Last updated: 2019-03-05

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Knit directory: cropseq/

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File Version Author Date Message
Rmd 6283eea simingz 2019-03-04 stricter filtering for gRNA
html 6283eea simingz 2019-03-04 stricter filtering for gRNA
html 811d97b simingz 2019-03-01 gNNA-de
html c912143 simingz 2019-03-01 gRNA-de
html 9809320 simingz 2019-02-28 gRNA_edgeR-QLF
Rmd 0dffd41 simingz 2019-02-28 gRNA_edgeR-QLF
html 0dffd41 simingz 2019-02-28 gRNA_edgeR-QLF
Rmd 2fd9ad6 simingz 2019-02-28 gRNA_edgeR-QLF
html 2fd9ad6 simingz 2019-02-28 gRNA_edgeR-QLF
Rmd a9f9f26 simingz 2019-02-27 gRNA-de
html a9f9f26 simingz 2019-02-27 gRNA-de

Using only cells with negative control gRNA as controls

source("code/empiricalFDR.R")

pbins <- 10** (-4:-10)
for (gRNAfile in  list.files("data/gRNA_edgeR-QLF/", "*edgeR-qlf_Neg1.Rd")){
  print(gRNAfile)
  load(paste0("data/gRNA_edgeR-QLF/", gRNAfile))
  outpvalues <- c(res1$table[1:10,"PValue"], pbins)
  outpbins <- matrix(NA, nrow=length(pbins), ncol=dim(res1$table)[2])
  rownames(outpbins) <- pbins
  colnames(outpbins) <- colnames(res1$table)
  outm <- rbind(res1$table[1:10,], outpbins)
  fdrmetric <- empiricalFDR(outpvalues, res1$table$PValue, unlist(lapply(permres1, function(x) x$table$PValue)))
  outm <- cbind(outm,fdrmetric)
  print(signif(outm,2))
}
[1] "BAG5_1_gene_edgeR-qlf_Neg1.Rd"
      logFC logCPM    F PValue FDR #in_real #in_perm EmpiricalFDR
CCND1  0.76    8.1 10.0 0.0015   1        1    9.200          9.2
BTG2   1.30    7.1 10.0 0.0015   1        2    9.300          4.6
UFM1   0.97    7.2  9.5 0.0025   1        3   13.000          4.4
ARF4   0.70    8.4  9.3 0.0026   1        4   14.000          3.5
MPZL1 -0.75    6.9  8.9 0.0032   1        5   17.000          3.3
LARP1  0.78    7.3  8.8 0.0034   1        6   18.000          2.9
IER2   0.93    7.2  8.8 0.0034   1        7   18.000          2.5
NUB1  -0.82    6.8  8.7 0.0036   1        8   19.000          2.3
EMP2   1.10    6.8  8.4 0.0042   1        9   22.000          2.4
KIF22 -0.68    7.6  8.3 0.0046   1       10   23.000          2.3
1e-04    NA     NA   NA     NA  NA        0    1.400          Inf
1e-05    NA     NA   NA     NA  NA        0    0.300          Inf
1e-06    NA     NA   NA     NA  NA        0    0.100          Inf
1e-07    NA     NA   NA     NA  NA        0    0.067          Inf
1e-08    NA     NA   NA     NA  NA        0    0.067          Inf
1e-09    NA     NA   NA     NA  NA        0    0.067          Inf
1e-10    NA     NA   NA     NA  NA        0    0.033          Inf
[1] "BAG5_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NIN     -1.10    6.9 15.0 0.00014 0.60        1    0.800          0.8
MALAT1  -0.62   14.0 13.0 0.00051 0.88        2    2.400          1.2
BAG1    -0.56    7.8 11.0 0.00110 0.88        3    4.600          1.5
DUT      0.79    8.4  9.9 0.00190 0.88        4    8.000          2.0
DHFR     0.85    7.8  9.9 0.00190 0.88        5    8.000          1.6
MIAT    -1.30    7.3  9.6 0.00230 0.88        6    9.100          1.5
ARID5B  -0.93    6.9  9.6 0.00230 0.88        7    9.500          1.4
BAALC    1.30    6.8  9.1 0.00290 0.88        8   12.000          1.5
SNRNP25  0.62    8.2  9.0 0.00310 0.88        9   13.000          1.4
OS9     -0.80    7.3  9.0 0.00310 0.88       10   13.000          1.3
1e-04      NA     NA   NA      NA   NA        0    0.570          Inf
1e-05      NA     NA   NA      NA   NA        0    0.130          Inf
1e-06      NA     NA   NA      NA   NA        0    0.033          Inf
1e-07      NA     NA   NA      NA   NA        0    0.000          NaN
1e-08      NA     NA   NA      NA   NA        0    0.000          NaN
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "BAG5_3_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
CDKN3   -1.20    7.0 15.0 0.00014 0.59        1    1.300         1.30
BIN3     1.30    6.9 12.0 0.00054 0.70        2    3.000         1.50
KIF2C   -1.20    6.8 12.0 0.00061 0.70        3    3.200         1.10
ASCL1    1.70    6.9 12.0 0.00080 0.70        4    4.000         1.00
DFFA    -0.78    7.2 12.0 0.00083 0.70        5    4.100         0.83
NQO1    -1.20    7.5 11.0 0.00100 0.71        6    5.100         0.85
CDKN1A   1.40    8.0 11.0 0.00120 0.72        7    6.000         0.86
ARL6IP1 -0.84    8.0 11.0 0.00140 0.72        8    6.800         0.85
CAV1    -1.20    7.4 10.0 0.00180 0.83        9    8.400         0.93
ARL5A    1.00    6.9  9.4 0.00250 1.00       10   11.000         1.10
1e-04      NA     NA   NA      NA   NA        0    1.100          Inf
1e-05      NA     NA   NA      NA   NA        0    0.300          Inf
1e-06      NA     NA   NA      NA   NA        0    0.033          Inf
1e-07      NA     NA   NA      NA   NA        0    0.000          NaN
1e-08      NA     NA   NA      NA   NA        0    0.000          NaN
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "BCL11B_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F PValue  FDR #in_real #in_perm EmpiricalFDR
ARL6IP1  -1.1    8.0 11.0 0.0013 0.99        1     4.80         4.80
UNG       2.2    6.9 11.0 0.0014 0.99        2     5.00         2.50
UXS1      2.0    6.8 11.0 0.0014 0.99        3     5.00         1.70
IMPA2     2.1    6.9 10.0 0.0016 0.99        4     5.60         1.40
CADM4    -1.3    6.8 10.0 0.0019 0.99        5     6.50         1.30
TPX2     -1.2    7.1  9.6 0.0023 0.99        6     7.90         1.30
SMCO4     1.9    6.8  9.5 0.0025 0.99        7     8.40         1.20
ADI1      1.5    7.3  9.3 0.0027 0.99        8     9.30         1.20
AURKA    -1.4    7.1  9.3 0.0027 0.99        9     9.30         1.00
ATF5      2.6    7.1  9.3 0.0027 0.99       10     9.30         0.93
1e-04      NA     NA   NA     NA   NA        0     0.73          Inf
1e-05      NA     NA   NA     NA   NA        0     0.10          Inf
1e-06      NA     NA   NA     NA   NA        0     0.10          Inf
1e-07      NA     NA   NA     NA   NA        0     0.00          NaN
1e-08      NA     NA   NA     NA   NA        0     0.00          NaN
1e-09      NA     NA   NA     NA   NA        0     0.00          NaN
1e-10      NA     NA   NA     NA   NA        0     0.00          NaN
[1] "BCL11B_2_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
PHLDA1 -1.60    7.2 23 3.4e-06 0.015        1    0.100         0.10
JAG1   -1.40    7.0 17 5.6e-05 0.120        2    0.330         0.17
RMI2    1.50    6.8 15 1.8e-04 0.130        3    0.830         0.28
RPRML   1.60    6.8 15 1.9e-04 0.130        4    0.870         0.22
CDC6    1.60    7.0 14 2.3e-04 0.130        5    1.100         0.22
ZNF24  -0.88    7.1 14 2.5e-04 0.130        6    1.200         0.19
CACYBP  0.70    8.1 14 2.7e-04 0.130        7    1.300         0.19
SKP2    1.20    6.9 14 2.8e-04 0.130        8    1.300         0.17
GAP43  -1.10    8.2 14 2.8e-04 0.130        9    1.300         0.15
VOPP1   1.10    7.0 13 3.3e-04 0.140       10    1.500         0.15
1e-04     NA     NA NA      NA    NA        2    0.530         0.27
1e-05     NA     NA NA      NA    NA        1    0.170         0.17
1e-06     NA     NA NA      NA    NA        0    0.067          Inf
1e-07     NA     NA NA      NA    NA        0    0.033          Inf
1e-08     NA     NA NA      NA    NA        0    0.033          Inf
1e-09     NA     NA NA      NA    NA        0    0.000          NaN
1e-10     NA     NA NA      NA    NA        0    0.000          NaN
[1] "BCL11B_3_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F PValue FDR #in_real #in_perm EmpiricalFDR
DUSP1   2.60    6.9 11.0 0.0011   1        1    5.500          5.5
DKK3   -1.20    6.9 11.0 0.0012   1        2    6.000          3.0
FAAP20  1.10    7.4  8.9 0.0032   1        3   15.000          5.0
MED24   1.60    6.9  8.6 0.0039   1        4   18.000          4.4
SCML1   1.80    6.8  8.5 0.0042   1        5   19.000          3.7
ITM2C   1.30    7.1  8.4 0.0043   1        6   20.000          3.3
FASTK   1.40    7.0  8.4 0.0043   1        7   20.000          2.8
POLR1D -0.63    8.2  8.4 0.0044   1        8   20.000          2.4
TCF7L1 -1.10    6.8  8.1 0.0050   1        9   22.000          2.4
GOLGA7  0.94    7.5  7.8 0.0059   1       10   26.000          2.6
1e-04     NA     NA   NA     NA  NA        0    0.930          Inf
1e-05     NA     NA   NA     NA  NA        0    0.330          Inf
1e-06     NA     NA   NA     NA  NA        0    0.170          Inf
1e-07     NA     NA   NA     NA  NA        0    0.033          Inf
1e-08     NA     NA   NA     NA  NA        0    0.033          Inf
1e-09     NA     NA   NA     NA  NA        0    0.000          NaN
1e-10     NA     NA   NA     NA  NA        0    0.000          NaN
[1] "CHRNA3_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F PValue  FDR #in_real #in_perm EmpiricalFDR
MT-ND4   -1.3   11.0 11.0 0.0012 0.85        1    3.600          3.6
ABHD17A  -1.9    6.7 11.0 0.0012 0.85        2    3.700          1.8
SCAMP3    3.6    7.0  9.5 0.0025 0.85        3    7.200          2.4
AP1S2     2.8    7.5  9.4 0.0026 0.85        4    7.400          1.8
PHAX      2.7    7.4  9.1 0.0030 0.85        5    8.500          1.7
NUDCD2   -1.4    7.5  8.9 0.0034 0.85        6    9.400          1.6
KPNA2    -1.4    8.7  8.2 0.0047 0.85        7   13.000          1.9
PLK1     -2.0    7.4  8.2 0.0049 0.85        8   13.000          1.7
MIIP     -1.8    6.8  8.1 0.0051 0.85        9   14.000          1.6
BRIX1     2.4    7.7  8.0 0.0054 0.85       10   15.000          1.5
1e-04      NA     NA   NA     NA   NA        0    0.770          Inf
1e-05      NA     NA   NA     NA   NA        0    0.170          Inf
1e-06      NA     NA   NA     NA   NA        0    0.033          Inf
1e-07      NA     NA   NA     NA   NA        0    0.033          Inf
1e-08      NA     NA   NA     NA   NA        0    0.000          NaN
1e-09      NA     NA   NA     NA   NA        0    0.000          NaN
1e-10      NA     NA   NA     NA   NA        0    0.000          NaN
[1] "CHRNA3_2_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
PKMYT1    1.80    6.8 14.0 0.00026   1        1    1.700          1.7
SLC25A26  1.50    6.7 12.0 0.00066   1        2    3.500          1.8
PRDX1    -0.43    9.6 11.0 0.00120   1        3    6.000          2.0
NDN      -0.79    7.5 10.0 0.00150   1        4    7.300          1.8
HADHB    -0.85    7.2 10.0 0.00170   1        5    8.000          1.6
TCF7L2   -0.86    7.1  9.8 0.00210   1        6    9.600          1.6
PRKAR1A  -0.72    7.3  9.4 0.00250   1        7   11.000          1.6
ZNF503   -1.00    7.0  9.1 0.00300   1        8   13.000          1.6
AUTS2    -0.76    7.2  8.9 0.00330   1        9   14.000          1.6
GRSF1    -0.60    7.7  8.8 0.00340   1       10   15.000          1.5
1e-04       NA     NA   NA      NA  NA        0    0.800          Inf
1e-05       NA     NA   NA      NA  NA        0    0.200          Inf
1e-06       NA     NA   NA      NA  NA        0    0.067          Inf
1e-07       NA     NA   NA      NA  NA        0    0.067          Inf
1e-08       NA     NA   NA      NA  NA        0    0.033          Inf
1e-09       NA     NA   NA      NA  NA        0    0.000          NaN
1e-10       NA     NA   NA      NA  NA        0    0.000          NaN
[1] "CHRNA3_3_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
CDC42EP3 -1.80    6.8 22 5.5e-06 0.024        1    0.230         0.23
RRP9     -1.30    7.1 18 3.6e-05 0.055        2    0.600         0.30
VGF      -1.90    7.0 18 3.8e-05 0.055        3    0.630         0.21
AKAP12   -1.20    7.4 15 2.0e-04 0.210        4    1.800         0.45
NANS     -1.30    7.1 14 2.9e-04 0.250        5    2.300         0.45
LPP      -1.30    6.9 13 4.5e-04 0.300        6    3.200         0.54
CIB1     -1.00    7.3 12 5.5e-04 0.300        7    3.600         0.51
SPTLC1   -1.30    6.9 12 5.5e-04 0.300        8    3.600         0.45
CBWD1    -1.20    6.7 12 6.3e-04 0.300        9    4.000         0.45
MALAT1   -0.77   14.0 12 7.5e-04 0.300       10    4.500         0.45
1e-04       NA     NA NA      NA    NA        3    1.100         0.36
1e-05       NA     NA NA      NA    NA        1    0.300         0.30
1e-06       NA     NA NA      NA    NA        0    0.100          Inf
1e-07       NA     NA NA      NA    NA        0    0.067          Inf
1e-08       NA     NA NA      NA    NA        0    0.000          NaN
1e-09       NA     NA NA      NA    NA        0    0.000          NaN
1e-10       NA     NA NA      NA    NA        0    0.000          NaN
[1] "DPYD_1_gene_edgeR-qlf_Neg1.Rd"
             logFC logCPM  F  PValue     FDR #in_real #in_perm
CTD-2006C1.2 -1.90    7.3 45 3.1e-10 1.3e-06        1     0.27
DUSP4        -1.20    6.9 21 9.3e-06 2.0e-02        2     0.90
CTSD         -1.00    7.5 18 2.9e-05 4.2e-02        3     1.20
NQO1         -1.30    7.5 17 5.9e-05 6.3e-02        4     1.40
NTRK2         1.20    7.2 15 1.2e-04 1.0e-01        5     2.30
RHNO1         1.10    7.1 14 2.1e-04 1.4e-01        6     3.30
TUBA1C       -1.20    7.1 14 2.4e-04 1.4e-01        7     3.50
CDC20         1.40    7.6 13 4.0e-04 1.9e-01        8     4.60
GADD45A      -0.98    7.7 13 4.3e-04 1.9e-01        9     4.90
FASN          0.95    7.0 13 4.4e-04 1.9e-01       10     5.00
1e-04           NA     NA NA      NA      NA        4     1.90
1e-05           NA     NA NA      NA      NA        2     0.90
1e-06           NA     NA NA      NA      NA        1     0.50
1e-07           NA     NA NA      NA      NA        1     0.37
1e-08           NA     NA NA      NA      NA        1     0.27
1e-09           NA     NA NA      NA      NA        1     0.27
1e-10           NA     NA NA      NA      NA        0     0.27
             EmpiricalFDR
CTD-2006C1.2         0.27
DUSP4                0.45
CTSD                 0.41
NQO1                 0.35
NTRK2                0.45
RHNO1                0.55
TUBA1C               0.50
CDC20                0.57
GADD45A              0.54
FASN                 0.50
1e-04                0.48
1e-05                0.45
1e-06                0.50
1e-07                0.37
1e-08                0.27
1e-09                0.27
1e-10                 Inf
[1] "DPYD_2_gene_edgeR-qlf_Neg1.Rd"
              logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
MEG3          -0.98    7.8 14.0 0.00030 0.9        1    1.800          1.8
CSRP1         -0.97    7.4 12.0 0.00080 0.9        2    3.800          1.9
RP11-995C19.3  0.89    6.8 11.0 0.00093 0.9        3    4.100          1.4
TAGLN         -0.79    9.4 11.0 0.00130 0.9        4    5.800          1.5
SPAG7         -0.36    8.3 11.0 0.00140 0.9        5    6.000          1.2
CCDC184       -0.66    7.1  9.6 0.00220 0.9        6    8.700          1.4
ABCD4         -0.68    6.8  9.6 0.00220 0.9        7    8.900          1.3
NUDT3          0.72    6.9  9.3 0.00260 0.9        8   10.000          1.3
ACO2          -0.53    7.2  9.3 0.00260 0.9        9   11.000          1.2
SMPD4          0.74    6.7  9.0 0.00300 0.9       10   12.000          1.2
1e-04            NA     NA   NA      NA  NA        0    0.870          Inf
1e-05            NA     NA   NA      NA  NA        0    0.230          Inf
1e-06            NA     NA   NA      NA  NA        0    0.130          Inf
1e-07            NA     NA   NA      NA  NA        0    0.100          Inf
1e-08            NA     NA   NA      NA  NA        0    0.067          Inf
1e-09            NA     NA   NA      NA  NA        0    0.000          NaN
1e-10            NA     NA   NA      NA  NA        0    0.000          NaN
[1] "DPYD_3_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NEAT1    1.70    8.2 16.0 0.00011 0.49        1    1.100         1.10
PRR11   -1.10    6.7 14.0 0.00028 0.60        2    2.000         0.98
EMC9    -1.00    6.8 12.0 0.00071 1.00        3    3.500         1.20
SERINC2  1.20    6.8 10.0 0.00170 1.00        4    7.400         1.80
MAX     -0.87    6.8  9.9 0.00190 1.00        5    8.500         1.70
APEX1   -0.43    9.1  9.9 0.00200 1.00        6    8.600         1.40
SHMT2   -0.78    7.7  9.4 0.00260 1.00        7   11.000         1.50
IFT81   -0.82    6.8  9.2 0.00280 1.00        8   11.000         1.40
SOCS3   -0.98    6.8  9.0 0.00300 1.00        9   12.000         1.40
LARP6    0.99    7.0  8.8 0.00350 1.00       10   14.000         1.40
1e-04      NA     NA   NA      NA   NA        0    1.000          Inf
1e-05      NA     NA   NA      NA   NA        0    0.200          Inf
1e-06      NA     NA   NA      NA   NA        0    0.067          Inf
1e-07      NA     NA   NA      NA   NA        0    0.000          NaN
1e-08      NA     NA   NA      NA   NA        0    0.000          NaN
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "GALNT10_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
FAM104B  1.10    7.0 13.0 0.00036 0.87        1    2.000         2.00
DECR1    1.20    7.0 12.0 0.00061 0.87        2    2.800         1.40
AKAP13   1.20    6.7 12.0 0.00061 0.87        3    2.900         0.98
ASRGL1   1.00    7.1 12.0 0.00083 0.89        4    4.000         1.00
CCDC50  -0.74    7.1 11.0 0.00120 0.95        5    5.300         1.10
CLK3    -0.87    6.8 11.0 0.00130 0.95        6    5.700         0.95
ID3      1.20    8.1  9.7 0.00210 1.00        7    9.000         1.30
FANCL    1.10    6.8  9.7 0.00210 1.00        8    9.000         1.10
ZDHHC12  1.10    6.8  9.3 0.00260 1.00        9   11.000         1.30
TRMT61A -0.82    6.7  9.0 0.00300 1.00       10   13.000         1.30
1e-04      NA     NA   NA      NA   NA        0    0.970          Inf
1e-05      NA     NA   NA      NA   NA        0    0.230          Inf
1e-06      NA     NA   NA      NA   NA        0    0.033          Inf
1e-07      NA     NA   NA      NA   NA        0    0.000          NaN
1e-08      NA     NA   NA      NA   NA        0    0.000          NaN
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "GALNT10_2_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F PValue FDR #in_real #in_perm EmpiricalFDR
FZD3   -0.54    7.7 11.0 0.0010   1        1    4.800          4.8
SYPL1   0.91    7.1 11.0 0.0011   1        2    5.000          2.5
PUS3    1.10    6.7 11.0 0.0013   1        3    6.400          2.1
CMBL    1.00    6.8  9.6 0.0022   1        4    9.600          2.4
TGIF2   0.93    6.9  9.4 0.0025   1        5   11.000          2.1
ZNF787  0.98    6.7  9.3 0.0027   1        6   12.000          1.9
TP53RK -0.71    7.0  9.3 0.0027   1        7   12.000          1.7
