99 | -1.47 | 8.84e-04 | 6.6e-02 | 2.77e-12 | 1.42e-01 | 1e+00 | 1e+00 | 2.37e-08 | 1e+00 | |
| ENSG00000165272 | AQP3 | 4.73 | 2.83 | 1.16 | 1.01 | 2.28e-06 | 4.63e-03 | 2.44e-01 | 3.12e-01 | 1.92e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000165630 | PRPF18 | -4.73 | -0.5 | -1.28 | -2.41 | 2.26e-06 | 6.16e-01 | 2e-01 | 1.58e-02 | 1.91e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000165644 | COMTD1 | 4.65 | -0.06 | 0.19 | -0.89 | 3.39e-06 | 9.55e-01 | 8.48e-01 | 3.76e-01 | 2.85e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000165672 | PRDX3 | -2.3 | -8.06 | -1.94 | -4.33 | 2.13e-02 | 7.63e-16 | 5.22e-02 | 1.46e-05 | 1e+00 | 6.5e-12 | 1e+00 | 1.23e-01 | |
| ENSG00000165714 | BORCS5 | -0.64 | -5.54 | -0.72 | -1.58 | 5.25e-01 | 3.01e-08 | 4.73e-01 | 1.14e-01 | 1e+00 | 2.53e-04 | 1e+00 | 1e+00 | |
| ENSG00000165929 | TC2N | -5.43 | -2.74 | -3.85 | -1.19 | 5.67e-08 | 6.08e-03 | 1.2e-04 | 2.35e-01 | 4.81e-04 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000166557 | TMED3 | -0.25 | -1.84 | -5.14 | -2.84 | 8.06e-01 | 6.59e-02 | 2.79e-07 | 4.46e-03 | 1e+00 | 1e+00 | 2.37e-03 | 1e+00 | |
| ENSG00000166750 | SLFN5 | -4.26 | -7.03 | 1.7 | -0.55 | 2.03e-05 | 2.02e-12 | 8.85e-02 | 5.83e-01 | 1.7e-01 | 1.72e-08 | 1e+00 | 1e+00 | |
| ENSG00000167618 | LAIR2 | 6.69 | 15.19 | 6.74 | 9.03 | 2.23e-11 | 4.42e-52 | 1.57e-11 | 1.64e-19 | 1.9e-07 | 3.8e-48 | 1.34e-07 | 1.41e-15 | |
| ENSG00000167851 | CD300A | -5.04 | -2.65 | -0.96 | -1 | 4.68e-07 | 8.02e-03 | 3.37e-01 | 3.17e-01 | 3.95e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000167996 | FTH1 | 11.15 | 13.97 | 0.79 | -0.96 | 6.89e-29 | 2.23e-44 | 4.27e-01 | 3.36e-01 | 5.91e-25 | 1.91e-40 | 1e+00 | 1e+00 | |
| ENSG00000168209 | DDIT4 | 15.55 | 12.63 | 11.16 | 12.86 | 1.61e-54 | 1.53e-36 | 6.09e-29 | 7.74e-38 | 1.38e-50 | 1.31e-32 | 5.22e-25 | 6.65e-34 | |
| ENSG00000168275 | COA6 | -2.41 | -4.79 | -2.28 | -1.96 | 1.6e-02 | 1.64e-06 | 2.24e-02 | 5.01e-02 | 1e+00 | 1.37e-02 | 1e+00 | 1e+00 | |
| ENSG00000168298 | HIST1H1E | 5.05 | 4.11 | 3.87 | 2.33 | 4.34e-07 | 3.95e-05 | 1.1e-04 | 1.96e-02 | 3.67e-03 | 3.24e-01 | 9.22e-01 | 1e+00 | |
| ENSG00000168569 | TMEM223 | -3.86 | -2.93 | -1.28 | -4.57 | 1.12e-04 | 3.42e-03 | 1.99e-01 | 4.8e-06 | 9.27e-01 | 1e+00 | 1e+00 | 4.06e-02 | |
| ENSG00000168685 | IL7R | -7.38 | -5.86 | -5.16 | -0.25 | 1.63e-13 | 4.62e-09 | 2.46e-07 | 8e-01 | 1.39e-09 | 3.9e-05 | 2.09e-03 | 1e+00 | |
| ENSG00000168765 | GSTM4 | 3.19 | 4.55 | 4.39 | 5.99 | 1.42e-03 | 5.47e-06 | 1.12e-05 | 2.05e-09 | 1e+00 | 4.55e-02 | 9.48e-02 | 1.75e-05 | |
| ENSG00000168918 | INPP5D | -7.06 | -1.9 | -0.75 | -4.29 | 1.72e-12 | 5.8e-02 | 4.53e-01 | 1.77e-05 | 1.47e-08 | 1e+00 | 1e+00 | 1.49e-01 | |
| ENSG00000169220 | RGS14 | -4.58 | -3.78 | -3.68 | -3.19 | 4.68e-06 | 1.55e-04 | 2.32e-04 | 1.41e-03 | 3.94e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000169508 | GPR183 | -6.48 | -0.77 | -1.74 | -4.33 | 9.25e-11 | 4.41e-01 | 8.2e-02 | 1.52e-05 | 7.88e-07 | 1e+00 | 1e+00 | 1.28e-01 | |
| ENSG00000169756 | LIMS1 | 0.48 | -5.9 | -1.64 | -2.43 | 6.3e-01 | 3.69e-09 | 1.02e-01 | 1.5e-02 | 1e+00 | 3.11e-05 | 1e+00 | 1e+00 | |
| ENSG00000169813 | HNRNPF | -5.55 | -7.6 | -6.33 | -4.43 | 2.87e-08 | 2.98e-14 | 2.53e-10 | 9.22e-06 | 2.44e-04 | 2.53e-10 | 2.16e-06 | 7.78e-02 | |
| ENSG00000170128 | GPR25 | -5.35 | -3.61 | -0.13 | 0.1 | 8.93e-08 | 3.03e-04 | 8.99e-01 | 9.17e-01 | 7.58e-04 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000170345 | FOS | -9.87 | -12.03 | -0.21 | -11.97 | 5.75e-23 | 2.48e-33 | 8.37e-01 | 5.18e-33 | 4.93e-19 | 2.12e-29 | 1e+00 | 4.45e-29 | |
| ENSG00000170542 | SERPINB9 | -4.41 | -4.05 | -1.31 | -5.08 | 1.02e-05 | 5.05e-05 | 1.91e-01 | 3.77e-07 | 8.55e-02 | 4.14e-01 | 1e+00 | 3.2e-03 | |