MIS12  -0.78    6.8  8.9 0.0032   1        8   14.000          1.7
PRR11  -0.85    6.7  8.4 0.0042   1        9   17.000          1.9
CRABP1  1.20   10.0  7.8 0.0058   1       10   24.000          2.4
1e-04     NA     NA   NA     NA  NA        0    0.900          Inf
1e-05     NA     NA   NA     NA  NA        0    0.230          Inf
1e-06     NA     NA   NA     NA  NA        0    0.130          Inf
1e-07     NA     NA   NA     NA  NA        0    0.033          Inf
1e-08     NA     NA   NA     NA  NA        0    0.033          Inf
1e-09     NA     NA   NA     NA  NA        0    0.000          NaN
1e-10     NA     NA   NA     NA  NA        0    0.000          NaN
[1] "GALNT10_3_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F  PValue   FDR #in_real #in_perm EmpiricalFDR
NEAT1  -1.30    8.8 20.0 1.2e-05 0.051        1     0.23         0.23
ZNF512 -0.88    6.8 14.0 2.2e-04 0.470        2     1.80         0.92
SPOCK1 -1.00    6.7 13.0 3.8e-04 0.530        3     2.40         0.81
GAP43  -0.92    8.2 12.0 8.1e-04 0.860        4     4.30         1.10
PKIB    0.97    7.0 11.0 1.1e-03 0.960        5     5.80         1.20
NEU1   -0.78    7.2  9.6 2.3e-03 1.000        6    10.00         1.70
LYPD1  -0.77    7.7  9.4 2.4e-03 1.000        7    11.00         1.60
SPARC  -0.51    8.7  9.3 2.6e-03 1.000        8    12.00         1.50
RAB13  -0.48    8.0  9.1 2.8e-03 1.000        9    13.00         1.50
PHLDA1 -0.94    7.1  9.1 3.0e-03 1.000       10    14.00         1.40
1e-04     NA     NA   NA      NA    NA        1     1.10         1.10
1e-05     NA     NA   NA      NA    NA        0     0.23          Inf
1e-06     NA     NA   NA      NA    NA        0     0.00          NaN
1e-07     NA     NA   NA      NA    NA        0     0.00          NaN
1e-08     NA     NA   NA      NA    NA        0     0.00          NaN
1e-09     NA     NA   NA      NA    NA        0     0.00          NaN
1e-10     NA     NA   NA      NA    NA        0     0.00          NaN
[1] "KCTD13_1_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
CWC25    -0.99    6.8 13.0 0.00047 0.95        1    2.600          2.6
GNG5      0.43    9.2 12.0 0.00082 0.95        2    4.300          2.1
HES6     -1.10    9.2 11.0 0.00092 0.95        3    4.600          1.5
SLC25A39  0.80    7.6 10.0 0.00180 0.95        4    8.900          2.2
CPNE1    -0.69    7.4 10.0 0.00180 0.95        5    8.900          1.8
CDO1     -0.92    6.8  9.9 0.00200 0.95        6    9.600          1.6
USMG5     0.43    8.8  9.7 0.00210 0.95        7   10.000          1.4
NLRP1     0.97    7.5  9.7 0.00210 0.95        8   10.000          1.3
MRPL23    0.71    7.5  8.9 0.00330 0.95        9   15.000          1.7
RABAC1    0.56    7.9  8.8 0.00340 0.95       10   16.000          1.6
1e-04       NA     NA   NA      NA   NA        0    0.700          Inf
1e-05       NA     NA   NA      NA   NA        0    0.270          Inf
1e-06       NA     NA   NA      NA   NA        0    0.100          Inf
1e-07       NA     NA   NA      NA   NA        0    0.067          Inf
1e-08       NA     NA   NA      NA   NA        0    0.067          Inf
1e-09       NA     NA   NA      NA   NA        0    0.067          Inf
1e-10       NA     NA   NA      NA   NA        0    0.033          Inf
[1] "KCTD13_2_gene_edgeR-qlf_Neg1.Rd"
            logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
NINJ1        1.30    7.0 14.0 0.00029   1        1    2.400          2.4
RDX          0.54    8.4 11.0 0.00120   1        2    6.300          3.2
PIGBOS1      1.10    6.8 10.0 0.00170   1        3    7.800          2.6
SEC14L1      1.20    6.8 10.0 0.00170   1        4    7.800          2.0
ELOC         0.47    8.4 10.0 0.00180   1        5    8.100          1.6
PTPN1        1.10    6.9  9.8 0.00210   1        6    9.000          1.5
ZNF787       1.10    6.8  9.6 0.00230   1        7    9.600          1.4
PDLIM1       0.98    7.3  9.6 0.00230   1        8    9.800          1.2
RP11-14N7.2  1.10    7.5  9.3 0.00260   1        9   11.000          1.2
KLHDC8B      1.20    7.1  9.2 0.00270   1       10   11.000          1.1
1e-04          NA     NA   NA      NA  NA        0    1.000          Inf
1e-05          NA     NA   NA      NA  NA        0    0.200          Inf
1e-06          NA     NA   NA      NA  NA        0    0.067          Inf
1e-07          NA     NA   NA      NA  NA        0    0.067          Inf
1e-08          NA     NA   NA      NA  NA        0    0.033          Inf
1e-09          NA     NA   NA      NA  NA        0    0.033          Inf
1e-10          NA     NA   NA      NA  NA        0    0.000          NaN
[1] "KCTD13_3_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
TLE4     -1.4    7.0 16.0 0.00010 0.40        1    1.200         1.20
GEMIN2   -1.3    6.9 15.0 0.00018 0.40        2    1.500         0.73
IPO9     -1.1    7.2 12.0 0.00065 0.92        3    3.500         1.20
SLC20A1  -1.1    6.8 10.0 0.00170 0.92        4    7.200         1.80
HSPA14   -1.1    6.9 10.0 0.00190 0.92        5    7.600         1.50
GOLGB1   -1.2    6.8  9.8 0.00200 0.92        6    8.100         1.40
MYL9      2.2    7.6  9.6 0.00230 0.92        7    9.200         1.30
STMN3     1.0    7.7  9.6 0.00230 0.92        8    9.200         1.20
HNRNPL   -1.0    7.1  9.5 0.00240 0.92        9    9.800         1.10
RAB32     2.1    6.8  9.3 0.00280 0.92       10   11.000         1.10
1e-04      NA     NA   NA      NA   NA        0    1.200          Inf
1e-05      NA     NA   NA      NA   NA        0    0.470          Inf
1e-06      NA     NA   NA      NA   NA        0    0.170          Inf
1e-07      NA     NA   NA      NA   NA        0    0.033          Inf
1e-08      NA     NA   NA      NA   NA        0    0.000          NaN
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "KMT2E_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
FTH1    -0.99   12.0 12.0 0.00063   1        1    4.900          4.9
FAM161A  2.40    6.9 12.0 0.00079   1        2    5.600          2.8
CNRIP1  -1.20    6.9  9.6 0.00230   1        3   14.000          4.7
NCSTN    2.30    6.8  9.6 0.00230   1        4   14.000          3.6
BIN1    -1.30    6.8  9.5 0.00240   1        5   15.000          3.0
FANCL    2.20    6.8  9.4 0.00250   1        6   16.000          2.6
ZBTB8OS  1.20    7.5  9.4 0.00260   1        7   16.000          2.3
NR2F2   -0.92    7.5  8.7 0.00380   1        8   21.000          2.7
DEF8     1.10    7.5  8.6 0.00390   1        9   22.000          2.5
DIO3     2.20    7.2  8.5 0.00410   1       10   23.000          2.3
1e-04      NA     NA   NA      NA  NA        0    1.700          Inf
1e-05      NA     NA   NA      NA  NA        0    0.670          Inf
1e-06      NA     NA   NA      NA  NA        0    0.400          Inf
1e-07      NA     NA   NA      NA  NA        0    0.200          Inf
1e-08      NA     NA   NA      NA  NA        0    0.100          Inf
1e-09      NA     NA   NA      NA  NA        0    0.067          Inf
1e-10      NA     NA   NA      NA  NA        0    0.067          Inf
[1] "KMT2E_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue   FDR #in_real #in_perm EmpiricalFDR
EZR      -1.2    7.6 19.0 2.0e-05 0.086        1    0.430         0.43
QPRT      2.7    6.9 17.0 6.9e-05 0.150        2    0.770         0.38
RNF168    2.2    6.7 15.0 1.7e-04 0.250        3    1.500         0.50
RAB8A     1.5    7.1 12.0 7.2e-04 0.750        4    4.800         1.20
CCDC28B   1.8    6.7 12.0 8.5e-04 0.750        5    5.800         1.20
CSNK1D    1.3    7.2 10.0 1.7e-03 0.990        6   10.000         1.70
CCDC107   1.4    6.9  9.8 2.1e-03 0.990        7   12.000         1.80
ID3       1.8    8.2  9.6 2.3e-03 0.990        8   13.000         1.70
NKTR      1.2    7.2  9.5 2.5e-03 0.990        9   14.000         1.60
CMBL      1.5    6.9  9.2 2.8e-03 0.990       10   16.000         1.60
1e-04      NA     NA   NA      NA    NA        2    0.870         0.43
1e-05      NA     NA   NA      NA    NA        0    0.270          Inf
1e-06      NA     NA   NA      NA    NA        0    0.170          Inf
1e-07      NA     NA   NA      NA    NA        0    0.033          Inf
1e-08      NA     NA   NA      NA    NA        0    0.033          Inf
1e-09      NA     NA   NA      NA    NA        0    0.033          Inf
1e-10      NA     NA   NA      NA    NA        0    0.000          NaN
[1] "KMT2E_3_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
TP53I3   -1.40    7.0 19.0 2.7e-05 0.11        1    0.530         0.53
GPT2      1.80    6.9 14.0 2.3e-04 0.50        2    2.000         0.98
FDXR     -1.20    7.1 12.0 7.0e-04 1.00        3    4.300         1.40
NCSTN     1.70    6.8 11.0 1.3e-03 1.00        4    6.700         1.70
HSP90AA1  0.49   10.0  9.7 2.1e-03 1.00        5   11.000         2.20
C11orf73  0.70    7.9  9.2 2.8e-03 1.00        6   14.000         2.30
KIN       1.40    6.8  8.7 3.6e-03 1.00        7   17.000         2.40
ZNF830    1.30    6.8  8.3 4.6e-03 1.00        8   21.000         2.60
GOT2      0.87    7.4  8.3 4.6e-03 1.00        9   21.000         2.30
CEBPB     1.80    6.9  8.1 5.0e-03 1.00       10   23.000         2.30
1e-04       NA     NA   NA      NA   NA        1    1.100         1.10
1e-05       NA     NA   NA      NA   NA        0    0.230          Inf
1e-06       NA     NA   NA      NA   NA        0    0.100          Inf
1e-07       NA     NA   NA      NA   NA        0    0.033          Inf
1e-08       NA     NA   NA      NA   NA        0    0.000          NaN
1e-09       NA     NA   NA      NA   NA        0    0.000          NaN
1e-10       NA     NA   NA      NA   NA        0    0.000          NaN
[1] "LINC00637_1_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue     FDR #in_real #in_perm EmpiricalFDR
HSP90AA1 -0.93   11.0 33.0 3.5e-08 0.00015        1    0.000        0.000
MALAT1   -0.64   14.0 19.0 2.5e-05 0.04100        2    0.500        0.250
PKMYT1    1.50    6.7 18.0 2.9e-05 0.04100        3    0.600        0.200
FKBP1B    1.30    6.8 15.0 1.5e-04 0.16000        4    1.700        0.420
DERL1     0.92    6.9 12.0 8.4e-04 0.72000        5    5.700        1.100
HSPH1    -0.82    7.6 11.0 1.1e-03 0.77000        6    6.900        1.100
SEP15    -0.50    8.0 10.0 1.8e-03 0.99000        7    9.900        1.400
JAG1     -1.00    7.0  9.9 1.9e-03 0.99000        8   10.000        1.300
NEFM     -1.10    7.8  9.2 2.8e-03 0.99000        9   14.000        1.500
ZDHHC3    0.82    6.9  9.1 2.9e-03 0.99000       10   14.000        1.400
1e-04       NA     NA   NA      NA      NA        3    1.300        0.430
1e-05       NA     NA   NA      NA      NA        1    0.400        0.400
1e-06       NA     NA   NA      NA      NA        1    0.130        0.130
1e-07       NA     NA   NA      NA      NA        1    0.067        0.067
1e-08       NA     NA   NA      NA      NA        0    0.000          NaN
1e-09       NA     NA   NA      NA      NA        0    0.000          NaN
1e-10       NA     NA   NA      NA      NA        0    0.000          NaN
[1] "LINC00637_2_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
TP53I3 -1.20    7.1 17.0 5.1e-05 0.22        1    0.830         0.83
SPOCK1 -1.00    6.7 11.0 9.2e-04 1.00        2    6.200         3.10
COASY   1.20    6.8 11.0 1.2e-03 1.00        3    7.300         2.40
BRCA1  -0.96    6.8  9.9 1.9e-03 1.00        4   11.000         2.70
BAALC   1.40    6.8  9.8 2.0e-03 1.00        5   11.000         2.20
DAP3    0.68    7.4  8.8 3.5e-03 1.00        6   16.000         2.70
SOX21  -0.84    6.8  8.0 5.3e-03 1.00        7   24.000         3.40
PIGH    0.93    6.9  7.9 5.6e-03 1.00        8   26.000         3.20
C9orf3  1.00    6.7  7.8 5.7e-03 1.00        9   26.000         2.90
STT3B   0.88    6.9  7.7 6.1e-03 1.00       10   28.000         2.80
1e-04     NA     NA   NA      NA   NA        1    1.200         1.20
1e-05     NA     NA   NA      NA   NA        0    0.400          Inf
1e-06     NA     NA   NA      NA   NA        0    0.067          Inf
1e-07     NA     NA   NA      NA   NA        0    0.033          Inf
1e-08     NA     NA   NA      NA   NA        0    0.033          Inf
1e-09     NA     NA   NA      NA   NA        0    0.033          Inf
1e-10     NA     NA   NA      NA   NA        0    0.000          NaN
[1] "LINC00637_3_gene_edgeR-qlf_Neg1.Rd"
          logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
MIAT       1.80    6.9 18 0.00004 0.17        1    0.630         0.63
TNFRSF12A -1.10    8.0 14 0.00029 0.42        2    2.500         1.20
DIO3       1.20    7.1 14 0.00029 0.42        3    2.500         0.82
TPM1      -0.73    8.5 12 0.00059 0.61        4    4.100         1.00
ZNHIT6    -0.83    6.7 12 0.00070 0.61        5    4.600         0.91
TAGLN3     1.30    7.1 11 0.00088 0.63        6    5.200         0.87
SMOC1      1.10    7.0 11 0.00120 0.65        7    6.400         0.91
MTPN      -0.62    7.2 11 0.00120 0.65        8    6.400         0.80
PIM3      -0.81    6.8 11 0.00130 0.65        9    6.900         0.77
MCM5       0.84    7.1 10 0.00170 0.68       10    8.600         0.86
1e-04        NA     NA NA      NA   NA        1    1.200         1.20
1e-05        NA     NA NA      NA   NA        0    0.200          Inf
1e-06        NA     NA NA      NA   NA        0    0.100          Inf
1e-07        NA     NA NA      NA   NA        0    0.033          Inf
1e-08        NA     NA NA      NA   NA        0    0.033          Inf
1e-09        NA     NA NA      NA   NA        0    0.000          NaN
1e-10        NA     NA NA      NA   NA        0    0.000          NaN
[1] "LOC100507431_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
CCND2   -1.60    7.2 17.0 5.4e-05 0.23        1    0.770         0.77
SNHG1   -0.86    8.2 10.0 1.5e-03 1.00        2    6.300         3.20
TPM1    -0.88    8.4  9.7 2.2e-03 1.00        3    8.600         2.90
TBL1XR1  1.70    6.8  9.7 2.2e-03 1.00        4    8.600         2.20
TCEAL7  -1.30    6.8  9.4 2.5e-03 1.00        5    9.800         2.00
C4orf48  0.87    7.9  9.1 3.0e-03 1.00        6   11.000         1.90
DOHH     1.30    7.1  9.0 3.1e-03 1.00        7   12.000         1.70
MTERF4  -0.98    6.9  9.0 3.2e-03 1.00        8   12.000         1.50
MTA1     1.20    7.1  8.8 3.5e-03 1.00        9   13.000         1.40
PPP1CB  -0.89    7.4  8.7 3.6e-03 1.00       10   13.000         1.30
1e-04      NA     NA   NA      NA   NA        1    0.900         0.90
1e-05      NA     NA   NA      NA   NA        0    0.430          Inf
1e-06      NA     NA   NA      NA   NA        0    0.230          Inf
1e-07      NA     NA   NA      NA   NA        0    0.130          Inf
1e-08      NA     NA   NA      NA   NA        0    0.100          Inf
1e-09      NA     NA   NA      NA   NA        0    0.100          Inf
1e-10      NA     NA   NA      NA   NA        0    0.033          Inf
[1] "LOC100507431_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
S100A13 -1.40    7.2 20 1.2e-05 0.036        1    0.430         0.43
DHRS7   -1.30    6.8 20 1.6e-05 0.036        2    0.470         0.23
SPOCK1  -1.30    6.7 17 5.9e-05 0.073        3    1.000         0.33
LAPTM4A -0.99    7.2 17 6.7e-05 0.073        4    1.100         0.28
GPM6B   -0.69    8.5 16 9.2e-05 0.080        5    1.500         0.29
GAP43   -1.20    8.2 15 1.4e-04 0.099        6    1.900         0.31
SPARC   -0.69    8.7 14 3.2e-04 0.200        7    3.200         0.46
KCTD1   -1.10    6.8 13 3.7e-04 0.200        8    3.400         0.42
SDC2    -0.81    7.8 13 5.2e-04 0.250        9    4.200         0.47
CRABP1   1.80    9.9 12 5.7e-04 0.250       10    4.500         0.45
1e-04      NA     NA NA      NA    NA        5    1.500         0.31
1e-05      NA     NA NA      NA    NA        0    0.430          Inf
1e-06      NA     NA NA      NA    NA        0    0.200          Inf
1e-07      NA     NA NA      NA    NA        0    0.067          Inf
1e-08      NA     NA NA      NA    NA        0    0.067          Inf
1e-09      NA     NA NA      NA    NA        0    0.000          NaN
1e-10      NA     NA NA      NA    NA        0    0.000          NaN
[1] "LOC100507431_3_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
DDIT4    -1.30    8.2 23 3.3e-06 0.014        1    0.033        0.033
EEF2     -0.41   11.0 13 3.4e-04 0.560        2    1.500        0.770
TRIB3    -1.10    7.4 12 7.2e-04 0.560        3    3.000        1.000
TAF6     -0.65    7.3 12 7.8e-04 0.560        4    3.100        0.780
SHMT2    -0.72    7.7 11 9.1e-04 0.560        5    3.500        0.710
MPHOSPH6  0.67    7.2 11 1.0e-03 0.560        6    3.800        0.630
WARS     -0.79    7.5 11 1.2e-03 0.560        7    4.600        0.660
HERPUD1  -0.86    7.4 11 1.2e-03 0.560        8    4.600        0.580
EIF3L    -0.35    9.6 11 1.3e-03 0.560        9    4.900        0.540
ING4      0.86    6.8 10 1.5e-03 0.560       10    5.900        0.590
1e-04       NA     NA NA      NA    NA        1    0.630        0.630
1e-05       NA     NA NA      NA    NA        1    0.100        0.100
1e-06       NA     NA NA      NA    NA        0    0.000          NaN
1e-07       NA     NA NA      NA    NA        0    0.000          NaN
1e-08       NA     NA NA      NA    NA        0    0.000          NaN
1e-09       NA     NA NA      NA    NA        0    0.000          NaN
1e-10       NA     NA NA      NA    NA        0    0.000          NaN
[1] "LOC105376975_1_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NEFM     -1.70    7.9 17.0 6.6e-05 0.29        1    0.670         0.67
NEFL     -0.87    8.6 10.0 1.8e-03 0.98        2    7.700         3.80
DIO3      1.20    7.1 10.0 1.8e-03 0.98        3    8.000         2.70
ISY1     -0.88    6.8  9.9 1.9e-03 0.98        4    8.400         2.10
ATAD2     1.30    6.8  9.6 2.3e-03 0.98        5   10.000         2.00
ENTPD6   -0.73    7.0  9.5 2.4e-03 0.98        6   10.000         1.70
SMCHD1    1.00    6.9  9.5 2.4e-03 0.98        7   10.000         1.50
MGST1    -0.70    8.0  9.4 2.5e-03 0.98        8   11.000         1.40
SLC9A3R1 -0.85    6.8  9.2 2.8e-03 0.98        9   12.000         1.30
DHCR24   -0.65    7.3  9.0 3.1e-03 0.98       10   13.000         1.30
1e-04       NA     NA   NA      NA   NA        1    0.830         0.83
1e-05       NA     NA   NA      NA   NA        0    0.300          Inf
1e-06       NA     NA   NA      NA   NA        0    0.200          Inf
1e-07       NA     NA   NA      NA   NA        0    0.100          Inf
1e-08       NA     NA   NA      NA   NA        0    0.033          Inf
1e-09       NA     NA   NA      NA   NA        0    0.000          NaN