| ENSG00000170989 | S1PR1 | -5.56 | -3.83 | -1.33 | -0.62 | 2.76e-08 | 1.3e-04 | 1.82e-01 | 5.36e-01 | 2.35e-04 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000171115 | GIMAP8 | -2.38 | -4.72 | 0.83 | -2.52 | 1.72e-02 | 2.37e-06 | 4.05e-01 | 1.18e-02 | 1e+00 | 1.97e-02 | 1e+00 | 1e+00 | |
| ENSG00000171223 | JUNB | 6.54 | -10.28 | 0.74 | -17.4 | 6.33e-11 | 9.09e-25 | 4.58e-01 | 8.99e-68 | 5.4e-07 | 7.77e-21 | 1e+00 | 7.73e-64 | |
| ENSG00000171840 | NINJ2 | 0.98 | 12.59 | 1.22 | 2.04 | 3.27e-01 | 2.55e-36 | 2.22e-01 | 4.11e-02 | 1e+00 | 2.19e-32 | 1e+00 | 1e+00 | |
| ENSG00000172005 | MAL | 5.69 | 2.1 | 2.96 | 1.27 | 1.29e-08 | 3.61e-02 | 3.1e-03 | 2.04e-01 | 1.1e-04 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000172216 | CEBPB | -5.57 | -2.77 | 0.05 | -1.35 | 2.53e-08 | 5.64e-03 | 9.62e-01 | 1.76e-01 | 2.14e-04 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000172349 | IL16 | -4.93 | -7.59 | -2.56 | -4.66 | 8.42e-07 | 3.15e-14 | 1.05e-02 | 3.19e-06 | 7.1e-03 | 2.68e-10 | 1e+00 | 2.7e-02 | |
| ENSG00000172354 | GNB2 | 2.3 | 4.96 | 2.76 | 1.17 | 2.17e-02 | 6.95e-07 | 5.79e-03 | 2.44e-01 | 1e+00 | 5.81e-03 | 1e+00 | 1e+00 | |
| ENSG00000172757 | CFL1 | 0.7 | -2.57 | -4.78 | -1.2 | 4.83e-01 | 1.01e-02 | 1.76e-06 | 2.29e-01 | 1e+00 | 1e+00 | 1.49e-02 | 1e+00 | |
| ENSG00000172965 | MIR4435-2HG | -0.16 | 5.1 | 0.99 | 2.63 | 8.72e-01 | 3.34e-07 | 3.2e-01 | 8.53e-03 | 1e+00 | 2.8e-03 | 1e+00 | 1e+00 | |
| ENSG00000173114 | LRRN3 | 7.86 | 3.76 | 12.71 | 3.29 | 3.82e-15 | 1.7e-04 | 5.19e-37 | 9.94e-04 | 3.27e-11 | 1e+00 | 4.45e-33 | 1e+00 | |
| ENSG00000173762 | CD7 | 5.84 | 3.96 | 2.75 | 2.28 | 5.17e-09 | 7.53e-05 | 6.01e-03 | 2.24e-02 | 4.4e-05 | 6.16e-01 | 1e+00 | 1e+00 | |
| ENSG00000173889 | PHC3 | -5.05 | 0.39 | -1.79 | 1.55 | 4.52e-07 | 6.96e-01 | 7.4e-02 | 1.21e-01 | 3.82e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000173917 | HOXB2 | -5.19 | -11.27 | -5.83 | -9.52 | 2.15e-07 | 1.86e-29 | 5.63e-09 | 1.78e-21 | 1.82e-03 | 1.59e-25 | 4.8e-05 | 1.53e-17 | |
| ENSG00000174953 | DHX36 | -4.97 | -2.81 | -0.57 | -0.4 | 6.62e-07 | 4.89e-03 | 5.66e-01 | 6.92e-01 | 5.59e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000175463 | TBC1D10C | -2.02 | -5.19 | -3.49 | -4.16 | 4.31e-02 | 2.12e-07 | 4.8e-04 | 3.24e-05 | 1e+00 | 1.78e-03 | 1e+00 | 2.72e-01 | |
| ENSG00000175567 | UCP2 | -2.86 | -4.26 | -1.42 | -5.4 | 4.27e-03 | 2.01e-05 | 1.55e-01 | 6.72e-08 | 1e+00 | 1.66e-01 | 1e+00 | 5.72e-04 | |
| ENSG00000176390 | CRLF3 | -5.8 | -4.02 | -4.27 | -5.3 | 6.44e-09 | 5.71e-05 | 1.97e-05 | 1.15e-07 | 5.47e-05 | 4.67e-01 | 1.66e-01 | 9.82e-04 | |
| ENSG00000177606 | JUN | 0.94 | -7.92 | 2.16 | 6.56 | 3.48e-01 | 2.46e-15 | 3.06e-02 | 5.21e-11 | 1e+00 | 2.09e-11 | 1e+00 | 4.46e-07 | |
| ENSG00000177721 | ANXA2R | -3.55 | -6.08 | -4.16 | -3.68 | 3.89e-04 | 1.23e-09 | 3.19e-05 | 2.31e-04 | 1e+00 | 1.04e-05 | 2.68e-01 | 1e+00 | |
| ENSG00000177854 | TMEM187 | -5 | -2.39 | -1.97 | -1.84 | 5.81e-07 | 1.69e-02 | 4.93e-02 | 6.51e-02 | 4.91e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000178035 | IMPDH2 | -1.13 | -5.68 | 2.01 | 0.23 | 2.6e-01 | 1.34e-08 | 4.49e-02 | 8.17e-01 | 1e+00 | 1.13e-04 | 1e+00 | 1e+00 | |
| ENSG00000178209 | PLEC | 4.82 | 0.82 | 3.29 | 3.92 | 1.47e-06 | 4.13e-01 | 9.93e-04 | 8.82e-05 | 1.24e-02 | 1e+00 | 1e+00 | 7.38e-01 | |
| ENSG00000178537 | SLC25A20 | -0.99 | -6.76 | -2.82 | -2.93 | 3.24e-01 | 1.37e-11 | 4.87e-03 | 3.4e-03 | 1e+00 | 1.16e-07 | 1e+00 | 1e+00 | |
| ENSG00000178896 | EXOSC4 | -1.97 | -4.98 | -0.56 | -1.35 | 4.83e-02 | 6.31e-07 | 5.78e-01 | 1.78e-01 | 1e+00 | 5.28e-03 | 1e+00 | 1e+00 | |
| ENSG00000178913 | TAF7 | -5.2 | -3.33 | -1.28 | -2.8 | 1.96e-07 | 8.62e-04 | 2e-01 | 5.11e-03 | 1.66e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000178927 | CYBC1 | -1.62 | -4.96 | -0.75 | -1.45 | 1.05e-01 | 7.1e-07 | 4.53e-01 | 1.48e-01 | 1e+00 | 5.94e-03 | 1e+00 | 1e+00 | |
| ENSG00000179144 | GIMAP7 | -15.03 | -16.38 | -10.75 | -11.61 | 4.61e-51 | 2.48e-60 | 5.68e-27 | 3.62e-31 | 3.96e-47 | 2.13e-56 | 4.86e-23 | 3.11e-27 | |
| ENSG00000179344 | HLA-DQB1 | -5.6 | 6.83 | -4.49 | -1.17 | 2.21e-08 | 8.31e-12 | 7.25e-06 | 2.4e-01 | 1.87e-04 | 7.05e-08 | 6.13e-02 | 1e+00 | |
| ENSG00000179933 | C14orf119 | -1.3 | -5.58 | -2.23 | -5.46 | 1.92e-01 | 2.34e-08 | 2.6e-02 | 4.67e-08 | 1e+00 | 1.97e-04 | 1e+00 | 3.98e-04 | |
| ENSG00000180628 | PCGF5 | 2.2 | 1.83 | 5.05 | 1.7 | 2.81e-02 | 6.75e-02 | 4.45e-07 | 8.85e-02 | 1e+00 | 1e+00 | 3.78e-03 | 1e+00 | |
| ENSG00000181284 | TMEM102 | -1.94 | -4.53 | -1.51 | -1.97 | 5.27e-02 | 5.93e-06 | 1.31e-01 | 4.84e-02 | 1e+00 | 4.92e-02 | 1e+00 | 1e+00 | |
| ENSG00000182010 | RTKN2 | -1.68 | 2.49 | -0.82 | 5.11 | 9.36e-02 | 1.27e-02 | 4.13e-01 | 3.17e-07 | 1e+00 | 1e+00 | 1e+00 | 2.7e-03 | |
| ENSG00000182247 | UBE2E2 | -2.41 | -1.42 | -1.81 | -5.4 | 1.6e-02 | 1.56e-01 | 6.96e-02 | 6.53e-08 | 1e+00 | 1e+00 | 1e+00 | 5.57e-04 | |
| ENSG00000182362 | YBEY | -3.37 | -8.03 | -6.68 | -5.97 | 7.59e-04 | 1.01e-15 | 2.35e-11 | 2.41e-09 | 1e+00 | 8.64e-12 | 2e-07 | 2.06e-05 | |
| ENSG00000182481 | KPNA2 | -0.21 | -6.39 | -1.2 | 2.78 | 8.37e-01 | 1.69e-10 | 2.3e-01 | 5.51e-03 | 1e+00 | 1.43e-06 | 1e+00 | 1e+00 | |
| ENSG00000182568 | SATB1 | -2.14 | -4.9 | 0.73 | -4.28 | 3.26e-02 | 9.51e-07 | 4.64e-01 | 1.88e-05 | 1e+00 | 7.95e-03 | 1e+00 | 1.58e-01 | |
| ENSG00000182718 | ANXA2 | 9.58 | 10.39 | 1.2 | 7.02 | 9.8e-22 | 2.83e-25 | 2.3e-01 | 2.29e-12 | 8.41e-18 | 2.42e-21 | 1e+00 | 1.96e-08 | |
| ENSG00000182809 | CRIP2 | 0.35 | -6.91 | -4.68 | -6.73 | 7.27e-01 | 4.88e-12 | 2.85e-06 | 1.71e-11 | 1e+00 | 4.14e-08 | 2.41e-02 | 1.46e-07 | |
| ENSG00000183386 | FHL3 | 5.1 | 5.84 | 4.86 | 5.44 | 3.41e-07 | 5.33e-09 | 1.16e-06 | 5.24e-08 | 2.88e-03 | 4.5e-05 | 9.82e-03 | 4.47e-04 | |
| ENSG00000183508 | TENT5C | 2.05 | 6.34 | 1.1 | 1.64 | 4e-02 | 2.25e-10 | 2.69e-01 | 1.01e-01 | 1e+00 | 1.9e-06 | 1e+00 | 1e+00 | |
| ENSG00000183691 | NOG | -0.69 | -4.79 | -5.07 | -5.26 | 4.92e-01 | 1.71e-06 | 4.04e-07 | 1.42e-07 | 1e+00 | 1.42e-02 | 3.43e-03 | 1.21e-03 | |
| ENSG00000184205 | TSPYL2 | 0.41 | 0.38 | 2 | 5.26 | 6.84e-01 | 7.04e-01 | 4.56e-02 | 1.47e-07 | 1e+00 | 1e+00 | 1e+00 | 1.25e-03 | |
| ENSG00000184432 | COPB2 | -0.71 | -5.41 | -1.91 | -0.72 | 4.8e-01 | 6.19e-08 | 5.58e-02 | 4.7e-01 | 1e+00 | 5.2e-04 | 1e+00 | 1e+00 | |
| ENSG00000184451 | CCR10 | 1.7 | 4.2 | NaN | 4.76 | 8.86e-02 | 2.73e-05 | Inf | 1.92e-06 | 1e+00 | 2.25e-01 | Inf | 1.63e-02 | |
| ENSG00000184557 | SOCS3 | 0.71 | -1.32 | 0.31 | -6.08 | 4.76e-01 | 1.85e-01 | 7.59e-01 | 1.23e-09 | 1e+00 | 1e+00 | 1e+00 | 1.05e-05 | |
| ENSG00000184897 | H1FX | 0.3 | 4.93 | 0.87 | 1.28 | 7.67e-01 | 8.3e-07 | 3.86e-01 | 2e-01 | 1e+00 | 6.94e-03 | 1e+00 | 1e+00 | |
| ENSG00000184898 | RBM43 | -6.23 | -2.29 | -2.5 | -2.15 | 4.61e-10 | 2.2e-02 | 1.25e-02 | 3.19e-02 | 3.92e-06 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000184939 | ZFP90 | -1.58 | -2.09 | -3.56 | -4.79 | 1.15e-01 | 3.67e-02 | 3.67e-04 | 1.65e-06 | 1e+00 | 1e+00 | 1e+00 | 1.39e-02 | |
| ENSG00000185201 | IFITM2 | 9.63 | 2.75 | 4.66 | 5.14 | 6.18e-22 | 5.91e-03 | 3.16e-06 | 2.8e-07 | 5.3e-18 | 1e+00 | 2.67e-02 | 2.38e-03 | |
| ENSG00000185338 | SOCS1 | 5.04 | 0.92 | 3.35 | 2.73 | 4.66e-07 | 3.55e-01 | 7.97e-04 | 6.41e-03 | 3.94e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000185811 | IKZF1 | -6.53 | -3.74 | -1.93 | -0.57 | 6.45e-11 | 1.81e-04 | 5.41e-02 | 5.67e-01 | 5.5e-07 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000185885 | IFITM1 | 12.94 | 3.23 | 6.1 | 3.47 | 2.71e-38 | 1.23e-03 | 1.06e-09 | 5.18e-04 | 2.33e-34 | 1e+00 | 9.01e-06 | 1e+00 | |
| ENSG00000186174 | BCL9L | -5.1 | 0.87 | -0.4 | -0.71 | 3.43e-07 | 3.85e-01 | 6.87e-01 | 4.75e-01 | 2.9e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000186810 | CXCR3 | -6.73 | -7.65 | -1.89 | -4.55 | 1.75e-11 | 2.02e-14 | 5.93e-02 | 5.31e-06 | 1.49e-07 | 1.72e-10 | 1e+00 | 4.49e-02 | |