1e-10       NA     NA   NA      NA   NA        0    0.000          NaN
[1] "LOC105376975_2_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
MCM5    0.98    7.1 13.0 0.00036 0.52        1    2.200         2.20
PSAT1   0.76    8.4 13.0 0.00044 0.52        2    2.800         1.40
PHGDH   0.75    8.6 13.0 0.00050 0.52        3    3.100         1.00
NAT9    0.91    6.8 12.0 0.00057 0.52        4    3.400         0.84
MTHFD2  0.89    7.4 12.0 0.00066 0.52        5    3.800         0.77
TCAF1   1.00    6.8 12.0 0.00077 0.52        6    4.400         0.74
CEBPB   1.30    6.9 11.0 0.00095 0.52        7    5.200         0.74
MRPS34 -0.42    8.6 11.0 0.00096 0.52        8    5.200         0.65
CENPA  -0.92    7.1 11.0 0.00110 0.54        9    5.800         0.64
ZNF24  -0.64    7.1  9.9 0.00190 0.68       10    9.100         0.91
1e-04     NA     NA   NA      NA   NA        0    0.970          Inf
1e-05     NA     NA   NA      NA   NA        0    0.300          Inf
1e-06     NA     NA   NA      NA   NA        0    0.130          Inf
1e-07     NA     NA   NA      NA   NA        0    0.067          Inf
1e-08     NA     NA   NA      NA   NA        0    0.033          Inf
1e-09     NA     NA   NA      NA   NA        0    0.000          NaN
1e-10     NA     NA   NA      NA   NA        0    0.000          NaN
[1] "LOC105376975_3_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
ACBD3   -1.70    6.9 14.0 0.00021 0.59        1    1.800          1.8
SPOCK1  -1.90    6.7 14.0 0.00031 0.59        2    2.500          1.2
SDC2    -1.40    7.7 13.0 0.00041 0.59        3    3.100          1.0
KIF5C    2.40    7.3 11.0 0.00100 0.73        4    5.400          1.3
HES4     2.30    7.7 11.0 0.00150 0.73        5    7.100          1.4
FNBP4    3.10    6.8 10.0 0.00150 0.73        6    7.100          1.2
OSBPL1A  3.00    6.8 10.0 0.00180 0.73        7    8.200          1.2
RIF1     3.30    6.9  9.8 0.00210 0.73        8    9.900          1.2
ELOB    -0.66    9.5  9.8 0.00210 0.73        9    9.900          1.1
HACD1    3.20    6.9  9.7 0.00230 0.73       10   10.000          1.0
1e-04      NA     NA   NA      NA   NA        0    0.930          Inf
1e-05      NA     NA   NA      NA   NA        0    0.470          Inf
1e-06      NA     NA   NA      NA   NA        0    0.130          Inf
1e-07      NA     NA   NA      NA   NA        0    0.033          Inf
1e-08      NA     NA   NA      NA   NA        0    0.033          Inf
1e-09      NA     NA   NA      NA   NA        0    0.033          Inf
1e-10      NA     NA   NA      NA   NA        0    0.033          Inf
[1] "miR137_1_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
PKMYT1  1.40    6.8 16 0.00011 0.47        1    0.870         0.87
APMAP   0.66    7.5 12 0.00061 0.58        2    3.100         1.60
CDC6    1.30    7.0 12 0.00065 0.58        3    3.200         1.10
ARMCX6 -0.81    7.1 12 0.00071 0.58        4    3.500         0.88
NDC80  -1.00    6.8 12 0.00085 0.58        5    4.000         0.80
SOX21  -0.87    6.8 11 0.00092 0.58        6    4.400         0.73
THG1L  -0.77    7.0 11 0.00093 0.58        7    4.400         0.63
EIF4A3  0.64    7.7 11 0.00110 0.60        8    5.300         0.66
ATAD2   1.20    6.8 11 0.00140 0.68        9    6.600         0.73
PPIF    0.76    7.4 10 0.00160 0.68       10    7.200         0.72
1e-04     NA     NA NA      NA   NA        0    0.770          Inf
1e-05     NA     NA NA      NA   NA        0    0.200          Inf
1e-06     NA     NA NA      NA   NA        0    0.100          Inf
1e-07     NA     NA NA      NA   NA        0    0.067          Inf
1e-08     NA     NA NA      NA   NA        0    0.033          Inf
1e-09     NA     NA NA      NA   NA        0    0.000          NaN
1e-10     NA     NA NA      NA   NA        0    0.000          NaN
[1] "miR137_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
MTX2     1.10    7.0 13.0 0.00051 0.99        1    2.700          2.7
FRZB     1.70    7.0 12.0 0.00053 0.99        2    2.800          1.4
ASRGL1   1.00    7.0 11.0 0.00130 0.99        3    5.900          2.0
NDUFA9   0.74    7.6 10.0 0.00180 0.99        4    7.600          1.9
COMMD6  -0.37    8.7  9.7 0.00210 0.99        5    8.900          1.8
PHYHIPL  1.20    6.8  9.5 0.00240 0.99        6   10.000          1.7
RND3    -0.83    7.0  9.5 0.00240 0.99        7   10.000          1.5
ELAVL3   1.30    6.9  9.1 0.00300 0.99        8   13.000          1.6
CCNG1   -0.49    8.2  8.9 0.00330 0.99        9   14.000          1.5
SSBP1   -0.34    9.0  8.8 0.00350 0.99       10   14.000          1.4
1e-04      NA     NA   NA      NA   NA        0    0.970          Inf
1e-05      NA     NA   NA      NA   NA        0    0.270          Inf
1e-06      NA     NA   NA      NA   NA        0    0.100          Inf
1e-07      NA     NA   NA      NA   NA        0    0.067          Inf
1e-08      NA     NA   NA      NA   NA        0    0.067          Inf
1e-09      NA     NA   NA      NA   NA        0    0.067          Inf
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "miR137_3_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
DST    -1.10    6.8 19 1.7e-05 0.074        1     0.17         0.17
NQO1   -1.10    7.5 16 1.1e-04 0.230        2     0.57         0.28
PDLIM7 -0.57    8.5 13 3.2e-04 0.330        3     1.60         0.52
GPN1   -0.67    7.4 13 3.5e-04 0.330        4     1.60         0.40
ARMCX6 -0.80    7.0 13 3.9e-04 0.330        5     1.80         0.36
ACTG1  -0.24   13.0 12 5.4e-04 0.380        6     2.40         0.39
TPM1   -0.66    8.4 11 9.7e-04 0.590        7     3.40         0.49
CALM2  -0.37   10.0 11 1.3e-03 0.680        8     4.30         0.54
PRR11  -0.87    6.7 10 1.4e-03 0.680        9     4.90         0.54
PTX3   -0.77    6.8 10 1.8e-03 0.780       10     5.90         0.59
1e-04     NA     NA NA      NA    NA        1     0.57         0.57
1e-05     NA     NA NA      NA    NA        0     0.10          Inf
1e-06     NA     NA NA      NA    NA        0     0.00          NaN
1e-07     NA     NA NA      NA    NA        0     0.00          NaN
1e-08     NA     NA NA      NA    NA        0     0.00          NaN
1e-09     NA     NA NA      NA    NA        0     0.00          NaN
1e-10     NA     NA NA      NA    NA        0     0.00          NaN
[1] "NAB2_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
ISY1    -0.94    6.8 12.0 0.00053   1        1    4.100          4.1
PSMA5    0.57    7.9 11.0 0.00087   1        2    6.000          3.0
WDR18    0.70    7.5 10.0 0.00160   1        3    9.400          3.1
PIM3    -0.89    6.9  9.8 0.00200   1        4   11.000          2.7
EIF2B2   0.90    7.0  9.7 0.00210   1        5   11.000          2.3
SOX21   -0.89    6.8  9.7 0.00220   1        6   12.000          1.9
SFSWAP  -0.75    6.9  9.4 0.00250   1        7   13.000          1.9
ROMO1    0.51    7.9  9.0 0.00300   1        8   15.000          1.9
TMEM38B  1.00    6.7  8.3 0.00450   1        9   21.000          2.4
ERP29    0.40    8.6  8.0 0.00530   1       10   25.000          2.5
1e-04      NA     NA   NA      NA  NA        0    1.400          Inf
1e-05      NA     NA   NA      NA  NA        0    0.370          Inf
1e-06      NA     NA   NA      NA  NA        0    0.067          Inf
1e-07      NA     NA   NA      NA  NA        0    0.033          Inf
1e-08      NA     NA   NA      NA  NA        0    0.000          NaN
1e-09      NA     NA   NA      NA  NA        0    0.000          NaN
1e-10      NA     NA   NA      NA  NA        0    0.000          NaN
[1] "NAB2_2_gene_edgeR-qlf_Neg1.Rd"
             logFC logCPM  F  PValue     FDR #in_real #in_perm
CLU          -1.90    7.8 44 4.7e-10 2.0e-06        1    0.033
NQO1         -1.90    7.6 32 6.5e-08 1.4e-04        2    0.067
GAP43        -1.70    8.3 28 4.6e-07 6.6e-04        3    0.170
FTH1         -1.10   12.0 24 2.6e-06 2.7e-03        4    0.330
CTD-2006C1.2 -1.20    7.0 19 2.5e-05 2.1e-02        5    0.670
IFI27L1      -1.20    6.8 18 3.1e-05 2.2e-02        6    0.700
EIF4A2       -0.73    8.1 14 2.3e-04 1.4e-01        7    2.500
SQSTM1       -1.30    8.3 14 3.0e-04 1.6e-01        8    3.000
CRABP2        1.40    7.6 13 4.8e-04 2.3e-01        9    3.900
ARMCX6       -0.95    7.0 12 5.6e-04 2.4e-01       10    4.200
1e-04           NA     NA NA      NA      NA        6    1.500
1e-05           NA     NA NA      NA      NA        4    0.530
1e-06           NA     NA NA      NA      NA        3    0.200
1e-07           NA     NA NA      NA      NA        2    0.067
1e-08           NA     NA NA      NA      NA        1    0.067
1e-09           NA     NA NA      NA      NA        1    0.033
1e-10           NA     NA NA      NA      NA        0    0.033
             EmpiricalFDR
CLU                 0.033
NQO1                0.033
GAP43               0.056
FTH1                0.083
CTD-2006C1.2        0.130
IFI27L1             0.120
EIF4A2              0.350
SQSTM1              0.380
CRABP2              0.430
ARMCX6              0.420
1e-04               0.240
1e-05               0.130
1e-06               0.067
1e-07               0.033
1e-08               0.067
1e-09               0.033
1e-10                 Inf
[1] "NAB2_3_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
MT-ATP6  -0.64   11.0 13.0 0.00042 0.91        1    1.500         1.50
PKMYT1    1.60    6.8 13.0 0.00043 0.91        2    1.500         0.77
TP53      1.10    7.1 12.0 0.00066 0.93        3    2.600         0.86
ASCL1    -1.30    7.2 11.0 0.00130 1.00        4    4.800         1.20
HCCS     -0.92    6.8  9.9 0.00200 1.00        5    6.700         1.30
CAPZA1   -0.58    7.8  9.9 0.00200 1.00        6    6.800         1.10
PEX2      1.10    6.8  9.3 0.00270 1.00        7    9.000         1.30
TMEM106C  0.88    7.4  9.0 0.00310 1.00        8   10.000         1.30
ID1      -1.20    6.9  8.9 0.00330 1.00        9   11.000         1.20
UCHL5     1.10    6.8  8.9 0.00330 1.00       10   11.000         1.10
1e-04       NA     NA   NA      NA   NA        0    0.330          Inf
1e-05       NA     NA   NA      NA   NA        0    0.100          Inf
1e-06       NA     NA   NA      NA   NA        0    0.033          Inf
1e-07       NA     NA   NA      NA   NA        0    0.000          NaN
1e-08       NA     NA   NA      NA   NA        0    0.000          NaN
1e-09       NA     NA   NA      NA   NA        0    0.000          NaN
1e-10       NA     NA   NA      NA   NA        0    0.000          NaN
[1] "NGEF_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
NQO1    -1.70    7.4 14 0.00025 0.53        1    2.000         2.00
SKP1     0.73    9.0 14 0.00025 0.53        2    2.000         1.00
CTTN    -1.40    7.0 13 0.00041 0.58        3    2.500         0.82
CMBL     2.50    6.9 12 0.00054 0.58        4    2.900         0.73
APRT     0.99    8.4 12 0.00083 0.63        5    4.200         0.84
DEF8     1.30    7.5 11 0.00096 0.63        6    4.600         0.76
TPX2    -1.40    7.1 11 0.00110 0.63        7    5.300         0.76
PHLDA3   1.90    7.8 11 0.00130 0.63        8    6.400         0.80
ARFGAP2  1.40    7.3 11 0.00150 0.63        9    6.900         0.76
PCDH17  -1.30    7.2 10 0.00150 0.63       10    7.200         0.72
1e-04      NA     NA NA      NA   NA        0    1.100          Inf
1e-05      NA     NA NA      NA   NA        0    0.330          Inf
1e-06      NA     NA NA      NA   NA        0    0.130          Inf
1e-07      NA     NA NA      NA   NA        0    0.100          Inf
1e-08      NA     NA NA      NA   NA        0    0.067          Inf
1e-09      NA     NA NA      NA   NA        0    0.033          Inf
1e-10      NA     NA NA      NA   NA        0    0.033          Inf
[1] "NGEF_2_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
EMG1      -1.8    7.7 13.0 0.00044 0.98        1    2.600          2.6
SGO2      -2.4    6.9 12.0 0.00062 0.98        2    3.300          1.7
TROAP     -2.5    6.7 12.0 0.00081 0.98        3    4.200          1.4
CDCA3     -2.5    6.9 11.0 0.00120 0.98        4    5.400          1.4
AURKB     -2.3    7.3  9.9 0.00200 0.98        5    8.700          1.7
KPNA2     -1.8    8.7  9.8 0.00210 0.98        6    8.900          1.5
REEP4     -2.1    6.8  9.5 0.00240 0.98        7   10.000          1.4
PSRC1     -2.2    7.7  9.5 0.00250 0.98        8   10.000          1.3
MIS18BP1  -2.2    6.7  9.0 0.00320 0.98        9   13.000          1.4
TMCO1      2.9    7.8  9.0 0.00320 0.98       10   13.000          1.3
1e-04       NA     NA   NA      NA   NA        0    0.870          Inf
1e-05       NA     NA   NA      NA   NA        0    0.470          Inf
1e-06       NA     NA   NA      NA   NA        0    0.130          Inf
1e-07       NA     NA   NA      NA   NA        0    0.033          Inf
1e-08       NA     NA   NA      NA   NA        0    0.000          NaN
1e-09       NA     NA   NA      NA   NA        0    0.000          NaN
1e-10       NA     NA   NA      NA   NA        0    0.000          NaN
[1] "PBRM1_1_gene_edgeR-qlf_Neg1.Rd"
               logFC logCPM  F  PValue   FDR #in_real #in_perm
PLK1            -2.7    7.5 22 5.8e-06 0.025        1    0.500
RP11-339B21.12  -2.3    7.0 17 7.2e-05 0.097        2    1.200
JUN             -1.9    7.9 16 8.8e-05 0.097        3    1.200
CDC25B          -2.5    7.2 16 8.9e-05 0.097        4    1.200
TPX2            -2.2    7.1 15 2.0e-04 0.180        5    2.100
PTTG1           -2.0    8.5 13 3.5e-04 0.230        6    2.700
PSRC1           -2.0    7.7 13 3.6e-04 0.230        7    2.800
CCDC167         -1.1    8.1 11 1.0e-03 0.570        8    5.600
NUDCD2          -1.4    7.5 11 1.3e-03 0.590        9    6.700
NUF2            -2.0    6.8 10 1.5e-03 0.590       10    7.300
1e-04             NA     NA NA      NA    NA        4    1.400
1e-05             NA     NA NA      NA    NA        1    0.600
1e-06             NA     NA NA      NA    NA        0    0.400
1e-07             NA     NA NA      NA    NA        0    0.170
1e-08             NA     NA NA      NA    NA        0    0.067
1e-09             NA     NA NA      NA    NA        0    0.067
1e-10             NA     NA NA      NA    NA        0    0.033
               EmpiricalFDR
PLK1                   0.50
RP11-339B21.12         0.62
JUN                    0.41
CDC25B                 0.31
TPX2                   0.42
PTTG1                  0.46
PSRC1                  0.40
CCDC167                0.70
NUDCD2                 0.74
NUF2                   0.73
1e-04                  0.35
1e-05                  0.60
1e-06                   Inf
1e-07                   Inf
1e-08                   Inf
1e-09                   Inf
1e-10                   Inf
[1] "PBRM1_2_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
INTU   -1.50    6.9 17.0 7.5e-05 0.32        1    1.300         1.30
IFITM3 -1.60    8.8 15.0 1.5e-04 0.32        2    1.800         0.92
TFPT    2.10    6.9 11.0 9.3e-04 1.00        3    7.200         2.40
MKI67  -1.30    7.3 11.0 1.2e-03 1.00        4    8.500         2.10
ILKAP   1.60    6.9  9.9 2.0e-03 1.00        5   13.000         2.60
PRSS23 -0.94    8.2  9.4 2.6e-03 1.00        6   16.000         2.60
BCAT2   1.60    6.9  9.3 2.8e-03 1.00        7   16.000         2.30
NUDT14  1.60    7.0  8.9 3.2e-03 1.00        8   19.000         2.30
TLE4   -1.20    6.9  8.7 3.7e-03 1.00        9   20.000         2.30
UBE2C  -1.40    8.2  8.6 3.8e-03 1.00       10   21.000         2.10
1e-04     NA     NA   NA      NA   NA        1    1.500         1.50
1e-05     NA     NA   NA      NA   NA        0    0.570          Inf
1e-06     NA     NA   NA      NA   NA        0    0.200          Inf
1e-07     NA     NA   NA      NA   NA        0    0.130          Inf
1e-08     NA     NA   NA      NA   NA        0    0.100          Inf
1e-09     NA     NA   NA      NA   NA        0    0.033          Inf
1e-10     NA     NA   NA      NA   NA        0    0.000          NaN
[1] "PBRM1_3_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
SPARC   -1.6    8.6 20 1.7e-05 0.074        1    1.300         1.30
HDAC2    2.0    8.6 16 9.3e-05 0.180        2    2.400         1.20
HEBP1   -2.0    7.0 15 1.3e-04 0.180        3    2.700         0.89
CCND2   -2.3    7.1 15 1.7e-04 0.190        4    3.100         0.77
SCD     -1.7    7.6 14 2.6e-04 0.210        5    3.800         0.75
NDN     -1.7    7.5 14 3.0e-04 0.210        6    3.900         0.65
PCSK1N  -2.0    7.1 13 4.8e-04 0.260        7    4.900         0.70
ID1     -2.4    6.9 13 4.8e-04 0.260        8    5.000         0.62
CMBL    -1.9    7.0 12 7.7e-04 0.310        9    6.700         0.75
COPS3    2.3    7.9 12 7.7e-04 0.310       10    6.700         0.67
1e-04     NA     NA NA      NA    NA        2    2.500         1.30
1e-05     NA     NA NA      NA    NA        0    1.000          Inf
1e-06     NA     NA NA      NA    NA        0    0.530          Inf
1e-07     NA     NA NA      NA    NA        0    0.330          Inf
1e-08     NA     NA NA      NA    NA        0    0.200          Inf
1e-09     NA     NA NA      NA    NA        0    0.100          Inf
1e-10     NA     NA NA      NA    NA        0    0.067          Inf
[1] "PCDHA123_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
ARMCX6  -0.86    7.0 16 9.6e-05 0.41        1      1.0          1.0
PDLIM2  -0.75    7.5 12 5.5e-04 0.75        2      3.7          1.8
PHLDA1  -1.00    7.1 12 6.3e-04 0.75        3      4.2          1.4
GAP43   -0.85    8.2 11 9.2e-04 0.75        4      5.5          1.4
SSR3    -0.48    8.1 11 9.2e-04 0.75        5      5.5          1.1
SUMO2    0.27   10.0 11 1.1e-03 0.75        6      6.8          1.1
GOSR1   -0.64    7.1 11 1.2e-03 0.75        7      7.1          1.0
PPP2R2B -0.81    6.8 10 1.6e-03 0.76        8      8.9          1.1
CDC6     1.00    6.9 10 1.7e-03 0.76        9      9.5          1.1
MAT2A    0.68    7.3 10 1.9e-03 0.76       10     10.0          1.0
1e-04      NA     NA NA      NA   NA        1      1.0          1.0
1e-05      NA     NA NA      NA   NA        0      0.2          Inf
1e-06      NA     NA NA      NA   NA        0      0.1          Inf
1e-07      NA     NA NA      NA   NA        0      0.0          NaN
1e-08      NA     NA NA      NA   NA        0      0.0          NaN
1e-09      NA     NA NA      NA   NA        0      0.0          NaN
1e-10      NA     NA NA      NA   NA        0      0.0          NaN
[1] "PCDHA123_2_gene_edgeR-qlf_Neg1.Rd"
      logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
CTGF  -0.84    8.6 13 0.00040 0.66        1    1.900         1.90