| ENSG00000186827 | TNFRSF4 | 4.7 | 1.7 | -1.23 | 1.93 | 2.54e-06 | 8.83e-02 | 2.17e-01 | 5.32e-02 | 2.14e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000187257 | RSBN1L | -3.21 | -6.4 | -2.72 | -4.35 | 1.34e-03 | 1.51e-10 | 6.45e-03 | 1.39e-05 | 1e+00 | 1.27e-06 | 1e+00 | 1.17e-01 | |
| ENSG00000188042 | ARL4C | -1.94 | -3.34 | -0.13 | -6.33 | 5.27e-02 | 8.39e-04 | 8.96e-01 | 2.38e-10 | 1e+00 | 1e+00 | 1e+00 | 2.03e-06 | |
| ENSG00000188389 | PDCD1 | 4.61 | 0.3 | NaN | 0.09 | 3.96e-06 | 7.61e-01 | Inf | 9.29e-01 | 3.33e-02 | 1e+00 | Inf | 1e+00 | |
| ENSG00000188404 | SELL | -4.26 | -3.8 | -5.05 | -4.89 | 2.01e-05 | 1.43e-04 | 4.48e-07 | 1.03e-06 | 1.68e-01 | 1e+00 | 3.8e-03 | 8.7e-03 | |
| ENSG00000188820 | CALHM6 | 4.57 | 3.8 | 9.99 | 5.48 | 4.78e-06 | 1.44e-04 | 1.66e-23 | 4.28e-08 | 4.02e-02 | 1e+00 | 1.42e-19 | 3.65e-04 | |
| ENSG00000189180 | ZNF33A | -2.58 | 0.06 | -0.37 | -4.9 | 9.95e-03 | 9.52e-01 | 7.08e-01 | 9.8e-07 | 1e+00 | 1e+00 | 1e+00 | 8.32e-03 | |
| ENSG00000189266 | PNRC2 | -2.21 | -4.95 | -0.78 | -0.05 | 2.72e-02 | 7.26e-07 | 4.33e-01 | 9.61e-01 | 1e+00 | 6.07e-03 | 1e+00 | 1e+00 | |
| ENSG00000189283 | FHIT | 0.52 | 3.78 | 2.64 | 4.59 | 6.01e-01 | 1.59e-04 | 8.37e-03 | 4.48e-06 | 1e+00 | 1e+00 | 1e+00 | 3.79e-02 | |
| ENSG00000189403 | HMGB1 | -1.33 | -5.08 | -0.23 | 0.63 | 1.84e-01 | 3.74e-07 | 8.19e-01 | 5.28e-01 | 1e+00 | 3.14e-03 | 1e+00 | 1e+00 | |
| ENSG00000196126 | HLA-DRB1 | 1.79 | 8.51 | 0.11 | 4.97 | 7.3e-02 | 1.77e-17 | 9.16e-01 | 6.56e-07 | 1e+00 | 1.51e-13 | 1e+00 | 5.57e-03 | |
| ENSG00000196154 | S100A4 | 17.91 | 15.61 | -1.1 | 5.09 | 9.41e-72 | 5.99e-55 | 2.71e-01 | 3.52e-07 | 8.09e-68 | 5.14e-51 | 1e+00 | 2.99e-03 | |
| ENSG00000196230 | TUBB | -3.01 | -4.84 | -2.07 | -2.29 | 2.63e-03 | 1.29e-06 | 3.82e-02 | 2.19e-02 | 1e+00 | 1.07e-02 | 1e+00 | 1e+00 | |
| ENSG00000196323 | ZBTB44 | -1.53 | -4.8 | -3 | -1.02 | 1.27e-01 | 1.59e-06 | 2.66e-03 | 3.09e-01 | 1e+00 | 1.32e-02 | 1e+00 | 1e+00 | |
| ENSG00000196329 | GIMAP5 | -5.2 | -3.12 | -3.5 | -1.58 | 2.01e-07 | 1.81e-03 | 4.57e-04 | 1.15e-01 | 1.71e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000196421 | C20orf204 | 10.85 | 2.91 | 9.5 | 7.34 | 2.08e-27 | 3.59e-03 | 2.18e-21 | 2.09e-13 | 1.78e-23 | 1e+00 | 1.87e-17 | 1.79e-09 | |
| ENSG00000196787 | HIST1H2AG | 0.76 | 7.21 | 1.14 | 0.11 | 4.48e-01 | 5.43e-13 | 2.55e-01 | 9.15e-01 | 1e+00 | 4.61e-09 | 1e+00 | 1e+00 | |
| ENSG00000196924 | FLNA | 5.25 | 2.31 | 3.4 | -0.05 | 1.5e-07 | 2.11e-02 | 6.69e-04 | 9.56e-01 | 1.27e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000197329 | PELI1 | 3.16 | 5.2 | -0.86 | 5.47 | 1.55e-03 | 1.97e-07 | 3.92e-01 | 4.42e-08 | 1e+00 | 1.65e-03 | 1e+00 | 3.77e-04 | |
| ENSG00000197448 | GSTK1 | 4.6 | 2.36 | -0.1 | 0.05 | 4.18e-06 | 1.85e-02 | 9.18e-01 | 9.63e-01 | 3.52e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000197498 | RPF2 | 0.53 | -4.67 | -0.62 | -2.02 | 5.98e-01 | 3.05e-06 | 5.36e-01 | 4.34e-02 | 1e+00 | 2.54e-02 | 1e+00 | 1e+00 | |
| ENSG00000197540 | GZMM | -3.41 | -4.85 | -4.5 | -4.89 | 6.58e-04 | 1.22e-06 | 6.92e-06 | 1e-06 | 1e+00 | 1.01e-02 | 5.85e-02 | 8.52e-03 | |
| ENSG00000197747 | S100A10 | 10.95 | 6.76 | 1.16 | 4.02 | 6.86e-28 | 1.35e-11 | 2.48e-01 | 5.71e-05 | 5.88e-24 | 1.15e-07 | 1e+00 | 4.79e-01 | |
| ENSG00000197928 | ZNF677 | -6.16 | -3.9 | -1.13 | -2.52 | 7.05e-10 | 9.51e-05 | 2.58e-01 | 1.17e-02 | 6.01e-06 | 7.75e-01 | 1e+00 | 1e+00 | |
| ENSG00000197956 | S100A6 | 12.32 | 13.7 | 2.35 | 3.65 | 7.18e-35 | 9.83e-43 | 1.9e-02 | 2.57e-04 | 6.17e-31 | 8.43e-39 | 1e+00 | 1e+00 | |
| ENSG00000198189 | HSD17B11 | -2.76 | -1.26 | -3.99 | -4.77 | 5.77e-03 | 2.07e-01 | 6.48e-05 | 1.85e-06 | 1e+00 | 1e+00 | 5.44e-01 | 1.56e-02 | |
| ENSG00000198417 | MT1F | -5.44 | -2.58 | -2.62 | -2.47 | 5.24e-08 | 9.9e-03 | 8.8e-03 | 1.33e-02 | 4.45e-04 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000198502 | HLA-DRB5 | -2.61 | -12.38 | 0.43 | -9.96 | 9.01e-03 | 3.16e-35 | 6.7e-01 | 2.31e-23 | 1e+00 | 2.71e-31 | 1e+00 | 1.98e-19 | |
| ENSG00000198763 | MT-ND2 | 15.99 | 5.62 | 15.06 | 16.01 | 1.51e-57 | 1.94e-08 | 3.06e-51 | 1.12e-57 | 1.3e-53 | 1.63e-04 | 2.63e-47 | 9.67e-54 | |
| ENSG00000198771 | RCSD1 | -1.3 | -4.96 | -0.75 | -0.47 | 1.92e-01 | 7.01e-07 | 4.54e-01 | 6.36e-01 | 1e+00 | 5.86e-03 | 1e+00 | 1e+00 | |
| ENSG00000198805 | PNP | -5.23 | -4.96 | -4.76 | -3.43 | 1.68e-07 | 6.97e-07 | 1.93e-06 | 6.01e-04 | 1.42e-03 | 5.83e-03 | 1.63e-02 | 1e+00 | |
| ENSG00000198830 | HMGN2 | -1.33 | 5.8 | 0.55 | 1.8 | 1.82e-01 | 6.78e-09 | 5.8e-01 | 7.22e-02 | 1e+00 | 5.72e-05 | 1e+00 | 1e+00 | |
| ENSG00000204161 | TMEM273 | -6.39 | -7.37 | 0 | -6.97 | 1.62e-10 | 1.77e-13 | 1e+00 | 3.26e-12 | 1.38e-06 | 1.5e-09 | 1e+00 | 2.79e-08 | |
| ENSG00000204261 | PSMB8-AS1 | -5.22 | -5.35 | -1.33 | -3.57 | 1.77e-07 | 8.84e-08 | 1.83e-01 | 3.53e-04 | 1.5e-03 | 7.43e-04 | 1e+00 | 1e+00 | |
| ENSG00000204287 | HLA-DRA | -0.15 | -5.33 | -0.17 | -1.68 | 8.84e-01 | 9.63e-08 | 8.68e-01 | 9.37e-02 | 1e+00 | 8.1e-04 | 1e+00 | 1e+00 | |
| ENSG00000204389 | HSPA1A | -3.54 | -6.49 | -4.32 | -4.95 | 4.05e-04 | 8.38e-11 | 1.54e-05 | 7.54e-07 | 1e+00 | 7.1e-07 | 1.3e-01 | 6.4e-03 | |
| ENSG00000204472 | AIF1 | -5.78 | 0.27 | -2.65 | -8.7 | 7.29e-09 | 7.9e-01 | 8.11e-03 | 3.46e-18 | 6.2e-05 | 1e+00 | 1e+00 | 2.96e-14 | |
| ENSG00000205138 | SDHAF1 | -0.98 | -5.69 | -3.29 | -3.53 | 3.25e-01 | 1.28e-08 | 1.02e-03 | 4.11e-04 | 1e+00 | 1.08e-04 | 1e+00 | 1e+00 | |
| ENSG00000205268 | PDE7A | -2.99 | -3.92 | -2.84 | -4.6 | 2.82e-03 | 8.92e-05 | 4.52e-03 | 4.27e-06 | 1e+00 | 7.27e-01 | 1e+00 | 3.61e-02 | |
| ENSG00000205707 | ETFRF1 | -1.81 | -5.16 | -3.08 | -2.7 | 7.04e-02 | 2.51e-07 | 2.1e-03 | 7.01e-03 | 1e+00 | 2.1e-03 | 1e+00 | 1e+00 | |
| ENSG00000211694 | TRGV10 | -0.21 | 4.92 | 1.54 | 0.22 | 8.35e-01 | 8.78e-07 | 1.25e-01 | 8.29e-01 | 1e+00 | 7.34e-03 | 1e+00 | 1e+00 | |
| ENSG00000211706 | TRBV6-1 | -2.21 | -11.09 | -3.84 | -0.89 | 2.68e-02 | 1.45e-28 | 1.23e-04 | 3.74e-01 | 1e+00 | 1.24e-24 | 1e+00 | 1e+00 | |
| ENSG00000211710 | TRBV4-1 | 6.84 | 19.6 | 9.22 | 2.61 | 8.05e-12 | 1.55e-85 | 3.05e-20 | 9.05e-03 | 6.87e-08 | 1.33e-81 | 2.61e-16 | 1e+00 | |
| ENSG00000211716 | TRBV9 | 8.67 | 5.24 | -7.83 | -3.05 | 4.18e-18 | 1.65e-07 | 4.78e-15 | 2.3e-03 | 3.58e-14 | 1.39e-03 | 4.09e-11 | 1e+00 | |
| ENSG00000211721 | TRBV6-5 | 1.84 | -4.14 | 0.65 | -12.47 | 6.55e-02 | 3.44e-05 | 5.18e-01 | 1.04e-35 | 1e+00 | 2.83e-01 | 1e+00 | 8.95e-32 | |
| ENSG00000211724 | TRBV6-6 | -6.85 | 3.32 | -4.91 | 0.04 | 7.19e-12 | 9.16e-04 | 9.26e-07 | 9.65e-01 | 6.14e-08 | 1e+00 | 7.85e-03 | 1e+00 | |
| ENSG00000211727 | TRBV7-6 | 0.56 | 0.93 | 7.74 | -3.4 | 5.73e-01 | 3.53e-01 | 9.92e-15 | 6.86e-04 | 1e+00 | 1e+00 | 8.48e-11 | 1e+00 | |
| ENSG00000211734 | TRBV5-1 | -0.58 | 3.67 | 5.74 | 0.48 | 5.6e-01 | 2.46e-04 | 9.47e-09 | 6.33e-01 | 1e+00 | 1e+00 | 8.06e-05 | 1e+00 | |
| ENSG00000211745 | TRBV4-2 | -8.4 | 11.56 | 0.19 | -2.81 | 4.31e-17 | 6.67e-31 | 8.52e-01 | 4.99e-03 | 3.69e-13 | 5.71e-27 | 1e+00 | 1e+00 | |
| ENSG00000211747 | TRBV20-1 | -0.7 | 13.62 | 3.46 | 1.5 | 4.83e-01 | 3.11e-42 | 5.38e-04 | 1.35e-01 | 1e+00 | 2.67e-38 | 1e+00 | 1e+00 | |
| ENSG00000211751 | TRBC1 | -5.18 | -9.35 | -4.02 | -0.19 | 2.24e-07 | 9.13e-21 | 5.91e-05 | 8.47e-01 | 1.89e-03 | 7.79e-17 | 4.96e-01 | 1e+00 | |
| ENSG00000211753 | TRBV28 | 7.74 | 10.54 | 8.47 | 5.97 | 9.9e-15 | 5.89e-26 | 2.45e-17 | 2.31e-09 | 8.46e-11 | 5.03e-22 | 2.09e-13 | 1.97e-05 | |
| ENSG00000211779 | TRAV5 | 2.56 | -2.77 | -2.09 | -5.47 | 1.06e-02 | 5.67e-03 | 3.66e-02 | 4.51e-08 | 1e+00 | 1e+00 | 1e+00 | 3.85e-04 | |
| ENSG00000211780 | TRAV6 | -2.08 | -5.21 | -3.68 | -3.89 | 3.76e-02 | 1.93e-07 | 2.3e-04 | 9.97e-05 | 1e+00 | 1.62e-03 | 1e+00 | 8.34e-01 | |