LASP1 -0.82    6.8 12 0.00065 0.66        2    2.400         1.20
IMPA2  0.91    6.8 12 0.00084 0.66        3    2.800         0.92
MCM5   0.79    7.1 11 0.00088 0.66        4    2.900         0.72
CYR61 -0.63    8.0 11 0.00100 0.66        5    3.200         0.65
GRSF1 -0.47    7.7 11 0.00110 0.66        6    3.300         0.55
NINJ1  0.77    7.0 11 0.00130 0.66        7    4.500         0.64
SEPT2 -0.36    8.2 11 0.00140 0.66        8    4.600         0.58
DDIT4 -0.86    8.1 10 0.00140 0.66        9    4.600         0.51
PDE6D -0.70    6.7 10 0.00170 0.71       10    5.500         0.55
1e-04    NA     NA NA      NA   NA        0    0.370          Inf
1e-05    NA     NA NA      NA   NA        0    0.130          Inf
1e-06    NA     NA NA      NA   NA        0    0.033          Inf
1e-07    NA     NA NA      NA   NA        0    0.000          NaN
1e-08    NA     NA NA      NA   NA        0    0.000          NaN
1e-09    NA     NA NA      NA   NA        0    0.000          NaN
1e-10    NA     NA NA      NA   NA        0    0.000          NaN
[1] "PCDHA123_3_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NRDC     0.83    7.0 14.0 0.00020 0.65        1     0.93         0.93
GPM6B   -0.45    8.5 13.0 0.00031 0.65        2     1.30         0.63
SOX4     0.74    8.4 10.0 0.00170 1.00        3     5.50         1.80
RBM22   -0.54    7.2  9.9 0.00190 1.00        4     6.10         1.50
IGF2BP1  0.51    7.5  9.1 0.00290 1.00        5     9.00         1.80
BNIP3    0.61    7.2  8.1 0.00480 1.00        6    15.00         2.40
DPYSL3   0.75    6.8  8.1 0.00500 1.00        7    15.00         2.20
TMEM101 -0.59    6.9  8.0 0.00510 1.00        8    16.00         2.00
FYN      0.60    7.1  8.0 0.00510 1.00        9    16.00         1.70
RNF220  -0.69    6.7  8.0 0.00520 1.00       10    16.00         1.60
1e-04      NA     NA   NA      NA   NA        0     0.50          Inf
1e-05      NA     NA   NA      NA   NA        0     0.17          Inf
1e-06      NA     NA   NA      NA   NA        0     0.00          NaN
1e-07      NA     NA   NA      NA   NA        0     0.00          NaN
1e-08      NA     NA   NA      NA   NA        0     0.00          NaN
1e-09      NA     NA   NA      NA   NA        0     0.00          NaN
1e-10      NA     NA   NA      NA   NA        0     0.00          NaN
[1] "pos_SNAP91_2_gene_edgeR-qlf_Neg1.Rd"
             logFC logCPM   F PValue FDR #in_real #in_perm EmpiricalFDR
TDG            4.1    7.3 8.7 0.0038   1        1   16.000         16.0
MGME1         -1.8    6.9 8.1 0.0050   1        2   21.000         10.0
USP16          4.0    7.2 7.8 0.0059   1        3   24.000          8.1
FOXB1         -1.8    7.0 7.7 0.0064   1        4   26.000          6.5
LLPH           4.0    7.2 7.5 0.0068   1        5   27.000          5.4
RP11-329L6.2   4.3    7.4 7.5 0.0068   1        6   27.000          4.5
MT-CO2        -1.2   12.0 7.4 0.0074   1        7   30.000          4.2
SPAG16         4.3    7.4 7.3 0.0079   1        8   32.000          3.9
RBCK1          3.8    7.2 7.1 0.0084   1        9   34.000          3.7
MT-CYB        -1.1   11.0 7.1 0.0086   1       10   34.000          3.4
1e-04           NA     NA  NA     NA  NA        0    1.700          Inf
1e-05           NA     NA  NA     NA  NA        0    0.600          Inf
1e-06           NA     NA  NA     NA  NA        0    0.330          Inf
1e-07           NA     NA  NA     NA  NA        0    0.270          Inf
1e-08           NA     NA  NA     NA  NA        0    0.100          Inf
1e-09           NA     NA  NA     NA  NA        0    0.033          Inf
1e-10           NA     NA  NA     NA  NA        0    0.033          Inf
[1] "pos_SNAP91_3_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
THG1L   -1.10    7.0 16.0 8.9e-05 0.38        1    0.700         0.70
PRSS23  -0.77    8.3 11.0 1.4e-03 1.00        2    6.300         3.20
CD3EAP   1.30    6.7 10.0 1.5e-03 1.00        3    6.500         2.20
SF3B4    0.68    7.7 10.0 1.5e-03 1.00        4    6.600         1.60
CAV1    -1.20    7.3 10.0 1.8e-03 1.00        5    7.700         1.50
PPP2R2B -1.00    6.8  9.8 2.0e-03 1.00        6    8.500         1.40
TMEM259  0.94    7.1  9.4 2.6e-03 1.00        7   10.000         1.50
LONP1    1.10    7.1  8.7 3.6e-03 1.00        8   14.000         1.80
TP53I3  -0.93    7.0  8.7 3.7e-03 1.00        9   15.000         1.60
DPH3    -0.69    7.3  8.5 4.0e-03 1.00       10   16.000         1.60
1e-04      NA     NA   NA      NA   NA        1    0.730         0.73
1e-05      NA     NA   NA      NA   NA        0    0.270          Inf
1e-06      NA     NA   NA      NA   NA        0    0.130          Inf
1e-07      NA     NA   NA      NA   NA        0    0.100          Inf
1e-08      NA     NA   NA      NA   NA        0    0.033          Inf
1e-09      NA     NA   NA      NA   NA        0    0.033          Inf
1e-10      NA     NA   NA      NA   NA        0    0.033          Inf
[1] "PPP1R16B_1_gene_edgeR-qlf_Neg1.Rd"
      logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
CAV1  -1.30    7.4 15.0 0.00014 0.58        1    1.300          1.3
SRPK2 -0.64    7.4 12.0 0.00073 0.87        2    4.300          2.2
NEFM  -1.30    7.9 10.0 0.00160 0.87        3    7.900          2.6
CMTM3 -0.51    7.7 10.0 0.00170 0.87        4    8.100          2.0
TCTN1  0.90    6.8  9.6 0.00230 0.87        5   11.000          2.2
RPS19 -0.24   13.0  9.4 0.00250 0.87        6   12.000          2.0
YIF1B  0.79    6.8  9.1 0.00290 0.87        7   13.000          1.9
GCAT   0.81    7.0  9.0 0.00300 0.87        8   14.000          1.7
NQO1  -0.95    7.4  8.9 0.00320 0.87        9   15.000          1.6
TFDP1  0.72    7.2  8.9 0.00330 0.87       10   15.000          1.5
1e-04    NA     NA   NA      NA   NA        0    0.970          Inf
1e-05    NA     NA   NA      NA   NA        0    0.170          Inf
1e-06    NA     NA   NA      NA   NA        0    0.033          Inf
1e-07    NA     NA   NA      NA   NA        0    0.000          NaN
1e-08    NA     NA   NA      NA   NA        0    0.000          NaN
1e-09    NA     NA   NA      NA   NA        0    0.000          NaN
1e-10    NA     NA   NA      NA   NA        0    0.000          NaN
[1] "PPP1R16B_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
EZR     -0.83    7.5 12.0 0.00058   1        1    3.000          3.0
ZNF512  -0.95    6.7 11.0 0.00090   1        2    4.600          2.3
TLE4    -0.91    7.0 10.0 0.00170   1        3    7.100          2.4
TET1    -0.87    6.8 10.0 0.00190   1        4    8.000          2.0
RPN1     1.10    6.7  9.3 0.00260   1        5   10.000          2.1
USP7    -0.84    6.8  8.9 0.00340   1        6   13.000          2.1
WASF1   -0.80    6.9  8.8 0.00340   1        7   13.000          1.8
NSG1     1.10    7.0  8.2 0.00470   1        8   18.000          2.2
CDC42   -0.45    8.0  8.2 0.00480   1        9   18.000          2.0
LAPTM4A -0.65    7.1  7.8 0.00580   1       10   22.000          2.2
1e-04      NA     NA   NA      NA  NA        0    0.670          Inf
1e-05      NA     NA   NA      NA  NA        0    0.130          Inf
1e-06      NA     NA   NA      NA  NA        0    0.033          Inf
1e-07      NA     NA   NA      NA  NA        0    0.000          NaN
1e-08      NA     NA   NA      NA  NA        0    0.000          NaN
1e-09      NA     NA   NA      NA  NA        0    0.000          NaN
1e-10      NA     NA   NA      NA  NA        0    0.000          NaN
[1] "PPP1R16B_3_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
ASCL1  -1.30    7.3 14.0 0.00028 0.77        1    1.800          1.8
GTF2F2 -0.64    7.5 12.0 0.00066 0.77        2    3.700          1.8
IRX5   -0.98    6.9 12.0 0.00071 0.77        3    4.000          1.3
SNAPC2 -0.86    7.1 12.0 0.00076 0.77        4    4.200          1.0
DBI     0.46    8.9 11.0 0.00130 0.77        5    6.600          1.3
HES6   -1.00    9.2 11.0 0.00130 0.77        6    6.600          1.1
MBOAT7  1.00    6.8 10.0 0.00150 0.77        7    7.200          1.0
THG1L  -0.77    7.0  9.6 0.00220 0.77        8   11.000          1.4
TWF2   -0.83    6.9  9.6 0.00230 0.77        9   11.000          1.2
SOX11  -0.75    8.0  9.6 0.00230 0.77       10   11.000          1.1
1e-04     NA     NA   NA      NA   NA        0    0.870          Inf
1e-05     NA     NA   NA      NA   NA        0    0.170          Inf
1e-06     NA     NA   NA      NA   NA        0    0.067          Inf
1e-07     NA     NA   NA      NA   NA        0    0.033          Inf
1e-08     NA     NA   NA      NA   NA        0    0.033          Inf
1e-09     NA     NA   NA      NA   NA        0    0.033          Inf
1e-10     NA     NA   NA      NA   NA        0    0.000          NaN
[1] "RERE_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
SNX27   -0.85    6.8 12.0 0.00053 0.92        1     3.10          3.1
TPX2    -0.95    7.2 12.0 0.00067 0.92        2     3.90          2.0
NDC80   -0.97    6.8 12.0 0.00078 0.92        3     4.50          1.5
ISG20L2  0.92    7.0 11.0 0.00086 0.92        4     4.80          1.2
NINJ1    0.86    7.0  9.1 0.00290 0.99        5    13.00          2.5
ARF4     0.60    8.4  8.9 0.00330 0.99        6    14.00          2.4
IMPDH1   0.84    6.9  8.7 0.00370 0.99        7    16.00          2.2
KNSTRN  -0.79    7.1  8.4 0.00420 0.99        8    18.00          2.2
TROVE2   0.48    7.7  8.4 0.00420 0.99        9    18.00          2.0
MKI67   -0.77    7.4  8.2 0.00460 0.99       10    19.00          1.9
1e-04      NA     NA   NA      NA   NA        0     0.73          Inf
1e-05      NA     NA   NA      NA   NA        0     0.10          Inf
1e-06      NA     NA   NA      NA   NA        0     0.00          NaN
1e-07      NA     NA   NA      NA   NA        0     0.00          NaN
1e-08      NA     NA   NA      NA   NA        0     0.00          NaN
1e-09      NA     NA   NA      NA   NA        0     0.00          NaN
1e-10      NA     NA   NA      NA   NA        0     0.00          NaN
[1] "RERE_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
USMG5    0.46    8.8 16.0 0.00011 0.45        1    1.300         1.30
KDELR2   0.62    8.0 14.0 0.00021 0.45        2    1.900         0.95
FBXO5    1.20    7.0 12.0 0.00054 0.62        3    3.900         1.30
MRPL23   0.69    7.5 12.0 0.00058 0.62        4    4.000         1.00
TAGLN3  -1.20    7.5 11.0 0.00100 0.90        5    6.100         1.20
BTG1    -0.61    8.6 10.0 0.00160 1.00        6    8.500         1.40
P3H4     0.85    6.9  9.9 0.00190 1.00        7    9.700         1.40
CIAPIN1 -0.52    7.6  9.7 0.00220 1.00        8   11.000         1.40
DDX6     0.81    7.0  9.5 0.00240 1.00        9   12.000         1.30
DCAF15  -0.79    6.9  9.2 0.00280 1.00       10   14.000         1.40
1e-04      NA     NA   NA      NA   NA        0    1.300          Inf
1e-05      NA     NA   NA      NA   NA        0    0.230          Inf
1e-06      NA     NA   NA      NA   NA        0    0.033          Inf
1e-07      NA     NA   NA      NA   NA        0    0.033          Inf
1e-08      NA     NA   NA      NA   NA        0    0.000          NaN
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "RERE_3_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
BRCA1    -1.10    6.8 13.0 0.00052   1        1     3.90          3.9
HIPK2    -0.92    7.1 11.0 0.00097   1        2     5.80          2.9
CADM1    -0.99    7.0 11.0 0.00140   1        3     7.70          2.6
HMGCS1   -0.69    8.2 10.0 0.00190   1        4     9.50          2.4
EZR      -0.77    7.5  8.8 0.00350   1        5    17.00          3.3
AKAP12   -0.83    7.4  8.5 0.00390   1        6    19.00          3.1
ACBD6    -0.65    7.3  8.3 0.00460   1        7    22.00          3.1
C11orf58  0.39    9.0  8.2 0.00480   1        8    22.00          2.8
GLA       1.20    6.8  8.1 0.00490   1        9    23.00          2.6
SURF1     0.93    7.1  7.9 0.00550   1       10    25.00          2.5
1e-04       NA     NA   NA      NA  NA        0     1.20          Inf
1e-05       NA     NA   NA      NA  NA        0     0.30          Inf
1e-06       NA     NA   NA      NA  NA        0     0.13          Inf
1e-07       NA     NA   NA      NA  NA        0     0.10          Inf
1e-08       NA     NA   NA      NA  NA        0     0.00          NaN
1e-09       NA     NA   NA      NA  NA        0     0.00          NaN
1e-10       NA     NA   NA      NA  NA        0     0.00          NaN
[1] "SETD1A_1st_exon_1_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
SNAPC3 -1.10    6.9 11.0 0.00093   1        1    7.100          7.1
NUP50  -1.00    6.9 11.0 0.00120   1        2    8.400          4.2
ACTA2  -1.10    7.4  9.5 0.00250   1        3   14.000          4.6
HES6    1.30    8.8  9.4 0.00260   1        4   14.000          3.6
LRIF1   1.30    6.9  9.3 0.00260   1        5   15.000          2.9
UCP2    1.40    6.8  9.3 0.00270   1        6   15.000          2.5
CARD19  1.30    6.9  9.0 0.00310   1        7   17.000          2.4
MAP1A   1.30    7.0  8.9 0.00320   1        8   17.000          2.2
ITGAE   0.66    7.7  8.6 0.00380   1        9   20.000          2.2
CCND3   1.20    7.1  8.3 0.00450   1       10   23.000          2.3
1e-04     NA     NA   NA      NA  NA        0    1.800          Inf
1e-05     NA     NA   NA      NA  NA        0    0.600          Inf
1e-06     NA     NA   NA      NA  NA        0    0.270          Inf
1e-07     NA     NA   NA      NA  NA        0    0.067          Inf
1e-08     NA     NA   NA      NA  NA        0    0.067          Inf
1e-09     NA     NA   NA      NA  NA        0    0.067          Inf
1e-10     NA     NA   NA      NA  NA        0    0.067          Inf
[1] "SETD1A_1st_exon_2_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
RAB13  -0.80    8.0 19 2.2e-05 0.055        1    0.670         0.67
ASRGL1  1.50    7.0 19 2.6e-05 0.055        2    0.700         0.35
CALD1  -0.99    8.1 17 4.7e-05 0.066        3    0.870         0.29
RIT1   -1.10    6.9 14 2.0e-04 0.180        4    2.100         0.52
MPZL1  -0.93    6.8 14 2.1e-04 0.180        5    2.200         0.44
MYL9   -1.20    7.9 13 3.2e-04 0.200        6    2.900         0.48
TAGLN  -1.20    9.3 13 3.7e-04 0.200        7    3.100         0.44
EMP3   -1.20    6.9 13 3.7e-04 0.200        8    3.100         0.38
TYMS    0.87    8.4 13 5.0e-04 0.240        9    4.000         0.44
PRSS23 -0.85    8.3 12 6.2e-04 0.260       10    4.500         0.45
1e-04     NA     NA NA      NA    NA        3    1.500         0.50
1e-05     NA     NA NA      NA    NA        0    0.500          Inf
1e-06     NA     NA NA      NA    NA        0    0.200          Inf
1e-07     NA     NA NA      NA    NA        0    0.067          Inf
1e-08     NA     NA NA      NA    NA        0    0.033          Inf
1e-09     NA     NA NA      NA    NA        0    0.033          Inf
1e-10     NA     NA NA      NA    NA        0    0.000          NaN
[1] "SETD1A_1st_exon_3_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
UBB      4.0    9.5 16 0.00012 0.49        1    0.830         0.83
FXYD6    3.5    8.1 13 0.00037 0.49        2    1.500         0.77
BEX2    -2.4    6.9 13 0.00041 0.49        3    1.700         0.57
PTN     -2.1    8.1 13 0.00045 0.49        4    1.800         0.44
TMSB10  -1.1   12.0 12 0.00060 0.52        5    2.200         0.45
FTH1    -1.3   12.0 11 0.00120 0.66        6    3.800         0.63
SEPHS2  -2.0    7.0 11 0.00130 0.66        7    4.000         0.58
MKNK2   -1.9    6.9 11 0.00140 0.66        8    4.200         0.52
COX11    4.1    7.3 11 0.00140 0.66        9    4.200         0.46
CST3     2.1    8.2 10 0.00160 0.69       10    4.600         0.46
1e-04     NA     NA NA      NA   NA        0    0.770          Inf
1e-05     NA     NA NA      NA   NA        0    0.067          Inf
1e-06     NA     NA NA      NA   NA        0    0.033          Inf
1e-07     NA     NA NA      NA   NA        0    0.033          Inf
1e-08     NA     NA NA      NA   NA        0    0.000          NaN
1e-09     NA     NA NA      NA   NA        0    0.000          NaN
1e-10     NA     NA NA      NA   NA        0    0.000          NaN
[1] "STAT6_1_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F PValue FDR #in_real #in_perm EmpiricalFDR
SOX21    -0.99    6.8 10.0 0.0017   1        1    8.800          8.8
EIF2D     1.10    6.8 10.0 0.0018   1        2    9.700          4.8
ITM2C     1.00    7.1  9.6 0.0023   1        3   11.000          3.7
RAB28    -0.89    6.9  9.4 0.0025   1        4   12.000          3.1
NBEAL1    0.59    8.1  8.9 0.0033   1        5   15.000          3.0
CCNDBP1   1.20    6.7  8.0 0.0051   1        6   22.000          3.7
TMEM170A -0.76    7.0  7.7 0.0062   1        7   26.000          3.8
TAF6     -0.65    7.2  7.2 0.0081   1        8   33.000          4.1
ZMAT3    -0.86    7.0  7.1 0.0083   1        9   33.000          3.7
CACUL1   -0.62    7.2  6.8 0.0099   1       10   38.000          3.8
1e-04       NA     NA   NA     NA  NA        0    1.300          Inf
1e-05       NA     NA   NA     NA  NA        0    0.400          Inf
1e-06       NA     NA   NA     NA  NA        0    0.100          Inf
1e-07       NA     NA   NA     NA  NA        0    0.067          Inf
1e-08       NA     NA   NA     NA  NA        0    0.067          Inf
1e-09       NA     NA   NA     NA  NA        0    0.033          Inf
1e-10       NA     NA   NA     NA  NA        0    0.033          Inf
[1] "STAT6_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
TP53I3  -1.20    7.1 17 6.3e-05 0.19        1    0.470         0.47
IMPA2    1.40    6.8 16 8.8e-05 0.19        2    0.570         0.28
DHFR     0.95    7.8 14 2.1e-04 0.25        3    1.100         0.36
CYFIP2  -0.95    6.9 14 2.3e-04 0.25        4    1.200         0.31
ENHO     1.20    6.7 12 5.7e-04 0.49        5    2.500         0.49
CCNH    -0.88    6.8 12 6.7e-04 0.49        6    3.000         0.49
ATAD5    1.20    6.8 11 1.0e-03 0.59        7    4.400         0.63
LAMTOR5 -0.46    8.4 11 1.1e-03 0.59        8    4.800         0.60
TP53TG1 -0.90    6.9 10 1.4e-03 0.63        9    5.900         0.65
NSMCE1  -0.88    6.9 10 1.4e-03 0.63       10    5.900         0.59
1e-04      NA     NA NA      NA   NA        2    0.570         0.28
1e-05      NA     NA NA      NA   NA        0    0.067          Inf
1e-06      NA     NA NA      NA   NA        0    0.033          Inf
1e-07      NA     NA NA      NA   NA        0    0.000          NaN
1e-08      NA     NA NA      NA   NA        0    0.000          NaN