| ENSG00000211782 | TRAV8-1 | -0.44 | -8.29 | -5.16 | -3.85 | 6.61e-01 | 1.15e-16 | 2.49e-07 | 1.16e-04 | 1e+00 | 9.83e-13 | 2.11e-03 | 9.71e-01 | |
| ENSG00000211786 | TRAV8-2 | -4.76 | -5.04 | -4.88 | -6.51 | 1.95e-06 | 4.6e-07 | 1.04e-06 | 7.38e-11 | 1.64e-02 | 3.86e-03 | 8.83e-03 | 6.31e-07 | |
| ENSG00000211788 | TRAV13-1 | -5.8 | -4.56 | -2.73 | -2.73 | 6.64e-09 | 5.07e-06 | 6.36e-03 | 6.27e-03 | 5.64e-05 | 4.22e-02 | 1e+00 | 1e+00 | |
| ENSG00000211789 | TRAV12-2 | 2.42 | 13.09 | 0.99 | -4.17 | 1.54e-02 | 3.84e-39 | 3.22e-01 | 3.02e-05 | 1e+00 | 3.29e-35 | 1e+00 | 2.54e-01 | |
| ENSG00000211790 | TRAV8-4 | 3.33 | 5.81 | 0.22 | -2.79 | 8.67e-04 | 6.24e-09 | 8.25e-01 | 5.21e-03 | 1e+00 | 5.26e-05 | 1e+00 | 1e+00 | |
| ENSG00000211794 | TRAV12-3 | 4.59 | 3.26 | -1.6 | -5.01 | 4.35e-06 | 1.12e-03 | 1.1e-01 | 5.44e-07 | 3.66e-02 | 1e+00 | 1e+00 | 4.62e-03 | |
| ENSG00000211795 | TRAV8-6 | -2.67 | -4.63 | -2.95 | -2.97 | 7.66e-03 | 3.69e-06 | 3.18e-03 | 3e-03 | 1e+00 | 3.07e-02 | 1e+00 | 1e+00 | |
| ENSG00000211796 | TRAV16 | -5.56 | -2.23 | -0.26 | -2.65 | 2.73e-08 | 2.56e-02 | 7.92e-01 | 8.03e-03 | 2.32e-04 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000211801 | TRAV21 | -6.87 | -4.48 | -1.76 | -5.68 | 6.57e-12 | 7.39e-06 | 7.92e-02 | 1.35e-08 | 5.61e-08 | 6.13e-02 | 1e+00 | 1.16e-04 | |
| ENSG00000211809 | TRAV27 | -3.38 | 1.93 | 5.77 | -0.78 | 7.26e-04 | 5.39e-02 | 7.93e-09 | 4.33e-01 | 1e+00 | 1e+00 | 6.75e-05 | 1e+00 | |
| ENSG00000211810 | TRAV29DV5 | -8.52 | -9.88 | 1.07 | 1.42 | 1.57e-17 | 4.89e-23 | 2.87e-01 | 1.54e-01 | 1.34e-13 | 4.18e-19 | 1e+00 | 1e+00 | |
| ENSG00000211812 | TRAV26-2 | -0.54 | -6.43 | -4.09 | -3.89 | 5.9e-01 | 1.24e-10 | 4.31e-05 | 9.88e-05 | 1e+00 | 1.05e-06 | 3.63e-01 | 8.27e-01 | |
| ENSG00000211817 | TRAV38-2DV8 | -7.37 | -10.55 | -4.69 | -2.41 | 1.66e-13 | 5.19e-26 | 2.71e-06 | 1.6e-02 | 1.41e-09 | 4.44e-22 | 2.3e-02 | 1e+00 | |
| ENSG00000211820 | TRAV41 | -3.75 | 3.11 | -4.87 | -2.97 | 1.74e-04 | 1.85e-03 | 1.11e-06 | 2.99e-03 | 1e+00 | 1e+00 | 9.44e-03 | 1e+00 | |
| ENSG00000211829 | TRDC | -2.89 | 5.9 | 2.29 | -3.3 | 3.79e-03 | 3.7e-09 | 2.19e-02 | 9.77e-04 | 1e+00 | 3.12e-05 | 1e+00 | 1e+00 | |
| ENSG00000213145 | CRIP1 | 4.38 | 4.61 | 2.88 | 2.14 | 1.2e-05 | 3.97e-06 | 4.04e-03 | 3.28e-02 | 1e-01 | 3.3e-02 | 1e+00 | 1e+00 | |
| ENSG00000213203 | GIMAP1 | -4.12 | -6.48 | -2.6 | -2.46 | 3.77e-05 | 9.23e-11 | 9.28e-03 | 1.39e-02 | 3.15e-01 | 7.82e-07 | 1e+00 | 1e+00 | |
| ENSG00000213402 | PTPRCAP | 1.82 | 7.86 | -0.83 | -0.47 | 6.89e-02 | 3.92e-15 | 4.06e-01 | 6.36e-01 | 1e+00 | 3.33e-11 | 1e+00 | 1e+00 | |
| ENSG00000213626 | LBH | -7.63 | -7.01 | -5.18 | -4.51 | 2.39e-14 | 2.35e-12 | 2.25e-07 | 6.63e-06 | 2.04e-10 | 2e-08 | 1.91e-03 | 5.6e-02 | |
| ENSG00000215845 | TSTD1 | -3.7 | -4.77 | -2.85 | -3.66 | 2.15e-04 | 1.84e-06 | 4.35e-03 | 2.49e-04 | 1e+00 | 1.53e-02 | 1e+00 | 1e+00 | |
| ENSG00000226067 | LINC00623 | -4.58 | -2.27 | -3.81 | -3.32 | 4.68e-06 | 2.32e-02 | 1.37e-04 | 8.87e-04 | 3.93e-02 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000226660 | TRBV2 | -3.85 | 7.17 | 5.93 | -1.47 | 1.19e-04 | 7.38e-13 | 3.01e-09 | 1.43e-01 | 9.91e-01 | 6.27e-09 | 2.56e-05 | 1e+00 | |
| ENSG00000227507 | LTB | 13.84 | -2.88 | -0.16 | -2.38 | 1.47e-43 | 4e-03 | 8.74e-01 | 1.71e-02 | 1.26e-39 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000230099 | TRBV5-4 | -5.32 | -10.66 | 4.32 | -2.12 | 1.02e-07 | 1.57e-26 | 1.57e-05 | 3.41e-02 | 8.63e-04 | 1.34e-22 | 1.33e-01 | 1e+00 | |
| ENSG00000231682 | LINC01891 | -1.77 | -7.15 | -3.66 | -2.89 | 7.68e-02 | 8.39e-13 | 2.53e-04 | 3.83e-03 | 1e+00 | 7.13e-09 | 1e+00 | 1e+00 | |
| ENSG00000232869 | TRBV29-1 | 6.83 | 4.51 | 5.24 | 2.21 | 8.72e-12 | 6.53e-06 | 1.63e-07 | 2.74e-02 | 7.44e-08 | 5.42e-02 | 1.39e-03 | 1e+00 | |