1e-09      NA     NA NA      NA   NA        0    0.000          NaN
1e-10      NA     NA NA      NA   NA        0    0.000          NaN
[1] "STAT6_3_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
MPZL1    -0.81    6.9 14.0 0.00026 0.88        1    1.600         1.60
TACC3     1.10    6.9 13.0 0.00041 0.88        2    1.900         0.97
PLK1      1.20    7.2 11.0 0.00110 1.00        3    4.900         1.60
ZNF787    0.91    6.7 11.0 0.00130 1.00        4    5.900         1.50
U2SURP    0.54    7.7  9.7 0.00210 1.00        5    9.200         1.80
DST      -0.84    6.8  9.6 0.00230 1.00        6    9.900         1.60
FZD3     -0.45    7.7  8.6 0.00380 1.00        7   16.000         2.20
CCNB1     0.85    7.3  8.1 0.00480 1.00        8   20.000         2.50
MAP1LC3B  0.55    7.9  8.1 0.00480 1.00        9   20.000         2.20
HMGCS1   -0.47    8.3  8.0 0.00510 1.00       10   21.000         2.10
1e-04       NA     NA   NA      NA   NA        0    0.570          Inf
1e-05       NA     NA   NA      NA   NA        0    0.033          Inf
1e-06       NA     NA   NA      NA   NA        0    0.033          Inf
1e-07       NA     NA   NA      NA   NA        0    0.000          NaN
1e-08       NA     NA   NA      NA   NA        0    0.000          NaN
1e-09       NA     NA   NA      NA   NA        0    0.000          NaN
1e-10       NA     NA   NA      NA   NA        0    0.000          NaN
[1] "TCF4-ITF2_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
IDI1     0.62    8.2 13.0 0.00032 0.96        1    2.700          2.7
CLK3    -0.88    6.9 13.0 0.00043 0.96        2    3.400          1.7
HMBS     0.73    7.2 12.0 0.00069 0.97        3    4.800          1.6
GPI      0.78    7.1 11.0 0.00087 0.97        4    6.000          1.5
TRMT61A -0.80    6.8 11.0 0.00130 0.97        5    7.800          1.6
IFITM3   0.96    8.4 10.0 0.00170 0.97        6    9.300          1.6
MOCS2    0.87    6.8 10.0 0.00180 0.97        7   10.000          1.4
SEC11C   0.61    7.6  9.9 0.00190 0.97        8   10.000          1.3
TGIF2    0.87    7.0  9.7 0.00220 0.97        9   12.000          1.3
C7orf73  0.41    8.1  9.6 0.00230 0.97       10   12.000          1.2
1e-04      NA     NA   NA      NA   NA        0    1.000          Inf
1e-05      NA     NA   NA      NA   NA        0    0.300          Inf
1e-06      NA     NA   NA      NA   NA        0    0.067          Inf
1e-07      NA     NA   NA      NA   NA        0    0.000          NaN
1e-08      NA     NA   NA      NA   NA        0    0.000          NaN
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "TCF4-ITF2_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
ATPIF1  -0.53    8.3 15.0 0.00013 0.58        1    1.500          1.5
FOS     -1.00    6.9 12.0 0.00076 1.00        2    5.400          2.7
MCM5     0.86    7.2  9.6 0.00220 1.00        3   13.000          4.4
TRIM2   -0.71    7.2  9.6 0.00230 1.00        4   13.000          3.3
USP34   -0.80    6.7  9.3 0.00270 1.00        5   15.000          3.0
SALL2   -0.77    6.8  9.2 0.00270 1.00        6   15.000          2.5
TDP2    -0.69    6.9  8.9 0.00330 1.00        7   18.000          2.6
VGLL4    0.77    6.9  8.6 0.00390 1.00        8   21.000          2.6
TMEM129 -0.78    6.8  8.5 0.00410 1.00        9   22.000          2.4
GLIPR2   0.83    6.9  8.4 0.00410 1.00       10   22.000          2.2
1e-04      NA     NA   NA      NA   NA        0    1.300          Inf
1e-05      NA     NA   NA      NA   NA        0    0.230          Inf
1e-06      NA     NA   NA      NA   NA        0    0.067          Inf
1e-07      NA     NA   NA      NA   NA        0    0.067          Inf
1e-08      NA     NA   NA      NA   NA        0    0.033          Inf
1e-09      NA     NA   NA      NA   NA        0    0.033          Inf
1e-10      NA     NA   NA      NA   NA        0    0.033          Inf
[1] "TCF4-ITF2_3_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
CLN8     2.80    6.7 13.0 0.00036   1        1    2.800          2.8
MRPS28   2.40    6.9 12.0 0.00067   1        2    4.300          2.2
DIO3    -1.50    7.3 11.0 0.00096   1        3    5.300          1.8
LMO4     2.00    7.1 11.0 0.00110   1        4    6.100          1.5
PRPF38B -0.97    7.5 11.0 0.00120   1        5    6.300          1.3
PLK2    -1.30    7.5  9.4 0.00260   1        6   11.000          1.9
UBN1     1.80    7.0  9.1 0.00300   1        7   13.000          1.9
STARD3   2.00    6.7  8.8 0.00340   1        8   14.000          1.8
PCBP1    0.71    8.6  8.8 0.00350   1        9   15.000          1.6
TOP1    -0.69    7.8  8.7 0.00370   1       10   15.000          1.5
1e-04      NA     NA   NA      NA  NA        0    1.500          Inf
1e-05      NA     NA   NA      NA  NA        0    0.470          Inf
1e-06      NA     NA   NA      NA  NA        0    0.170          Inf
1e-07      NA     NA   NA      NA  NA        0    0.067          Inf
1e-08      NA     NA   NA      NA  NA        0    0.067          Inf
1e-09      NA     NA   NA      NA  NA        0    0.067          Inf
1e-10      NA     NA   NA      NA  NA        0    0.067          Inf
[1] "TRANK1_1_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
HMGCS1   -1.6    8.2 12.0 0.00075   1        1    4.300          4.3
SDF2L1   -2.0    7.4 11.0 0.00120   1        2    6.200          3.1
INIP     -1.9    7.0 11.0 0.00120   1        3    6.200          2.1
PYCR1    -2.3    7.0  9.9 0.00200   1        4    8.500          2.1
MRPS34    1.9    8.5  9.7 0.00220   1        5    9.300          1.9
HSPB11    4.4    7.5  8.7 0.00380   1        6   15.000          2.4
EEF2KMT  -1.9    6.9  8.6 0.00390   1        7   15.000          2.2
SEC11C   -1.4    7.7  8.5 0.00410   1        8   16.000          2.0
TP53      3.9    7.2  8.0 0.00530   1        9   21.000          2.3
OTUB1     1.8    7.9  7.9 0.00550   1       10   21.000          2.1
1e-04      NA     NA   NA      NA  NA        0    1.300          Inf
1e-05      NA     NA   NA      NA  NA        0    0.400          Inf
1e-06      NA     NA   NA      NA  NA        0    0.067          Inf
1e-07      NA     NA   NA      NA  NA        0    0.033          Inf
1e-08      NA     NA   NA      NA  NA        0    0.033          Inf
1e-09      NA     NA   NA      NA  NA        0    0.000          NaN
1e-10      NA     NA   NA      NA  NA        0    0.000          NaN
[1] "TRANK1_2_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F PValue FDR #in_real #in_perm EmpiricalFDR
UGP2      1.20    7.2 10.0 0.0015   1        1    8.200          8.2
FZD3     -0.68    7.6  9.8 0.0021   1        2   10.000          5.2
SNRNP200  1.00    7.1  9.2 0.0029   1        3   14.000          4.6
GNAQ      1.40    6.7  8.9 0.0033   1        4   16.000          4.0
HERPUD1   1.40    7.2  8.7 0.0036   1        5   17.000          3.4
CCNK     -0.90    7.0  8.7 0.0037   1        6   18.000          3.0
TMEM230   0.62    8.0  8.7 0.0038   1        7   18.000          2.5
XBP1      1.00    7.7  8.2 0.0048   1        8   22.000          2.8
SLC20A1  -0.92    6.7  8.0 0.0052   1        9   24.000          2.7
MLLT10   -0.86    6.9  8.0 0.0052   1       10   24.000          2.4
1e-04       NA     NA   NA     NA  NA        0    1.100          Inf
1e-05       NA     NA   NA     NA  NA        0    0.270          Inf
1e-06       NA     NA   NA     NA  NA        0    0.170          Inf
1e-07       NA     NA   NA     NA  NA        0    0.100          Inf
1e-08       NA     NA   NA     NA  NA        0    0.033          Inf
1e-09       NA     NA   NA     NA  NA        0    0.000          NaN
1e-10       NA     NA   NA     NA  NA        0    0.000          NaN
[1] "TRANK1_3_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
CLK3   -0.75    6.8 12.0 0.00068   1        1     3.00          3.0
RPUSD1  0.79    6.8 12.0 0.00068   1        2     3.00          1.5
PKMYT1  0.88    6.7 10.0 0.00180   1        3     7.30          2.4
RPRD1A -0.63    7.0  9.9 0.00190   1        4     7.30          1.8
RND3   -0.75    7.0  9.9 0.00190   1        5     7.40          1.5
STX18   0.67    6.9  9.8 0.00200   1        6     7.90          1.3
SOX21  -0.75    6.8  9.7 0.00210   1        7     7.90          1.1
THG1L  -0.61    6.9  8.3 0.00440   1        8    17.00          2.1
TBPL1   0.57    7.1  8.2 0.00460   1        9    17.00          1.9
ZNF48  -0.65    6.7  8.1 0.00480   1       10    18.00          1.8
1e-04     NA     NA   NA      NA  NA        0     0.83          Inf
1e-05     NA     NA   NA      NA  NA        0     0.27          Inf
1e-06     NA     NA   NA      NA  NA        0     0.00          NaN
1e-07     NA     NA   NA      NA  NA        0     0.00          NaN
1e-08     NA     NA   NA      NA  NA        0     0.00          NaN
1e-09     NA     NA   NA      NA  NA        0     0.00          NaN
1e-10     NA     NA   NA      NA  NA        0     0.00          NaN
[1] "UBE2Q2P1_1_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM  F  PValue    FDR #in_real #in_perm EmpiricalFDR
JAG1     -2.20    7.0 28 4.3e-07 0.0018        1     0.13         0.13
SERPINH1 -1.10    7.9 16 8.9e-05 0.1800        2     0.97         0.48
NQO1     -1.70    7.4 15 1.4e-04 0.1800        3     1.20         0.41
SGO1      2.60    6.9 14 2.1e-04 0.1800        4     1.50         0.37
RCN1     -0.94    8.8 14 2.8e-04 0.1800        5     1.70         0.34
HSP90AA1 -0.68   11.0 14 3.2e-04 0.1800        6     1.80         0.29
PPP1CB   -1.20    7.4 14 3.3e-04 0.1800        7     1.80         0.25
COX7A2   -0.53    9.5 13 3.5e-04 0.1800        8     1.90         0.24
PRDX6    -0.60    9.3 13 4.4e-04 0.2100        9     2.40         0.26
DNAJB1   -1.30    6.9 13 5.2e-04 0.2200       10     2.90         0.29
1e-04       NA     NA NA      NA     NA        2     1.00         0.50
1e-05       NA     NA NA      NA     NA        1     0.27         0.27
1e-06       NA     NA NA      NA     NA        1     0.13         0.13
1e-07       NA     NA NA      NA     NA        0     0.10          Inf
1e-08       NA     NA NA      NA     NA        0     0.00          NaN
1e-09       NA     NA NA      NA     NA        0     0.00          NaN
1e-10       NA     NA NA      NA     NA        0     0.00          NaN
[1] "UBE2Q2P1_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
TERF2IP -1.60    7.5 17.0 6.2e-05 0.27        1    0.700         0.70
MALAT1  -0.96   14.0 13.0 3.8e-04 0.53        2    2.100         1.00
ATP5B   -0.78    9.6 13.0 4.0e-04 0.53        3    2.100         0.71
UFSP2    2.50    7.0 12.0 6.0e-04 0.53        4    3.100         0.78
PPP1R2  -1.40    6.9 12.0 6.1e-04 0.53        5    3.200         0.64
C1orf21  2.50    7.0 11.0 1.1e-03 0.72        6    5.400         0.89
SFRP1    3.80    7.1 11.0 1.2e-03 0.72        7    5.600         0.80
DRAXIN   2.90    6.8 10.0 1.8e-03 0.78        8    8.600         1.10
NEFL    -1.40    8.5 10.0 1.9e-03 0.78        9    9.000         1.00
PABPC1   0.70   10.0  9.8 2.1e-03 0.78       10   10.000         1.00
1e-04      NA     NA   NA      NA   NA        1    0.900         0.90
1e-05      NA     NA   NA      NA   NA        0    0.300          Inf
1e-06      NA     NA   NA      NA   NA        0    0.170          Inf
1e-07      NA     NA   NA      NA   NA        0    0.130          Inf
1e-08      NA     NA   NA      NA   NA        0    0.067          Inf
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "UBE2Q2P1_3_gene_edgeR-qlf_Neg1.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NAV1      -1.5    6.9 17.0 0.00006 0.26        1     1.10          1.1
CCNH      -1.3    6.7 11.0 0.00094 1.00        2     6.10          3.1
REEP2      2.2    7.0 10.0 0.00170 1.00        3    10.00          3.3
CDKN1B     2.0    6.9 10.0 0.00190 1.00        4    11.00          2.8
WNK1      -1.1    7.0  9.7 0.00230 1.00        5    12.00          2.5
DDR1      -1.1    7.2  9.6 0.00230 1.00        6    12.00          2.1
RNF168     2.0    6.7  8.1 0.00500 1.00        7    24.00          3.4
TMEM132A  -1.2    6.8  7.8 0.00580 1.00        8    27.00          3.4
FBXW5      1.6    6.9  7.7 0.00610 1.00        9    29.00          3.2
CAMLG      1.0    7.6  7.6 0.00650 1.00       10    30.00          3.0
1e-04       NA     NA   NA      NA   NA        1     1.50          1.5
1e-05       NA     NA   NA      NA   NA        0     0.67          Inf
1e-06       NA     NA   NA      NA   NA        0     0.30          Inf
1e-07       NA     NA   NA      NA   NA        0     0.23          Inf
1e-08       NA     NA   NA      NA   NA        0     0.13          Inf
1e-09       NA     NA   NA      NA   NA        0     0.13          Inf
1e-10       NA     NA   NA      NA   NA        0     0.10          Inf
[1] "VPS45_1_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM  F  PValue     FDR #in_real #in_perm EmpiricalFDR
IFITM3 -2.10    8.9 36 1.2e-08 5.2e-05        1     0.17        0.170
GPM6B  -1.20    8.5 28 4.1e-07 8.9e-04        2     0.23        0.120
PTN    -1.90    8.2 27 6.3e-07 9.1e-04        3     0.23        0.078
CLU    -1.80    7.6 26 1.0e-06 1.1e-03        4     0.23        0.058
WLS    -1.40    7.2 17 5.6e-05 4.0e-02        5     1.30        0.270
CTSC   -1.60    6.9 17 5.6e-05 4.0e-02        6     1.30        0.220
RCN1   -0.93    8.8 16 8.3e-05 5.2e-02        7     1.40        0.200
ORC6    2.40    7.4 15 1.3e-04 6.6e-02        8     1.80        0.230
GAP43  -1.50    8.1 15 1.4e-04 6.6e-02        9     1.90        0.210
PHLDA1 -1.70    7.1 15 1.7e-04 7.3e-02       10     2.20        0.220
1e-04     NA     NA NA      NA      NA        7     1.60        0.230
1e-05     NA     NA NA      NA      NA        4     0.57        0.140
1e-06     NA     NA NA      NA      NA        3     0.23        0.078
1e-07     NA     NA NA      NA      NA        1     0.23        0.230
1e-08     NA     NA NA      NA      NA        0     0.17          Inf
1e-09     NA     NA NA      NA      NA        0     0.10          Inf
1e-10     NA     NA NA      NA      NA        0     0.00          NaN
[1] "VPS45_2_gene_edgeR-qlf_Neg1.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NINJ1    0.97    7.0 17.0 4.3e-05 0.19        1     0.90          0.9
SUMO3    0.48    8.0 13.0 3.2e-04 0.68        2     2.80          1.4
GAP43   -0.86    8.2 12.0 5.3e-04 0.76        3     4.20          1.4
SNAPC3  -0.72    6.9 11.0 8.5e-04 0.92        4     6.10          1.5
U2SURP   0.47    7.7  9.8 2.0e-03 1.00        5    12.00          2.5
PAQR4    0.78    6.9  9.5 2.3e-03 1.00        6    14.00          2.3
MLLT11  -0.50    8.8  9.2 2.7e-03 1.00        7    15.00          2.1
TRMT112  0.28    8.9  9.0 3.0e-03 1.00        8    16.00          2.0
PPP5C    0.58    7.0  8.8 3.4e-03 1.00        9    18.00          2.0
PPP2R2B -0.71    6.8  8.7 3.6e-03 1.00       10    19.00          1.9
1e-04      NA     NA   NA      NA   NA        1     1.40          1.4
1e-05      NA     NA   NA      NA   NA        0     0.33          Inf
1e-06      NA     NA   NA      NA   NA        0     0.13          Inf
1e-07      NA     NA   NA      NA   NA        0     0.00          NaN
1e-08      NA     NA   NA      NA   NA        0     0.00          NaN
1e-09      NA     NA   NA      NA   NA        0     0.00          NaN
1e-10      NA     NA   NA      NA   NA        0     0.00          NaN
[1] "VPS45_3_gene_edgeR-qlf_Neg1.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NKAIN4  -2.1    7.1 17.0 5.2e-05 0.22        1     0.70         0.70
PCGF2    3.5    7.0 16.0 1.1e-04 0.23        2     0.97         0.48
GNPDA1  -1.7    6.9 13.0 4.0e-04 0.44        3     2.30         0.78
UCK2     2.9    6.8 13.0 4.5e-04 0.44        4     2.60         0.64
TXNRD1  -1.6    7.3 13.0 5.1e-04 0.44        5     2.90         0.58
CTDSP2   2.9    6.8 11.0 1.2e-03 0.65        6     5.60         0.93
ARG2    -1.5    6.8 11.0 1.4e-03 0.65        7     6.30         0.90
CHTF8    1.8    7.3 10.0 1.7e-03 0.65        8     7.80         0.98
SF3B4    1.3    7.7  9.9 2.0e-03 0.65        9     8.80         0.98
COA1     1.1    7.9  9.9 2.0e-03 0.65       10     9.00         0.90
1e-04     NA     NA   NA      NA   NA        1     0.97         0.97
1e-05     NA     NA   NA      NA   NA        0     0.30          Inf
1e-06     NA     NA   NA      NA   NA        0     0.20          Inf
1e-07     NA     NA   NA      NA   NA        0     0.10          Inf
1e-08     NA     NA   NA      NA   NA        0     0.00          NaN
1e-09     NA     NA   NA      NA   NA        0     0.00          NaN
1e-10     NA     NA   NA      NA   NA        0     0.00          NaN

Using all cells except the ones with targeted gRNA as controls

source("code/empiricalFDR.R")

pbins <- 10** (-4:-10)
for (gRNAfile in  list.files("data/gRNA_edgeR-QLF/", "*edgeR-qlf_Neg2.Rd")){
  print(gRNAfile)
  load(paste0("data/gRNA_edgeR-QLF/", gRNAfile))
  outpvalues <- c(res2$table[1:10,"PValue"], pbins)
  outpbins <- matrix(NA, nrow=length(pbins), ncol=dim(res2$table)[2])
  rownames(outpbins) <- pbins
  colnames(outpbins) <- colnames(res2$table)
  outm <- rbind(res2$table[1:10,], outpbins)
  fdrmetric <- empiricalFDR(outpvalues, res2$table$PValue, unlist(lapply(permres2, function(x) x$table$PValue)))
  outm <- cbind(outm,fdrmetric)
  print(signif(outm,2))
}
[1] "BAG5_1_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
LARP1   0.84    7.3 13.0 0.00028 0.44        1    1.400         1.40
CCND1   0.91    8.2 13.0 0.00030 0.44        2    1.500         0.75
ARPC3   0.44    8.5 13.0 0.00032 0.44        3    1.600         0.52
CNOT11  1.10    6.7 12.0 0.00060 0.63        4    2.500         0.62
PCF11   1.20    6.6 11.0 0.00081 0.67        5    2.900         0.59
RMDN1   1.00    6.7 10.0 0.00120 0.87        6    4.300         0.71
UFM1    0.84    7.1  9.9 0.00160 0.87        7    5.400         0.77
TPM2    1.90    7.2  9.7 0.00180 0.87        8    6.300         0.78
CAMLG   0.56    7.6  9.6 0.00200 0.87        9    6.900         0.76
ATP2B1  0.85    7.0  9.5 0.00210 0.87       10    7.200         0.72
1e-04     NA     NA   NA      NA   NA        0    0.770          Inf
1e-05     NA     NA   NA      NA   NA        0    0.400          Inf
1e-06     NA     NA   NA      NA   NA        0    0.200          Inf
1e-07     NA     NA   NA      NA   NA        0    0.170          Inf
1e-08     NA     NA   NA      NA   NA        0    0.130          Inf
1e-09     NA     NA   NA      NA   NA        0    0.100          Inf
1e-10     NA     NA   NA      NA   NA        0    0.067          Inf
[1] "BAG5_2_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
MIAT   -1.20    7.1 13.0 0.00034 0.63        1    2.500         2.50
NIN    -0.89    6.8 13.0 0.00036 0.63        2    2.500         1.20
RAB32   1.60    6.7 12.0 0.00045 0.63        3    2.800         0.92
RPL14   0.26   11.0 12.0 0.00066 0.69        4    3.900         0.97
RPS23   0.28   13.0 11.0 0.00110 0.81        5    5.700         1.10
BAG1   -0.48    7.7 10.0 0.00130 0.81        6    6.400         1.10
OS9    -0.67    7.2 10.0 0.00150 0.81        7    7.000         1.00
TSN    -0.51    7.3  9.6 0.00200 0.81        8    9.500         1.20
ECHDC1 -0.60    7.4  9.4 0.00210 0.81        9   10.000         1.10
RPL35A  0.22   12.0  9.3 0.00230 0.81       10   10.000         1.00
1e-04     NA     NA   NA      NA   NA        0    1.100          Inf
1e-05     NA     NA   NA      NA   NA        0    0.570          Inf
1e-06     NA     NA   NA      NA   NA        0    0.230          Inf
1e-07     NA     NA   NA      NA   NA        0    0.200          Inf
1e-08     NA     NA   NA      NA   NA        0    0.130          Inf
1e-09     NA     NA   NA      NA   NA        0    0.067          Inf
1e-10     NA     NA   NA      NA   NA        0    0.033          Inf
[1] "BAG5_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
DFFA    -0.83    7.0 18.0 2.7e-05 0.11        1    0.330         0.33
ASCL1    2.20    7.1 13.0 2.9e-04 0.61        2    1.100         0.53
CDKN1A   1.60    8.1 11.0 7.8e-04 0.72        3    2.900         0.96
MED4     0.67    7.4 11.0 1.0e-03 0.72        4    3.700         0.93
LAMTOR5  0.48    8.3 11.0 1.1e-03 0.72        5    4.100         0.81
DLL1     2.10    6.9 11.0 1.2e-03 0.72        6    4.300         0.71
TIGAR    1.20    6.8 10.0 1.2e-03 0.72        7    4.300         0.62
BIN3     1.00    6.7 10.0 1.4e-03 0.72        8    4.900         0.61
C7orf73 -0.42    8.0  9.6 1.9e-03 0.81        9    6.300         0.70
METTL12 -0.72    6.8  9.3 2.4e-03 0.81       10    7.600         0.76
1e-04      NA     NA   NA      NA   NA        1    0.630         0.63
1e-05      NA     NA   NA      NA   NA        0    0.170          Inf
1e-06      NA     NA   NA      NA   NA        0    0.067          Inf
1e-07      NA     NA   NA      NA   NA        0    0.000          NaN
1e-08      NA     NA   NA      NA   NA        0    0.000          NaN
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "BCL11B_1_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM   F PValue FDR #in_real #in_perm EmpiricalFDR
ARL3     0.71    8.2 9.9 0.0017   1        1     9.10          9.1
LIMCH1   1.50    7.4 8.8 0.0030   1        2    14.00          7.2
NEFM    -1.40    7.5 8.8 0.0030   1        3    15.00          4.9
SMCO4    1.90    6.7 8.7 0.0032   1        4    15.00          3.8
UXS1     1.70    6.6 8.6 0.0035   1        5    16.00          3.3
CCDC124  0.84    7.7 8.5 0.0036   1        6    17.00          2.9
ADI1     1.40    7.1 8.4 0.0037   1        7    18.00          2.5
ATF5     2.60    7.0 8.1 0.0044   1        8    20.00          2.5
UNG      2.00    6.8 8.0 0.0047   1        9    21.00          2.3
AKIRIN1 -0.63    7.8 7.9 0.0050   1       10    22.00          2.2
1e-04      NA     NA  NA     NA  NA        0     1.60          Inf
1e-05      NA     NA  NA     NA  NA        0     0.57          Inf
1e-06      NA     NA  NA     NA  NA        0     0.27          Inf
1e-07      NA     NA  NA     NA  NA        0     0.20          Inf
1e-08      NA     NA  NA     NA  NA        0     0.17          Inf
1e-09      NA     NA  NA     NA  NA        0     0.13          Inf
1e-10      NA     NA  NA     NA  NA        0     0.10          Inf
[1] "BCL11B_2_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
JAG1     -1.10    6.8 18 2.7e-05 0.071        1     1.30         1.30
PHLDA1   -1.20    7.0 17 3.4e-05 0.071        2     1.50         0.75
RPRML     1.50    6.7 14 2.3e-04 0.300        3     3.30         1.10
CACYBP    0.60    8.1 13 3.8e-04 0.300        4     4.50         1.10
APLP1     0.86    7.4 12 4.1e-04 0.300        5     4.80         0.95
DDX6      1.00    6.9 12 4.4e-04 0.300        6     5.00         0.83
GCSH      0.46    8.6 12 6.0e-04 0.360        7     6.30         0.90
RMI2      1.30    6.6 11 7.6e-04 0.380        8     7.20         0.90
ATF3     -0.95    7.1 11 8.8e-04 0.380        9     7.90         0.87
C9orf116  0.88    7.2 11 9.1e-04 0.380       10     8.10         0.81
1e-04       NA     NA NA      NA    NA        2     2.30         1.20
1e-05       NA     NA NA      NA    NA        0     0.97          Inf
1e-06       NA     NA NA      NA    NA        0     0.43          Inf
1e-07       NA     NA NA      NA    NA        0     0.30          Inf
1e-08       NA     NA NA      NA    NA        0     0.17          Inf
1e-09       NA     NA NA      NA    NA        0     0.17          Inf
1e-10       NA     NA NA      NA    NA        0     0.17          Inf
[1] "BCL11B_3_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F PValue FDR #in_real #in_perm EmpiricalFDR
DKK3   -1.30    6.6 13.0 0.0004   1        1    3.000          3.0
EIF5    0.78    9.0 11.0 0.0010   1        2    5.700          2.9
FASTK   1.50    7.0 10.0 0.0013   1        3    6.800          2.3
DUSP1   2.50    6.7  9.8 0.0018   1        4    8.600          2.1
FAAP20  1.20    7.4  9.2 0.0025   1        5   11.000          2.1
GOLGA7  0.94    7.4  7.9 0.0049   1        6   19.000          3.1
GTF2H2  1.80    6.7  7.8 0.0054   1        7   20.000          2.9
FNBP1L  1.70    6.6  7.7 0.0056   1        8   21.000          2.6
ACP1    0.53    8.7  7.6 0.0058   1        9   22.000          2.4
MED24   1.40    6.7  7.5 0.0062   1       10   23.000          2.3
1e-04     NA     NA   NA     NA  NA        0    1.600          Inf
1e-05     NA     NA   NA     NA  NA        0    0.730          Inf
1e-06     NA     NA   NA     NA  NA        0    0.370          Inf
1e-07     NA     NA   NA     NA  NA        0    0.230          Inf
1e-08     NA     NA   NA     NA  NA        0    0.170          Inf
1e-09     NA     NA   NA     NA  NA        0    0.130          Inf
1e-10     NA     NA   NA     NA  NA        0    0.033          Inf
[1] "CHRNA3_1_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM   F PValue  FDR #in_real #in_perm EmpiricalFDR
ISG15   -1.80    6.8 8.9 0.0028 0.93        1   11.000         11.0
PHAX     2.80    7.4 8.6 0.0034 0.93        2   13.000          6.4
C8orf59 -1.20    7.5 8.1 0.0044 0.93        3   16.000          5.5
MIIP    -1.70    6.8 8.0 0.0046 0.93        4   17.000          4.3
NUDCD2  -1.40    7.4 8.0 0.0047 0.93        5   17.000          3.4
ERH     -0.73    9.5 8.0 0.0048 0.93        6   18.000          2.9
MTHFD1L  3.80    7.0 7.9 0.0049 0.93        7   18.000          2.6
HMG20B   3.60    6.9 7.9 0.0050 0.93        8   18.000          2.3
SCAMP3   3.60    6.9 7.9 0.0051 0.93        9   19.000          2.1
ADD1     3.60    6.9 7.8 0.0052 0.93       10   19.000          1.9
1e-04      NA     NA  NA     NA   NA        0    1.200          Inf
1e-05      NA     NA  NA     NA   NA        0    0.430          Inf
1e-06      NA     NA  NA     NA   NA        0    0.170          Inf
1e-07      NA     NA  NA     NA   NA        0    0.067          Inf
1e-08      NA     NA  NA     NA   NA        0    0.000          NaN
1e-09      NA     NA  NA     NA   NA        0    0.000          NaN
1e-10      NA     NA  NA     NA   NA        0    0.000          NaN
[1] "CHRNA3_2_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
SLC25A26  1.50    6.7 14.0 0.00022 0.81        1     2.10         2.10
BNIP3    -0.76    7.1 11.0 0.00096 0.81        2     5.20         2.60
ZNF503   -0.99    6.8 11.0 0.00097 0.81        3     5.30         1.80
PRDX1    -0.42    9.5 10.0 0.00130 0.81        4     6.70         1.70
MRPL37    0.61    8.0 10.0 0.00150 0.81        5     7.20         1.40
PWP1      0.93    7.1 10.0 0.00150 0.81        6     7.20         1.20
DDX41     0.94    7.0  9.9 0.00170 0.81        7     7.70         1.10
SUCLG1    0.72    7.6  9.9 0.00170 0.81        8     7.70         0.96
OIP5      1.40    6.6  9.8 0.00180 0.81        9     8.00         0.89
HADHB    -0.69    7.1  9.1 0.00250 0.96       10    10.00         1.00
1e-04       NA     NA   NA      NA   NA        0     1.50          Inf
1e-05       NA     NA   NA      NA   NA        0     0.60          Inf
1e-06       NA     NA   NA      NA   NA        0     0.50          Inf
1e-07       NA     NA   NA      NA   NA        0     0.33          Inf
1e-08       NA     NA   NA      NA   NA        0     0.23          Inf
1e-09       NA     NA   NA      NA   NA        0     0.13          Inf
1e-10       NA     NA   NA      NA   NA        0     0.10          Inf
[1] "CHRNA3_3_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM  F  PValue    FDR #in_real #in_perm EmpiricalFDR
ARF4     -1.00    8.3 22 3.6e-06 0.0055        1    0.470         0.47
CDC42EP3 -1.50    6.7 21 3.8e-06 0.0055        2    0.500         0.25
NANS     -1.30    6.9 21 4.0e-06 0.0055        3    0.500         0.17
ALG3     -1.00    7.1 15 1.4e-04 0.1200        4    1.600         0.41
TUBB2A   -0.99    8.9 15 1.4e-04 0.1200        5    1.600         0.33
RRP9     -1.00    7.0 13 2.7e-04 0.1900        6    2.200         0.37
CIB1     -0.91    7.2 13 3.9e-04 0.2300        7    2.700         0.39
AKAP12   -1.00    7.4 11 7.8e-04 0.3900        8    4.200         0.53
NIFK     -0.69    7.8 11 9.2e-04 0.3900        9    4.600         0.51
HNRNPC    0.46    9.9 11 1.1e-03 0.3900       10    5.400         0.54
1e-04       NA     NA NA      NA     NA        3    1.300         0.42
1e-05       NA     NA NA      NA     NA        3    0.530         0.18
1e-06       NA     NA NA      NA     NA        0    0.330          Inf
1e-07       NA     NA NA      NA     NA        0    0.230          Inf
1e-08       NA     NA NA      NA     NA        0    0.130          Inf
1e-09       NA     NA NA      NA     NA        0    0.067          Inf
1e-10       NA     NA NA      NA     NA        0    0.033          Inf
[1] "DPYD_1_gene_edgeR-qlf_Neg2.Rd"
             logFC logCPM   F  PValue     FDR #in_real #in_perm
CTD-2006C1.2 -1.70    6.9 120 1.7e-27 7.3e-24        1    0.033
DUSP4        -1.20    6.6  31 3.5e-08 7.4e-05        2    0.170
NTRK2         1.30    7.3  18 2.1e-05 2.1e-02        3    0.600
RP11-14N7.2  -0.83    7.3  18 2.7e-05 2.1e-02        4    0.630
UROD         -0.70    7.1  17 3.1e-05 2.1e-02        5    0.700
CTSD         -0.79    7.3  17 3.6e-05 2.1e-02        6    0.770
DLGAP5        1.60    6.7  17 3.7e-05 2.1e-02        7    0.800
FASN          1.10    7.1  17 4.1e-05 2.1e-02        8    0.870
SIRT7        -0.79    6.7  17 4.5e-05 2.1e-02        9    0.900
PITHD1       -0.59    7.4  16 5.3e-05 2.2e-02       10    0.970
1e-04           NA     NA  NA      NA      NA       17    1.200
1e-05           NA     NA  NA      NA      NA        2    0.600
1e-06           NA     NA  NA      NA      NA        2    0.400
1e-07           NA     NA  NA      NA      NA        2    0.200
1e-08           NA     NA  NA      NA      NA        1    0.170
1e-09           NA     NA  NA      NA      NA        1    0.067
1e-10           NA     NA  NA      NA      NA        1    0.067
             EmpiricalFDR
CTD-2006C1.2        0.033
DUSP4               0.083
NTRK2               0.200
RP11-14N7.2         0.160
UROD                0.140
CTSD                0.130
DLGAP5              0.110
FASN                0.110
SIRT7               0.100
PITHD1              0.097
1e-04               0.073
1e-05               0.300
1e-06               0.200
1e-07               0.100
1e-08               0.170
1e-09               0.067
1e-10               0.067
[1] "DPYD_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM  F  PValue     FDR #in_real #in_perm EmpiricalFDR
MEG3    -0.86    7.5 28 1.2e-07 0.00051        1     0.33         0.33
CSRP1   -0.92    7.1 23 1.4e-06 0.00280        2     0.40         0.20
SMPD4    0.84    6.7 17 4.3e-05 0.06100        3     0.83         0.28
NUDT3    0.76    6.9 15 9.0e-05 0.09400        4     1.00         0.25
CRNDE    0.47    8.4 14 1.5e-04 0.12000        5     1.20         0.24
MYL9    -0.75    7.6 13 3.3e-04 0.23000        6     2.00         0.34
MRFAP1   0.24    8.9 13 3.9e-04 0.24000        7     2.30         0.32
ANKRD11  0.48    7.6 12 5.6e-04 0.29000        8     2.70         0.34
VTA1     0.65    6.7 12 6.3e-04 0.29000        9     2.90         0.32
DPYSL5   0.52    7.2 11 8.5e-04 0.35000       10     3.90         0.39
1e-04      NA     NA NA      NA      NA        4     1.00         0.25
1e-05      NA     NA NA      NA      NA        2     0.57         0.28
1e-06      NA     NA NA      NA      NA        1     0.40         0.40
1e-07      NA     NA NA      NA      NA        0     0.33          Inf
1e-08      NA     NA NA      NA      NA        0     0.30          Inf
1e-09      NA     NA NA      NA      NA        0     0.23          Inf
1e-10      NA     NA NA      NA      NA        0     0.20          Inf
[1] "DPYD_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NEAT1    2.00    8.6 17.0 3.8e-05 0.16        1    0.500          0.5
C4orf48  0.62    8.0 11.0 8.6e-04 1.00        2    3.500          1.8
REXO2    0.86    7.2  9.9 1.7e-03 1.00        3    6.500          2.2
APEX1   -0.37    9.0  9.7 1.8e-03 1.00        4    6.700          1.7
SERINC2  1.20    6.8  9.4 2.1e-03 1.00        5    7.800          1.6
SNX3     0.52    8.0  9.4 2.2e-03 1.00        6    7.900          1.3
GAP43    1.20    8.2  9.3 2.3e-03 1.00        7    8.600          1.2
B2M      0.74    8.9  8.9 2.9e-03 1.00        8   10.000          1.3
HNRNPC  -0.26    9.9  8.8 3.0e-03 1.00        9   11.000          1.2
COPS3   -0.44    7.9  8.7 3.2e-03 1.00       10   11.000          1.1
1e-04      NA     NA   NA      NA   NA        1    0.800          0.8
1e-05      NA     NA   NA      NA   NA        0    0.300          Inf
1e-06      NA     NA   NA      NA   NA        0    0.130          Inf
1e-07      NA     NA   NA      NA   NA        0    0.067          Inf
1e-08      NA     NA   NA      NA   NA        0    0.033          Inf
1e-09      NA     NA   NA      NA   NA        0    0.033          Inf
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "GALNT10_1_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
FAM104B  1.00    6.9 15.0 0.00014 0.58        1    1.600          1.6
MAT2B   -0.70    6.9 12.0 0.00050 0.80        2    3.200          1.6
WSB1     0.64    7.6 11.0 0.00073 0.80        3    4.400          1.5
DCAF15   1.00    6.7 11.0 0.00076 0.80        4    4.400          1.1
FZD3     0.56    7.7  9.8 0.00180 1.00        5    9.300          1.9
DECR1    0.98    6.8  9.2 0.00240 1.00        6   12.000          2.0
ZNF462   0.77    7.0  9.0 0.00270 1.00        7   14.000          1.9
MLLT4    0.74    7.1  8.8 0.00310 1.00        8   15.000          1.8
AHSA1   -0.50    7.2  8.6 0.00340 1.00        9   16.000          1.8
TAGLN3  -0.90    7.1  8.5 0.00360 1.00       10   17.000          1.7
1e-04      NA     NA   NA      NA   NA        0    1.400          Inf
1e-05      NA     NA   NA      NA   NA        0    0.430          Inf
1e-06      NA     NA   NA      NA   NA        0    0.270          Inf
1e-07      NA     NA   NA      NA   NA        0    0.033          Inf
1e-08      NA     NA   NA      NA   NA        0    0.000          NaN
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "GALNT10_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM   F PValue FDR #in_real #in_perm EmpiricalFDR
SYPL1    0.79    7.0 9.8 0.0017   1        1    5.600          5.6
C14orf2  0.27    9.2 9.7 0.0019   1        2    6.100          3.1
PYURF    0.43    7.9 9.1 0.0026   1        3    8.200          2.7
TUBB2B  -0.38   11.0 8.7 0.0032   1        4    9.600          2.4
TP53RK  -0.59    6.9 8.2 0.0042   1        5   13.000          2.5
TYW3     0.65    7.1 7.8 0.0052   1        6   16.000          2.7
CCNH     0.82    6.6 7.6 0.0060   1        7   19.000          2.7
RBBP4   -0.37    7.8 7.5 0.0062   1        8   20.000          2.4
CMBL     0.94    6.8 7.5 0.0062   1        9   20.000          2.2
UBR4     0.76    6.8 7.2 0.0072   1       10   23.000          2.3
1e-04      NA     NA  NA     NA  NA        0    0.900          Inf
1e-05      NA     NA  NA     NA  NA        0    0.130          Inf
1e-06      NA     NA  NA     NA  NA        0    0.100          Inf
1e-07      NA     NA  NA     NA  NA        0    0.067          Inf
1e-08      NA     NA  NA     NA  NA        0    0.067          Inf
1e-09      NA     NA  NA     NA  NA        0    0.033          Inf
1e-10      NA     NA  NA     NA  NA        0    0.033          Inf
[1] "GALNT10_3_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue    FDR #in_real #in_perm EmpiricalFDR
NEAT1    -1.10    8.6 22.0 2.4e-06 0.0099        1    0.067        0.067
SPARC    -0.41    8.6 11.0 8.8e-04 1.0000        2    4.700        2.300
NAV1      0.90    6.7 11.0 1.0e-03 1.0000        3    5.300        1.800
UPP1     -0.63    7.8  9.8 1.7e-03 1.0000        4    8.600        2.200
CDC25B    0.98    7.0  9.7 1.8e-03 1.0000        5    9.100        1.800
TUBB2A   -0.47    8.9  9.7 1.9e-03 1.0000        6    9.500        1.600
HMGA1    -0.34   11.0  9.2 2.4e-03 1.0000        7   12.000        1.700
SPOP      0.54    7.1  9.2 2.5e-03 1.0000        8   12.000        1.500
C9orf114  0.73    6.7  9.0 2.7e-03 1.0000        9   13.000        1.400
RCN1     -0.35    8.7  8.8 3.1e-03 1.0000       10   15.000        1.500
1e-04       NA     NA   NA      NA     NA        1    0.800        0.800
1e-05       NA     NA   NA      NA     NA        1    0.230        0.230
1e-06       NA     NA   NA      NA     NA        0    0.067          Inf
1e-07       NA     NA   NA      NA     NA        0    0.000          NaN
1e-08       NA     NA   NA      NA     NA        0    0.000          NaN
1e-09       NA     NA   NA      NA     NA        0    0.000          NaN
1e-10       NA     NA   NA      NA     NA        0    0.000          NaN
[1] "KCTD13_1_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
TUBA1C    3.10    6.8 20 7.0e-06 0.029        1    0.170         0.17
SLC25A39  0.84    7.6 16 6.4e-05 0.130        2    0.470         0.23
NDUFB2    0.48    8.8 14 2.0e-04 0.200        3    1.100         0.36
GNG5      0.41    9.2 13 2.6e-04 0.200        4    1.500         0.38
TMSB10    0.66   12.0 13 2.6e-04 0.200        5    1.500         0.31
CYTOR     1.30    7.7 13 3.1e-04 0.200        6    1.800         0.31