| ENSG00000235532 | LINC00402 | -4.62 | -6.81 | -4.18 | -4.03 | 3.78e-06 | 9.49e-12 | 2.9e-05 | 5.6e-05 | 3.18e-02 | 8.05e-08 | 2.44e-01 | 4.69e-01 | |
| ENSG00000237541 | HLA-DQA2 | -0.03 | -10.96 | NaN | -5.12 | 9.73e-01 | 6.06e-28 | Inf | 3.01e-07 | 1e+00 | 5.18e-24 | Inf | 2.56e-03 | |
| ENSG00000237702 | TRBV3-1 | 1.87 | 1.91 | 9.39 | 0.32 | 6.19e-02 | 5.63e-02 | 5.91e-21 | 7.49e-01 | 1e+00 | 1e+00 | 5.06e-17 | 1e+00 | |
| ENSG00000240065 | PSMB9 | -3 | -5.14 | -4.87 | -3.06 | 2.73e-03 | 2.71e-07 | 1.14e-06 | 2.24e-03 | 1e+00 | 2.27e-03 | 9.67e-03 | 1e+00 | |
| ENSG00000240972 | MIF | 5.45 | -0.99 | 3.88 | 2.51 | 5.18e-08 | 3.24e-01 | 1.06e-04 | 1.21e-02 | 4.4e-04 | 1e+00 | 8.87e-01 | 1e+00 | |
| ENSG00000241343 | RPL36A | 1.55 | -4.88 | 4.02 | 0.53 | 1.21e-01 | 1.08e-06 | 5.92e-05 | 5.96e-01 | 1e+00 | 9.01e-03 | 4.97e-01 | 1e+00 | |
| ENSG00000241657 | TRBV11-2 | -5.89 | 7.3 | -4.41 | -0.07 | 3.93e-09 | 2.95e-13 | 1.03e-05 | 9.47e-01 | 3.34e-05 | 2.51e-09 | 8.69e-02 | 1e+00 | |
| ENSG00000242086 | MUC20-OT1 | -3.47 | -5.14 | -3.95 | -2.33 | 5.12e-04 | 2.69e-07 | 7.81e-05 | 1.97e-02 | 1e+00 | 2.26e-03 | 6.55e-01 | 1e+00 | |
| ENSG00000243749 | TMEM35B | -2.93 | -5.59 | -4.23 | -1.91 | 3.34e-03 | 2.22e-08 | 2.37e-05 | 5.62e-02 | 1e+00 | 1.87e-04 | 2e-01 | 1e+00 | |
| ENSG00000243927 | MRPS6 | -5.66 | -6.51 | -4.25 | -2.74 | 1.51e-08 | 7.61e-11 | 2.17e-05 | 6.21e-03 | 1.28e-04 | 6.45e-07 | 1.83e-01 | 1e+00 | |
| ENSG00000244734 | HBB | -32.28 | 24.08 | 11.1 | 47.87 | 1.46e-228 | 3.69e-128 | 1.25e-28 | 0e+00 | 1.26e-224 | 3.17e-124 | 1.07e-24 | 0e+00 | |
| ENSG00000245532 | NEAT1 | -0.37 | -6.87 | -1.39 | -5.35 | 7.11e-01 | 6.27e-12 | 1.64e-01 | 8.79e-08 | 1e+00 | 5.33e-08 | 1e+00 | 7.49e-04 | |
| ENSG00000245904 | AC025164.1 | -2.36 | -5.05 | -5.04 | -5.56 | 1.82e-02 | 4.51e-07 | 4.64e-07 | 2.69e-08 | 1e+00 | 3.78e-03 | 3.94e-03 | 2.29e-04 | |
| ENSG00000246223 | LINC01550 | -2.53 | -4.92 | -2.73 | -3.3 | 1.13e-02 | 8.46e-07 | 6.35e-03 | 9.69e-04 | 1e+00 | 7.07e-03 | 1e+00 | 1e+00 | |
| ENSG00000250303 | AP002884.1 | 4.95 | 2.63 | 0.41 | 1.37 | 7.48e-07 | 8.56e-03 | 6.8e-01 | 1.72e-01 | 6.32e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000253738 | OTUD6B-AS1 | -4.03 | -3.81 | -3.11 | -4.92 | 5.5e-05 | 1.37e-04 | 1.87e-03 | 8.51e-07 | 4.58e-01 | 1e+00 | 1e+00 | 7.22e-03 | |
| ENSG00000254999 | BRK1 | -1.5 | 0.19 | -1 | -5.07 | 1.35e-01 | 8.46e-01 | 3.15e-01 | 4e-07 | 1e+00 | 1e+00 | 1e+00 | 3.4e-03 | |
| ENSG00000260708 | AL118516.1 | 2.48 | 1.07 | 6.83 | 6.42 | 1.31e-02 | 2.86e-01 | 8.51e-12 | 1.36e-10 | 1e+00 | 1e+00 | 7.27e-08 | 1.17e-06 | |
| ENSG00000268027 | AC243960.1 | -5.06 | -5.74 | -4.39 | -4.33 | 4.2e-07 | 9.55e-09 | 1.15e-05 | 1.48e-05 | 3.55e-03 | 8.06e-05 | 9.68e-02 | 1.25e-01 | |
| ENSG00000271109 | AC008555.5 | -5.3 | -3.59 | -1.1 | -2.93 | 1.19e-07 | 3.33e-04 | 2.7e-01 | 3.4e-03 | 1.01e-03 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000271503 | CCL5 | -11.94 | -4.69 | 0.82 | -2.47 | 7.53e-33 | 2.77e-06 | 4.14e-01 | 1.35e-02 | 6.46e-29 | 2.31e-02 | 1e+00 | 1e+00 | |
| ENSG00000275074 | NUDT18 | -0.74 | -4.87 | -3.15 | -1.53 | 4.61e-01 | 1.11e-06 | 1.63e-03 | 1.27e-01 | 1e+00 | 9.29e-03 | 1e+00 | 1e+00 | |
| ENSG00000275791 | TRBV10-3 | -9.98 | -5.59 | -3.83 | 4.14 | 1.85e-23 | 2.27e-08 | 1.26e-04 | 3.54e-05 | 1.59e-19 | 1.92e-04 | 1e+00 | 2.98e-01 | |
| ENSG00000276557 | TRBV18 | -1.05 | 6.86 | 4.59 | -4.52 | 2.93e-01 | 6.67e-12 | 4.35e-06 | 6.27e-06 | 1e+00 | 5.66e-08 | 3.68e-02 | 5.29e-02 | |
| ENSG00000276953 | TRBV12-4 | -8.8 | 9.42 | -4.52 | 4.24 | 1.43e-18 | 4.66e-21 | 6.16e-06 | 2.2e-05 | 1.22e-14 | 3.98e-17 | 5.21e-02 | 1.85e-01 | |
| ENSG00000277734 | TRAC | -5.32 | -1.76 | -5.36 | -4.53 | 1.06e-07 | 7.77e-02 | 8.29e-08 | 5.82e-06 | 9.02e-04 | 1e+00 | 7.05e-04 | 4.92e-02 | |
| ENSG00000278030 | TRBV7-9 | -2.46 | 2.45 | -10.67 | -8.34 | 1.37e-02 | 1.44e-02 | 1.48e-26 | 7.17e-17 | 1e+00 | 1e+00 | 1.27e-22 | 6.15e-13 | |
| ENSG00000280721 | LINC01943 | 1.27 | 6.08 | 0 | 1.7 | 2.03e-01 | 1.22e-09 | 1e+00 | 8.95e-02 | 1e+00 | 1.04e-05 | 1e+00 | 1e+00 | |
| ENSG00000282939 | TRBV7-2 | -9.47 | 9.7 | -0.18 | 3.93 | 2.67e-21 | 2.96e-22 | 8.56e-01 | 8.59e-05 | 2.29e-17 | 2.53e-18 | 1e+00 | 7.19e-01 | |
| ENSG00000283782 | AC116366.3 | -2.44 | -4.79 | -1.53 | -0.1 | 1.47e-02 | 1.64e-06 | 1.25e-01 | 9.2e-01 | 1e+00 | 1.37e-02 | 1e+00 | 1e+00 | |
| ENSG00000285437 | POLR2J3 | -2.04 | -2.53 | -4.77 | -4.38 | 4.09e-02 | 1.13e-02 | 1.84e-06 | 1.21e-05 | 1e+00 | 1e+00 | 1.56e-02 | 1.02e-01 | |
| HLA-DR | -5.91 | -113.34 | -1.58 | -43.52 | 3.5e-09 | 0e+00 | 1.14e-01 | 0e+00 | 2.98e-05 | 0e+00 | 1e+00 | 0e+00 | ||
| TIGIT | -2.85 | -27.33 | -3.25 | -12.95 | 4.36e-03 | 1.83e-164 | 1.14e-03 | 2.28e-38 | 1e+00 | 1.57e-160 | 1e+00 | 1.96e-34 |
3. Additional genes/proteins
| ensembl_gene_id | hgnc_symbol | z_mTconv | z_mTreg | z_nTconv | z_nTreg | pv_mTconv | pv_mTreg | pv_nTconv | pv_nTreg | fwer_mTconv | fwer_mTreg | fwer_nTconv | fwer_nTreg | .link |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CD27 | -63.24 | -109.66 | -74.51 | -117.27 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | 0e+00 | ||
| CD279 | 11.18 | 11.84 | 0.22 | -3.49 | 4.93e-29 | 2.5e-32 | 8.28e-01 | 4.75e-04 | 4.23e-25 | 2.14e-28 | 1e+00 | 1e+00 | ||
| CD366 | 4.6 | 23.15 | 1.87 | -1.62 | 4.29e-06 | 1.38e-118 | 6.12e-02 | 1.06e-01 | 3.61e-02 | 1.18e-114 | 1e+00 | 1e+00 | ||
| ENSG00000009790 | TRAF3IP3 | -7.63 | -9.81 | -7.71 | -8.98 | 2.31e-14 | 9.9e-23 | 1.22e-14 | 2.67e-19 | 1.98e-10 | 8.46e-19 | 1.04e-10 | 2.29e-15 | |
| ENSG00000049768 | FOXP3 | -0.41 | 1.33 | -4.35 | -0.96 | 6.85e-01 | 1.82e-01 | 1.39e-05 | 3.37e-01 | 1e+00 | 1e+00 | 1.17e-01 | 1e+00 | |
| ENSG00000089692 | LAG3 | 2.17 | 7.43 | -0.39 | 0 | 3.02e-02 | 1.07e-13 | 6.95e-01 | 1e+00 | 1e+00 | 9.1e-10 | 1e+00 | 1e+00 | |
| ENSG00000118515 | SGK1 | 3.54 | 3.64 | 4.32 | 0.42 | 3.94e-04 | 2.69e-04 | 1.55e-05 | 6.73e-01 | 1e+00 | 1e+00 | 1.3e-01 | 1e+00 | |
| ENSG00000139193 | CD27 | -3.44 | -0.93 | -1.18 | -3.63 | 5.85e-04 | 3.53e-01 | 2.38e-01 | 2.85e-04 | 1e+00 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000178562 | CD28 | -0.83 | -3.21 | -3.46 | -0.59 | 4.06e-01 | 1.32e-03 | 5.38e-04 | 5.58e-01 | 1e+00 | 1e+00 | 1e+00 | 1e+00 | |
| ENSG00000188389 | PDCD1 | 4.61 | 0.3 | NaN | 0.09 | 3.96e-06 | 7.61e-01 | Inf | 9.29e-01 | 3.33e-02 | 1e+00 | Inf | 1e+00 | |
| ENSG00000198846 | TOX | 2.06 | 3.56 | 2.81 | -0.96 | 3.97e-02 | 3.65e-04 | 4.97e-03 | 3.39e-01 | 1e+00 | 1e+00 | 1e+00 | 1e+00 |
4. Differential Expression Analysis for PRDM1-short vs. long
.data.file <- "data/PRDM1/PRDM1_SL.csv.gz"
.data <-
fread(.data.file) %>%
mutate(tag = `CB+batch`) %>%
parse.tag() %>%
select(PRDM1_short, PRDM1_long, barcode, batch) %>%
left_join(final.cell.type) %>%
na.omit()
prdm1.aggregate <-
rbind(
dcast(.data,
subject + disease ~ celltype,
fun.aggregate = function(x) mean(log1p(x)),
value.var = "PRDM1_short") %>%
melt(id.vars = c("subject", "disease")) %>%
mutate(type="short"),
dcast(.data,
subject + disease ~ celltype,
fun.aggregate = function(x) mean(log1p(x)),
value.var = "PRDM1_long") %>%
melt(id.vars = c("subject","disease")) %>%
mutate(type="long")
).gg.plot(prdm1.aggregate, aes(disease, value, group = disease, fill = disease)) +
facet_grid(type~variable, scales="free") +
geom_boxplot(linewidth=.1) +
geom_jitter(position = position_jitter(w = 0.1, h = 0), stroke = 0) +
ylab("average expression (log1p)") +
xlab("disease status") +
scale_fill_brewer("disease", palette = "Set2")
.gg.plot(prdm1.aggregate, aes(type, value, group = type, fill = type)) +
facet_grid(disease~variable, scales="free") +
geom_boxplot(linewidth=.1) +
geom_jitter(position = position_jitter(w = 0.1, h = 0), stroke = 0) +
ylab("average expression (log1p)") +
xlab("disease status") +
scale_fill_brewer("isoform", palette = "Set3")