SRGAP1    1.10    7.1 13 3.4e-04 0.200        7    2.000         0.28
PHLDA1    1.70    7.0 12 6.2e-04 0.300        8    2.900         0.36
MAGEF1   -0.58    7.4 12 6.9e-04 0.300        9    3.200         0.35
TPM2      2.20    7.2 11 7.7e-04 0.300       10    3.500         0.35
1e-04       NA     NA NA      NA    NA        2    0.570         0.28
1e-05       NA     NA NA      NA    NA        1    0.170         0.17
1e-06       NA     NA NA      NA    NA        0    0.100          Inf
1e-07       NA     NA NA      NA    NA        0    0.067          Inf
1e-08       NA     NA NA      NA    NA        0    0.067          Inf
1e-09       NA     NA NA      NA    NA        0    0.067          Inf
1e-10       NA     NA NA      NA    NA        0    0.000          NaN
[1] "KCTD13_2_gene_edgeR-qlf_Neg2.Rd"
              logFC logCPM    F  PValue  FDR #in_real #in_perm
LPP            1.40    6.8 14.0 0.00018 0.71        1     1.70
FAM63B         0.98    7.0 11.0 0.00110 0.71        2     6.40
PTPN1          1.00    6.8 11.0 0.00120 0.71        3     6.70
ACOT13        -0.67    7.1 10.0 0.00140 0.71        4     7.60
SEC14L1        1.10    6.7 10.0 0.00150 0.71        5     7.80
NDUFB8         0.35    8.8 10.0 0.00160 0.71        6     8.10
RP3-395M20.12 -0.93    6.8  9.4 0.00220 0.71        7    10.00
CYTOR          0.98    7.7  9.2 0.00250 0.71        8    11.00
PJA2           1.10    6.6  9.1 0.00260 0.71        9    11.00
EHMT1          0.98    6.7  9.0 0.00270 0.71       10    12.00
1e-04            NA     NA   NA      NA   NA        0     1.30
1e-05            NA     NA   NA      NA   NA        0     0.43
1e-06            NA     NA   NA      NA   NA        0     0.30
1e-07            NA     NA   NA      NA   NA        0     0.20
1e-08            NA     NA   NA      NA   NA        0     0.20
1e-09            NA     NA   NA      NA   NA        0     0.20
1e-10            NA     NA   NA      NA   NA        0     0.17
              EmpiricalFDR
LPP                    1.7
FAM63B                 3.2
PTPN1                  2.2
ACOT13                 1.9
SEC14L1                1.6
NDUFB8                 1.3
RP3-395M20.12          1.5
CYTOR                  1.4
PJA2                   1.3
EHMT1                  1.2
1e-04                  Inf
1e-05                  Inf
1e-06                  Inf
1e-07                  Inf
1e-08                  Inf
1e-09                  Inf
1e-10                  Inf
[1] "KCTD13_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
GEMIN2  -1.10    6.8 13.0 0.00025 0.96        1     2.20          2.2
IPO9    -0.93    7.0 12.0 0.00069 0.96        2     4.20          2.1
HSPA14  -1.10    6.7 11.0 0.00091 0.96        3     5.00          1.7
HNRNPL  -0.94    7.0 11.0 0.00100 0.96        4     5.50          1.4
KMT2A   -0.87    7.1 10.0 0.00140 0.96        5     6.80          1.4
TLE4    -0.99    6.9  9.8 0.00180 0.96        6     8.20          1.4
USP39   -0.84    7.1  9.4 0.00210 0.96        7     9.90          1.4
AEN     -1.00    7.4  9.3 0.00230 0.96        8    11.00          1.3
PSMA3    0.59    8.2  8.2 0.00420 0.96        9    17.00          1.9
TMEM101  1.30    6.9  8.1 0.00440 0.96       10    17.00          1.7
1e-04      NA     NA   NA      NA   NA        0     1.30          Inf
1e-05      NA     NA   NA      NA   NA        0     0.60          Inf
1e-06      NA     NA   NA      NA   NA        0     0.40          Inf
1e-07      NA     NA   NA      NA   NA        0     0.30          Inf
1e-08      NA     NA   NA      NA   NA        0     0.20          Inf
1e-09      NA     NA   NA      NA   NA        0     0.13          Inf
1e-10      NA     NA   NA      NA   NA        0     0.13          Inf
[1] "KMT2E_1_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
NCSTN     2.30    6.7 11.0 0.00098   1        1    3.300          3.3
FAM161A   2.40    6.7 11.0 0.00110   1        2    3.700          1.9
BET1      1.80    6.9  9.7 0.00190   1        3    5.900          2.0
USP47     1.60    6.8  7.8 0.00520   1        4   14.000          3.6
ZBTB8OS   1.10    7.4  7.7 0.00560   1        5   16.000          3.2
SNX6      0.98    7.5  7.4 0.00640   1        6   18.000          3.0
MRPL19    1.20    7.2  7.1 0.00760   1        7   21.000          3.0
DEF8      1.10    7.4  7.1 0.00760   1        8   21.000          2.7
SLC25A11  1.00    7.3  6.9 0.00850   1        9   24.000          2.6
CADM1     1.60    6.9  6.8 0.00920   1       10   26.000          2.6
1e-04       NA     NA   NA      NA  NA        0    0.630          Inf
1e-05       NA     NA   NA      NA  NA        0    0.230          Inf
1e-06       NA     NA   NA      NA  NA        0    0.100          Inf
1e-07       NA     NA   NA      NA  NA        0    0.033          Inf
1e-08       NA     NA   NA      NA  NA        0    0.000          NaN
1e-09       NA     NA   NA      NA  NA        0    0.000          NaN
1e-10       NA     NA   NA      NA  NA        0    0.000          NaN
[1] "KMT2E_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
CCDC107  1.60    6.9 15 8.6e-05 0.27        1    1.500         1.50
CCDC28B  2.10    6.7 14 1.8e-04 0.27        2    2.100         1.00
RAB8A    1.50    7.0 14 1.9e-04 0.27        3    2.100         0.70
CSNK1D   1.30    7.1 13 2.7e-04 0.28        4    2.500         0.62
QPRT     2.70    6.8 13 3.6e-04 0.30        5    2.700         0.55
NKTR     1.20    7.1 11 7.5e-04 0.50        6    5.000         0.84
EZR     -0.87    7.5 11 8.3e-04 0.50        7    5.400         0.77
FOS      2.20    6.7 11 1.2e-03 0.60        8    6.900         0.86
TIGAR    1.60    6.8 10 1.4e-03 0.60        9    7.700         0.85
PSMD11  -0.58    7.9 10 1.5e-03 0.60       10    7.800         0.78
1e-04      NA     NA NA      NA   NA        1    1.600         1.60
1e-05      NA     NA NA      NA   NA        0    0.900          Inf
1e-06      NA     NA NA      NA   NA        0    0.570          Inf
1e-07      NA     NA NA      NA   NA        0    0.300          Inf
1e-08      NA     NA NA      NA   NA        0    0.200          Inf
1e-09      NA     NA NA      NA   NA        0    0.130          Inf
1e-10      NA     NA NA      NA   NA        0    0.033          Inf
[1] "KMT2E_3_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
TP53I3   -1.30    6.9 15.0 0.00010 0.43        1     1.90          1.9
GPT2      1.70    6.8 12.0 0.00044 0.67        2     3.50          1.7
NCSTN     1.70    6.7 12.0 0.00048 0.67        3     3.70          1.2
FDXR     -1.00    7.0 11.0 0.00120 1.00        4     6.10          1.5
KCTD1    -1.00    6.6  9.4 0.00210 1.00        5     9.40          1.9
KIN       1.40    6.7  9.3 0.00230 1.00        6    10.00          1.7
COX7A2    0.38    9.5  9.1 0.00250 1.00        7    11.00          1.5
C11orf73  0.66    7.8  8.9 0.00290 1.00        8    12.00          1.5
CMC1      1.10    6.9  8.6 0.00340 1.00        9    14.00          1.5
HSP90AA1  0.51   10.0  8.3 0.00400 1.00       10    16.00          1.6
1e-04       NA     NA   NA      NA   NA        0     1.90          Inf
1e-05       NA     NA   NA      NA   NA        0     0.87          Inf
1e-06       NA     NA   NA      NA   NA        0     0.40          Inf
1e-07       NA     NA   NA      NA   NA        0     0.27          Inf
1e-08       NA     NA   NA      NA   NA        0     0.20          Inf
1e-09       NA     NA   NA      NA   NA        0     0.17          Inf
1e-10       NA     NA   NA      NA   NA        0     0.13          Inf
[1] "LINC00637_1_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue     FDR #in_real #in_perm EmpiricalFDR
HSP90AA1 -0.86   10.0 76.0 3.5e-18 1.5e-14        1    0.033        0.033
HSPH1    -0.84    7.3 28.0 1.2e-07 2.4e-04        2    0.100        0.050
HSPD1    -0.39    9.6 18.0 1.9e-05 2.7e-02        3    0.500        0.170
NEFM     -1.00    7.5 15.0 1.4e-04 1.5e-01        4    1.300        0.320
DERL1     0.86    6.8 12.0 5.9e-04 4.9e-01        5    3.600        0.730
COX14     0.71    7.2 11.0 7.6e-04 5.3e-01        6    4.100        0.690
SEP15    -0.42    7.9 11.0 1.2e-03 6.9e-01        7    5.800        0.820
DIO3     -0.83    7.1 10.0 1.3e-03 6.9e-01        8    6.500        0.810
CINP     -0.58    6.8  9.3 2.3e-03 8.8e-01        9    9.800        1.100
ESF1     -0.47    7.3  9.2 2.5e-03 8.8e-01       10   10.000        1.000
1e-04       NA     NA   NA      NA      NA        3    1.000        0.340
1e-05       NA     NA   NA      NA      NA        2    0.370        0.180
1e-06       NA     NA   NA      NA      NA        2    0.130        0.067
1e-07       NA     NA   NA      NA      NA        1    0.100        0.100
1e-08       NA     NA   NA      NA      NA        1    0.067        0.067
1e-09       NA     NA   NA      NA      NA        1    0.033        0.033
1e-10       NA     NA   NA      NA      NA        1    0.033        0.033
[1] "LINC00637_2_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
TP53I3   -1.00    6.9 17.0 4.7e-05 0.20        1     0.90         0.90
COASY     1.20    6.7 13.0 3.3e-04 0.69        2     2.30         1.10
YWHAB     0.43    8.8 12.0 5.1e-04 0.72        3     2.90         0.96
PIR       1.40    6.7 11.0 7.3e-04 0.77        4     3.60         0.91
C15orf40  0.97    6.7  9.5 2.1e-03 1.00        5     8.80         1.80
SDHAF1    0.96    6.7  9.3 2.3e-03 1.00        6     9.60         1.60
RABGGTB   0.78    7.2  9.3 2.3e-03 1.00        7     9.60         1.40
PPIL4     0.80    7.0  8.7 3.1e-03 1.00        8    12.00         1.60
RBBP6     0.76    7.0  8.7 3.2e-03 1.00        9    13.00         1.40
ARHGDIA   0.46    8.3  8.6 3.3e-03 1.00       10    13.00         1.30
1e-04       NA     NA   NA      NA   NA        1     1.20         1.20
1e-05       NA     NA   NA      NA   NA        0     0.50          Inf
1e-06       NA     NA   NA      NA   NA        0     0.30          Inf
1e-07       NA     NA   NA      NA   NA        0     0.17          Inf
1e-08       NA     NA   NA      NA   NA        0     0.13          Inf
1e-09       NA     NA   NA      NA   NA        0     0.10          Inf
1e-10       NA     NA   NA      NA   NA        0     0.10          Inf
[1] "LINC00637_3_gene_edgeR-qlf_Neg2.Rd"
          logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
MIAT       1.90    7.1 19 1.5e-05 0.063        1     0.67         0.67
TPM2      -1.00    7.2 15 1.4e-04 0.260        2     1.70         0.87
SMOC1      1.10    7.0 14 1.9e-04 0.260        3     1.90         0.62
DIO3       1.20    7.1 13 3.2e-04 0.310        4     2.40         0.61
HES6       1.10    9.0 13 4.0e-04 0.310        5     3.00         0.59
TNFRSF12A -0.82    7.8 12 4.4e-04 0.310        6     3.20         0.53
DLL1       1.50    6.9 12 5.5e-04 0.330        7     3.60         0.52
CDC25B     0.98    7.0 11 1.2e-03 0.550        8     6.20         0.78
SAR1A     -0.46    7.2 10 1.3e-03 0.550        9     6.60         0.73
TAGLN3     1.20    7.1 10 1.3e-03 0.550       10     6.70         0.67
1e-04        NA     NA NA      NA    NA        1     1.50         1.50
1e-05        NA     NA NA      NA    NA        0     0.47          Inf
1e-06        NA     NA NA      NA    NA        0     0.30          Inf
1e-07        NA     NA NA      NA    NA        0     0.17          Inf
1e-08        NA     NA NA      NA    NA        0     0.13          Inf
1e-09        NA     NA NA      NA    NA        0     0.10          Inf
1e-10        NA     NA NA      NA    NA        0     0.10          Inf
[1] "LOC100507431_1_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue   FDR #in_real #in_perm EmpiricalFDR
CCND2   -1.40    7.0 18.0 2.3e-05 0.096        1    0.730         0.73
TPM2    -1.70    7.2 15.0 8.7e-05 0.180        2    1.100         0.55
C4orf48  0.96    8.0 13.0 3.2e-04 0.380        3    2.400         0.80
LMCD1   -1.30    6.7 13.0 3.6e-04 0.380        4    2.600         0.64
TAGLN3  -1.50    7.1 12.0 6.7e-04 0.560        5    4.400         0.87
CRLS1    1.40    6.9 11.0 1.1e-03 0.650        6    5.800         0.96
MTA1     1.30    7.0 11.0 1.1e-03 0.650        7    5.900         0.85
VGLL4   -1.00    6.7 10.0 1.2e-03 0.650        8    6.400         0.80
TBL1XR1  1.70    6.7 10.0 1.6e-03 0.740        9    7.600         0.84
MED11    1.50    6.7  8.8 3.0e-03 1.000       10   13.000         1.30
1e-04      NA     NA   NA      NA    NA        2    1.200         0.62
1e-05      NA     NA   NA      NA    NA        0    0.470          Inf
1e-06      NA     NA   NA      NA    NA        0    0.270          Inf
1e-07      NA     NA   NA      NA    NA        0    0.170          Inf
1e-08      NA     NA   NA      NA    NA        0    0.067          Inf
1e-09      NA     NA   NA      NA    NA        0    0.067          Inf
1e-10      NA     NA   NA      NA    NA        0    0.067          Inf
[1] "LOC100507431_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM  F  PValue    FDR #in_real #in_perm EmpiricalFDR
S100A13 -1.20    7.0 24 1.2e-06 0.0049        1    0.230         0.23
GLUL    -0.66    8.0 13 4.1e-04 0.4500        2    2.400         1.20
DUSP1   -0.96    6.7 12 5.3e-04 0.4500        3    2.900         0.97
KLF6    -0.82    7.1 12 5.9e-04 0.4500        4    3.000         0.76
SPARC   -0.55    8.6 12 6.0e-04 0.4500        5    3.100         0.61
MZT2B    0.45    9.1 11 7.3e-04 0.4500        6    3.400         0.57
RANGRF   1.00    6.9 11 7.5e-04 0.4500        7    3.500         0.50
CRK     -0.56    7.4 11 1.1e-03 0.4500        8    4.200         0.53
ASAH1   -0.72    7.0 11 1.1e-03 0.4500        9    4.400         0.49
DHRS7   -0.85    6.7 11 1.1e-03 0.4500       10    4.500         0.45
1e-04      NA     NA NA      NA     NA        1    1.200         1.20
1e-05      NA     NA NA      NA     NA        1    0.400         0.40
1e-06      NA     NA NA      NA     NA        0    0.200          Inf
1e-07      NA     NA NA      NA     NA        0    0.033          Inf
1e-08      NA     NA NA      NA     NA        0    0.033          Inf
1e-09      NA     NA NA      NA     NA        0    0.033          Inf
1e-10      NA     NA NA      NA     NA        0    0.033          Inf
[1] "LOC100507431_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM  F  PValue    FDR #in_real #in_perm EmpiricalFDR
HERPUD1 -0.97    7.1 22 3.2e-06 0.0074        1    0.330         0.33
DDIT4   -1.00    8.0 22 3.5e-06 0.0074        2    0.400         0.20
ATF5    -0.99    7.0 18 2.3e-05 0.0320        3    0.670         0.22
TRIB3   -1.00    7.1 15 1.2e-04 0.1300        4    1.400         0.35
WARS    -0.67    7.3 13 2.8e-04 0.2300        5    1.800         0.37
CEBPB   -0.88    6.9 13 3.7e-04 0.2600        6    2.200         0.37
PSAT1   -0.55    8.4 11 7.2e-04 0.4100        7    3.400         0.48
TCEA1   -0.40    8.0 11 8.8e-04 0.4100        8    3.900         0.49
HAX1    -0.42    7.8 11 8.8e-04 0.4100        9    3.900         0.44
SHMT2   -0.60    7.5 11 1.0e-03 0.4200       10    4.500         0.45
1e-04      NA     NA NA      NA     NA        3    1.200         0.41
1e-05      NA     NA NA      NA     NA        2    0.500         0.25
1e-06      NA     NA NA      NA     NA        0    0.200          Inf
1e-07      NA     NA NA      NA     NA        0    0.130          Inf
1e-08      NA     NA NA      NA     NA        0    0.067          Inf
1e-09      NA     NA NA      NA     NA        0    0.067          Inf
1e-10      NA     NA NA      NA     NA        0    0.067          Inf
[1] "LOC105376975_1_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM  F  PValue     FDR #in_real #in_perm EmpiricalFDR
NEFM    -1.70    7.5 35 4.5e-09 1.9e-05        1     0.20         0.20
FNDC3A   1.30    6.6 14 1.5e-04 2.6e-01        2     1.20         0.62
PSMB7    0.42    9.2 14 2.3e-04 2.6e-01        3     1.40         0.47
NEFL    -0.78    8.4 13 2.8e-04 2.6e-01        4     1.50         0.38
CRABP2  -0.92    7.5 13 4.0e-04 2.6e-01        5     2.00         0.40
CTNNA1   0.77    7.2 12 4.3e-04 2.6e-01        6     2.20         0.37
MGST1   -0.72    7.8 12 5.1e-04 2.6e-01        7     2.50         0.35
UQCRFS1  0.46    8.5 12 5.3e-04 2.6e-01        8     2.50         0.32
RSL1D1   0.44    9.0 12 5.6e-04 2.6e-01        9     2.60         0.29
MRPS30   0.86    7.2 12 6.4e-04 2.7e-01       10     3.10         0.31
1e-04      NA     NA NA      NA      NA        1     1.10         1.10
1e-05      NA     NA NA      NA      NA        1     0.53         0.53
1e-06      NA     NA NA      NA      NA        1     0.27         0.27
1e-07      NA     NA NA      NA      NA        1     0.23         0.23
1e-08      NA     NA NA      NA      NA        1     0.23         0.23
1e-09      NA     NA NA      NA      NA        0     0.13          Inf
1e-10      NA     NA NA      NA      NA        0     0.13          Inf
[1] "LOC105376975_2_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
NQO1    1.60    7.5 16 5.4e-05 0.11        1    1.100         1.10
MRPS34 -0.41    8.4 16 6.5e-05 0.11        2    1.300         0.63
NAT9    0.97    6.8 16 7.7e-05 0.11        3    1.400         0.46
ATF5    1.40    7.0 14 1.9e-04 0.17        4    1.700         0.42
FHL1   -0.61    7.2 14 2.0e-04 0.17        5    1.700         0.35
CEBPB   1.40    6.9 12 4.2e-04 0.29        6    2.600         0.43
WARS    0.83    7.3 11 8.8e-04 0.46        7    4.900         0.70
TCAF1   0.87    6.7 11 9.0e-04 0.46        8    5.000         0.62
TXNRD1  0.96    7.1 10 1.3e-03 0.46        9    6.800         0.76
CTSD    0.75    7.3 10 1.3e-03 0.46       10    6.800         0.68
1e-04     NA     NA NA      NA   NA        3    1.400         0.48
1e-05     NA     NA NA      NA   NA        0    0.570          Inf
1e-06     NA     NA NA      NA   NA        0    0.330          Inf
1e-07     NA     NA NA      NA   NA        0    0.200          Inf
1e-08     NA     NA NA      NA   NA        0    0.170          Inf
1e-09     NA     NA NA      NA   NA        0    0.067          Inf
1e-10     NA     NA NA      NA   NA        0    0.033          Inf
[1] "LOC105376975_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
ACBD3   -1.70    6.7 14.0 0.00021 0.78        1    1.700         1.70
FNBP4    3.40    6.8 12.0 0.00048 0.78        2    3.000         1.50
PLGRKT   3.40    6.8 11.0 0.00076 0.78        3    4.200         1.40
KIF5C    2.40    7.3 10.0 0.00140 0.78        4    7.000         1.80
RIF1     3.30    6.7 10.0 0.00150 0.78        5    7.100         1.40
NOP16   -1.30    7.0  9.8 0.00180 0.78        6    8.300         1.40
PPP2R1B  3.10    6.7  9.7 0.00190 0.78        7    8.600         1.20
DAD1    -0.87    8.3  9.6 0.00190 0.78        8    8.900         1.10
RQCD1    3.10    6.7  9.6 0.00200 0.78        9    9.200         1.00
OSBPL1A  3.10    6.7  9.5 0.00200 0.78       10    9.400         0.94
1e-04      NA     NA   NA      NA   NA        0    1.200          Inf
1e-05      NA     NA   NA      NA   NA        0    0.470          Inf
1e-06      NA     NA   NA      NA   NA        0    0.200          Inf
1e-07      NA     NA   NA      NA   NA        0    0.200          Inf
1e-08      NA     NA   NA      NA   NA        0    0.130          Inf
1e-09      NA     NA   NA      NA   NA        0    0.130          Inf
1e-10      NA     NA   NA      NA   NA        0    0.067          Inf
[1] "miR137_1_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
YWHAZ   0.48    8.3 13.0 0.00027 0.98        1    1.400          1.4
DPH2    0.85    6.9 11.0 0.00072 0.98        2    3.200          1.6
APMAP   0.58    7.4 11.0 0.00110 0.98        3    4.000          1.3
CORO1C  0.90    6.7 11.0 0.00110 0.98        4    4.100          1.0
PTBP1   0.43    8.0 10.0 0.00160 0.98        5    5.400          1.1
PSMB6   0.32    9.0  9.2 0.00250 0.98        6    8.700          1.4
NEAT1   0.99    8.6  8.7 0.00320 0.98        7   11.000          1.6
ID3    -0.79    8.0  8.6 0.00340 0.98        8   12.000          1.5
ATP5B   0.28    9.5  8.4 0.00370 0.98        9   13.000          1.4
NRM     0.82    6.7  8.3 0.00390 0.98       10   13.000          1.3
1e-04     NA     NA   NA      NA   NA        0    0.900          Inf
1e-05     NA     NA   NA      NA   NA        0    0.400          Inf
1e-06     NA     NA   NA      NA   NA        0    0.200          Inf
1e-07     NA     NA   NA      NA   NA        0    0.067          Inf
1e-08     NA     NA   NA      NA   NA        0    0.067          Inf
1e-09     NA     NA   NA      NA   NA        0    0.067          Inf
1e-10     NA     NA   NA      NA   NA        0    0.033          Inf
[1] "miR137_2_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
SLC4A1AP  1.60    6.6 17.0 3.2e-05 0.14        1    0.600          0.6
PRKAB1    1.10    6.8 11.0 7.3e-04 0.99        2    4.000          2.0
CDC23     1.10    6.7 11.0 9.5e-04 0.99        3    4.800          1.6
ARID1B    1.10    6.6 10.0 1.5e-03 0.99        4    7.000          1.8
RNF130   -0.51    7.5  9.5 2.0e-03 0.99        5    8.900          1.8
HIRIP3    0.92    7.0  9.4 2.2e-03 0.99        6    9.400          1.6
MTX2      0.85    6.9  9.2 2.5e-03 0.99        7   10.000          1.4
TRIM69   -0.80    6.6  9.2 2.5e-03 0.99        8   10.000          1.3
NDUFA9    0.66    7.6  9.1 2.6e-03 0.99        9   11.000          1.2
DYNC1LI2  0.60    7.5  8.7 3.2e-03 0.99       10   13.000          1.3
1e-04       NA     NA   NA      NA   NA        1    1.100          1.1
1e-05       NA     NA   NA      NA   NA        0    0.430          Inf
1e-06       NA     NA   NA      NA   NA        0    0.300          Inf
1e-07       NA     NA   NA      NA   NA        0    0.170          Inf
1e-08       NA     NA   NA      NA   NA        0    0.130          Inf
1e-09       NA     NA   NA      NA   NA        0    0.067          Inf
1e-10       NA     NA   NA      NA   NA        0    0.033          Inf
[1] "miR137_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NDUFB11  0.28    9.2 14.0 0.00021 0.48        1    1.800         1.80
TUBB2A  -0.51    8.9 14.0 0.00023 0.48        2    1.800         0.90
DST     -0.67    6.7 12.0 0.00046 0.64        3    2.500         0.84
PDLIM7  -0.40    8.4 11.0 0.00110 1.00        4    5.300         1.30
PTX3    -0.62    6.7 10.0 0.00120 1.00        5    5.500         1.10
PRPF6    0.53    7.2  9.5 0.00210 1.00        6    9.200         1.50
PFKP    -0.60    6.8  9.4 0.00220 1.00        7    9.600         1.40
CAST    -0.58    6.7  8.7 0.00310 1.00        8   12.000         1.50
BRD2     0.40    7.7  8.5 0.00360 1.00        9   14.000         1.50
ING2     0.64    6.7  8.3 0.00410 1.00       10   16.000         1.60
1e-04      NA     NA   NA      NA   NA        0    1.000          Inf
1e-05      NA     NA   NA      NA   NA        0    0.400          Inf
1e-06      NA     NA   NA      NA   NA        0    0.230          Inf
1e-07      NA     NA   NA      NA   NA        0    0.130          Inf
1e-08      NA     NA   NA      NA   NA        0    0.067          Inf
1e-09      NA     NA   NA      NA   NA        0    0.033          Inf
1e-10      NA     NA   NA      NA   NA        0    0.033          Inf
[1] "NAB2_1_gene_edgeR-qlf_Neg2.Rd"
              logFC logCPM    F  PValue  FDR #in_real #in_perm
RP11-143E21.7 -0.82    6.8 13.0 0.00028 0.58        1    2.000
PRKAB1         1.20    6.8 13.0 0.00028 0.58        2    2.000
EIF2B2         0.90    7.0 12.0 0.00055 0.77        3    2.800
EEF2KMT        0.97    6.8 11.0 0.00083 0.87        4    3.500
WDR18          0.65    7.4 11.0 0.00120 0.95        5    4.400
NSRP1          0.69    7.3  9.3 0.00230 0.95        6    8.300
CCT2           0.32    9.1  9.0 0.00280 0.95        7    9.500
AHSA1          0.64    7.2  8.8 0.00300 0.95        8   10.000
DOLPP1         0.90    6.7  8.7 0.00320 0.95        9   11.000
ACTA2          1.00    7.4  8.6 0.00340 0.95       10   12.000
1e-04            NA     NA   NA      NA   NA        0    1.200
1e-05            NA     NA   NA      NA   NA        0    0.400
1e-06            NA     NA   NA      NA   NA        0    0.270
1e-07            NA     NA   NA      NA   NA        0    0.130
1e-08            NA     NA   NA      NA   NA        0    0.067
1e-09            NA     NA   NA      NA   NA        0    0.067
1e-10            NA     NA   NA      NA   NA        0    0.067
              EmpiricalFDR
RP11-143E21.7         2.00
PRKAB1                1.00
EIF2B2                0.93
EEF2KMT               0.88
WDR18                 0.89
NSRP1                 1.40
CCT2                  1.40
AHSA1                 1.30
DOLPP1                1.20
ACTA2                 1.20
1e-04                  Inf
1e-05                  Inf
1e-06                  Inf
1e-07                  Inf
1e-08                  Inf
1e-09                  Inf
1e-10                  Inf
[1] "NAB2_2_gene_edgeR-qlf_Neg2.Rd"
             logFC logCPM  F  PValue     FDR #in_real #in_perm
CLU          -1.80    7.4 67 4.3e-16 1.8e-12        1     0.10
NQO1         -1.40    7.5 21 4.1e-06 8.5e-03        2     0.83
FTH1         -0.93   12.0 19 1.3e-05 1.6e-02        3     1.00
RP11-14N7.2  -1.00    7.3 19 1.5e-05 1.6e-02        4     1.00
IFI27L1      -1.00    6.6 18 2.7e-05 1.8e-02        5     1.30
GAP43        -1.20    8.2 18 2.8e-05 1.8e-02        6     1.30
CTD-2006C1.2 -1.10    6.9 17 3.0e-05 1.8e-02        7     1.40
TUBB2B       -0.61   11.0 17 4.6e-05 2.4e-02        8     1.50
SQSTM1       -1.10    8.0 16 6.2e-05 2.9e-02        9     1.50
PTN          -1.10    7.9 15 1.2e-04 5.2e-02       10     1.90
1e-04           NA     NA NA      NA      NA        9     1.70
1e-05           NA     NA NA      NA      NA        2     0.93
1e-06           NA     NA NA      NA      NA        1     0.57
1e-07           NA     NA NA      NA      NA        1     0.37
1e-08           NA     NA NA      NA      NA        1     0.30
1e-09           NA     NA NA      NA      NA        1     0.23
1e-10           NA     NA NA      NA      NA        1     0.20
             EmpiricalFDR
CLU                  0.10
NQO1                 0.42
FTH1                 0.33
RP11-14N7.2          0.26
IFI27L1              0.25
GAP43                0.22
CTD-2006C1.2         0.20
TUBB2B               0.19
SQSTM1               0.17
PTN                  0.19
1e-04                0.19
1e-05                0.47
1e-06                0.57
1e-07                0.37
1e-08                0.30
1e-09                0.23
1e-10                0.20
[1] "NAB2_3_gene_edgeR-qlf_Neg2.Rd"
          logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
TP53       1.00    7.0 11.0 0.00081   1        1    3.500          3.5
STRA13     0.64    8.2 11.0 0.00100   1        2    4.000          2.0
GLUL      -0.65    8.0 11.0 0.00110   1        3    4.300          1.4
NIPSNAP1  -0.65    7.3 10.0 0.00150   1        4    5.500          1.4
NUP93      1.00    6.8  8.9 0.00290   1        5    9.600          1.9
FAM120AOS  1.00    6.8  8.7 0.00320   1        6   11.000          1.8
PEX2       1.00    6.7  8.3 0.00400   1        7   13.000          1.9
HCCS      -0.71    6.7  7.5 0.00620   1        8   20.000          2.4
SRSF11     0.41    8.3  7.4 0.00660   1        9   21.000          2.3
C7orf49    0.92    6.8  7.3 0.00680   1       10   21.000          2.1
1e-04        NA     NA   NA      NA  NA        0    1.100          Inf
1e-05        NA     NA   NA      NA  NA        0    0.700          Inf
1e-06        NA     NA   NA      NA  NA        0    0.330          Inf
1e-07        NA     NA   NA      NA  NA        0    0.200          Inf
1e-08        NA     NA   NA      NA  NA        0    0.130          Inf
1e-09        NA     NA   NA      NA  NA        0    0.100          Inf
1e-10        NA     NA   NA      NA  NA        0    0.067          Inf
[1] "neg_CTRL_00018_gene_edgeR-qlf_Neg2.Rd"
      logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
FTL    2.00   13.0 14 0.00016 0.43        1    2.200         2.20
BRI3   0.97    8.5 13 0.00039 0.43        2    3.300         1.60
GAP43  2.20    8.2 12 0.00047 0.43        3    3.600         1.20
MSH2  -1.10    6.7 12 0.00057 0.43        4    3.900         0.98
YWHAG  1.10    7.3 12 0.00062 0.43        5    4.200         0.83
TXN2   0.65    8.1 11 0.00094 0.43        6    5.800         0.97
BIN3  -0.97    6.7 11 0.00098 0.43        7    6.100         0.87
MBD3   1.40    6.9 11 0.00120 0.43        8    6.800         0.85
FTH1   1.00   12.0 10 0.00120 0.43        9    6.900         0.77
LMCD1 -1.20    6.7 10 0.00130 0.43       10    7.100         0.71
1e-04    NA     NA NA      NA   NA        0    1.700          Inf
1e-05    NA     NA NA      NA   NA        0    0.700          Inf
1e-06    NA     NA NA      NA   NA        0    0.430          Inf
1e-07    NA     NA NA      NA   NA        0    0.270          Inf
1e-08    NA     NA NA      NA   NA        0    0.170          Inf
1e-09    NA     NA NA      NA   NA        0    0.033          Inf
1e-10    NA     NA NA      NA   NA        0    0.000          NaN
[1] "neg_CTRL_00022_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NEFM   -1.30    7.5 15.0 0.00014 0.43        1     1.70         1.70
PDLIM2  1.10    7.5 14.0 0.00021 0.43        2     1.90         0.97
GDI1   -0.68    7.4 11.0 0.00073 0.79        3     4.40         1.50
CHCHD6 -0.71    6.9 10.0 0.00130 0.79        4     6.70         1.70
USP11  -0.66    7.3 10.0 0.00140 0.79        5     7.10         1.40
OLA1   -0.39    8.4 10.0 0.00140 0.79        6     7.10         1.20
LSM10   0.76    7.4 10.0 0.00150 0.79        7     7.10         1.00
MPZL1   1.10    6.8 10.0 0.00150 0.79        8     7.50         0.93
OSER1  -0.73    6.9  8.6 0.00340 0.99        9    14.00         1.60
NINJ1  -0.73    6.8  8.4 0.00370 0.99       10    16.00         1.60
1e-04     NA     NA   NA      NA   NA        0     1.40          Inf
1e-05     NA     NA   NA      NA   NA        0     0.63          Inf
1e-06     NA     NA   NA      NA   NA        0     0.33          Inf
1e-07     NA     NA   NA      NA   NA        0     0.20          Inf
1e-08     NA     NA   NA      NA   NA        0     0.13          Inf
1e-09     NA     NA   NA      NA   NA        0     0.10          Inf
1e-10     NA     NA   NA      NA   NA        0     0.10          Inf
[1] "neg_EGFP_1_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
CHCHD10  -1.4    7.8 15.0 0.00013 0.54        1    0.630         0.63
ROCK1     3.4    6.8 11.0 0.00082 0.65        2    2.700         1.40
ID3      -2.1    8.0 11.0 0.00095 0.65        3    3.000         1.00
PPP1R1A   3.9    7.0  9.9 0.00170 0.65        4    5.500         1.40
IRX5      3.4    6.8  9.7 0.00190 0.65        5    6.100         1.20
SRP72     1.3    8.1  9.6 0.00200 0.65        6    6.300         1.00
COQ4     -1.1    7.3  9.5 0.00210 0.65        7    7.000         1.00
ITSN1     2.7    7.1  9.3 0.00230 0.65        8    7.900         0.98
MYEF2     3.2    6.7  9.2 0.00250 0.65        9    8.400         0.94
RUFY1     3.1    6.7  9.2 0.00250 0.65       10    8.600         0.86
1e-04      NA     NA   NA      NA   NA        0    0.570          Inf
1e-05      NA     NA   NA      NA   NA        0    0.170          Inf
1e-06      NA     NA   NA      NA   NA        0    0.033          Inf
1e-07      NA     NA   NA      NA   NA        0    0.033          Inf
1e-08      NA     NA   NA      NA   NA        0    0.033          Inf
1e-09      NA     NA   NA      NA   NA        0    0.000          NaN
1e-10      NA     NA   NA      NA   NA        0    0.000          NaN
[1] "neg_EGFP_2_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
UBE2E2    1.50    6.6 15 0.00013 0.29        1    0.970         0.97
TAX1BP1   0.95    7.4 14 0.00020 0.29        2    1.300         0.67
SYMPK     1.40    6.7 14 0.00021 0.29        3    1.400         0.48
NEFM      2.00    7.5 12 0.00049 0.42        4    2.500         0.62
C19orf10  0.66    8.5 12 0.00051 0.42        5    2.500         0.50
RPS19BP1  0.52    8.5 11 0.00072 0.43        6    3.100         0.52
RNF181    0.72    7.8 11 0.00086 0.43        7    3.800         0.54
APOPT1    0.80    7.3 11 0.00096 0.43        8    4.100         0.51
SNAPC2    1.00    7.0 11 0.00110 0.43        9    4.900         0.54
CLTA      0.45    9.0 10 0.00120 0.43       10    5.200         0.52
1e-04       NA     NA NA      NA   NA        0    0.870          Inf
1e-05       NA     NA NA      NA   NA        0    0.430          Inf
1e-06       NA     NA NA      NA   NA        0    0.270          Inf
1e-07       NA     NA NA      NA   NA        0    0.200          Inf
1e-08       NA     NA NA      NA   NA        0    0.100          Inf
1e-09       NA     NA NA      NA   NA        0    0.033          Inf
1e-10       NA     NA NA      NA   NA        0    0.033          Inf
[1] "neg_EGFP_3_gene_edgeR-qlf_Neg2.Rd"
            logFC logCPM    F  PValue   FDR #in_real #in_perm EmpiricalFDR
ARF4        -0.68    8.3 20.0 6.6e-06 0.028        1    0.330         0.33
NDC80        1.30    6.7 11.0 9.2e-04 1.000        2    3.800         1.90
PRPF38B      0.64    7.4 11.0 1.2e-03 1.000        3    5.000         1.70
ATP6AP2     -0.65    6.9 10.0 1.3e-03 1.000        4    5.300         1.30
RP11-14N7.2 -0.71    7.3 10.0 1.6e-03 1.000        5    6.200         1.20
THG1L        0.80    6.9  9.8 1.8e-03 1.000        6    7.200         1.20
MVK         -0.68    7.0  9.5 2.1e-03 1.000        7    8.400         1.20
ZNF706       0.44    8.1  9.5 2.1e-03 1.000        8    8.400         1.00
ZNF512       0.93    6.7  8.9 2.8e-03 1.000        9   11.000         1.20
CCND3       -0.71    6.9  8.7 3.1e-03 1.000       10   11.000         1.10
1e-04          NA     NA   NA      NA    NA        1    1.000         1.00
1e-05          NA     NA   NA      NA    NA        1    0.370         0.37
1e-06          NA     NA   NA      NA    NA        0    0.130          Inf
1e-07          NA     NA   NA      NA    NA        0    0.067          Inf
1e-08          NA     NA   NA      NA    NA        0    0.067          Inf
1e-09          NA     NA   NA      NA    NA        0    0.000          NaN
1e-10          NA     NA   NA      NA    NA        0    0.000          NaN
[1] "NGEF_1_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
SKP1      0.73    9.0 15.0 0.00014 0.58        1    2.100         2.10
HSD17B10  0.94    8.0 12.0 0.00055 0.60        2    4.100         2.00
KIFC1    -1.30    6.7 11.0 0.00110 0.60        3    6.600         2.20
PHLDA3    2.00    7.9 11.0 0.00110 0.60        4    6.700         1.70
MRPL49    1.50    7.4 11.0 0.00120 0.60        5    6.800         1.40
POMP      0.59    9.3 10.0 0.00140 0.60        6    7.600         1.30
TMEM167A  1.00    7.6 10.0 0.00140 0.60        7    7.700         1.10
CCDC14   -1.10    6.8 10.0 0.00150 0.60        8    7.900         0.99
DEF8      1.30    7.4  9.9 0.00170 0.60        9    8.600         0.96
APRT      0.87    8.3  9.7 0.00190 0.60       10    9.300         0.93
1e-04       NA     NA   NA      NA   NA        0    1.900          Inf
1e-05       NA     NA   NA      NA   NA        0    1.100          Inf
1e-06       NA     NA   NA      NA   NA        0    0.570          Inf
1e-07       NA     NA   NA      NA   NA        0    0.330          Inf
1e-08       NA     NA   NA      NA   NA        0    0.300          Inf
1e-09       NA     NA   NA      NA   NA        0    0.100          Inf
1e-10       NA     NA   NA      NA   NA        0    0.067          Inf
[1] "NGEF_2_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
EMG1    -1.8    7.6 11.0 0.00088   1        1     4.70          4.7
GLOD4   -1.5    7.4  9.7 0.00190   1        2     7.60          3.8
TMCO1    2.9    7.8  9.6 0.00200   1        3     7.80          2.6
KDELR1   2.2    8.2  8.8 0.00300   1        4    11.00          2.7
UBA1     4.3    7.2  8.6 0.00350   1        5    12.00          2.4
AURKB   -2.2    7.3  8.4 0.00380   1        6    13.00          2.2
SGO2    -2.3    6.8  8.2 0.00410   1        7    14.00          2.0
REEP4   -2.0    6.7  8.0 0.00480   1        8    15.00          1.9
AKR7A2   4.3    7.2  7.8 0.00540   1        9    17.00          1.9
CDCA3   -2.3    6.8  7.5 0.00620   1       10    20.00          2.0
1e-04     NA     NA   NA      NA  NA        0     2.00          Inf
1e-05     NA     NA   NA      NA  NA        0     1.10          Inf
1e-06     NA     NA   NA      NA  NA        0     0.67          Inf
1e-07     NA     NA   NA      NA  NA        0     0.47          Inf
1e-08     NA     NA   NA      NA  NA        0     0.27          Inf
1e-09     NA     NA   NA      NA  NA        0     0.20          Inf
1e-10     NA     NA   NA      NA  NA        0     0.13          Inf
[1] "PBRM1_1_gene_edgeR-qlf_Neg2.Rd"
               logFC logCPM    F  PValue   FDR #in_real #in_perm
CDC25B          -2.5    7.0 20.0 6.7e-06 0.028        1    0.270
RP11-339B21.12  -2.4    6.8 18.0 1.8e-05 0.037        2    0.400
NDC80           -2.2    6.7 14.0 1.6e-04 0.230        3    1.400
DLL1            -2.6    6.9 13.0 2.6e-04 0.230        4    1.700
PLK1            -2.3    7.5 13.0 2.8e-04 0.230        5    1.800
YWHAB            1.5    8.8 13.0 3.3e-04 0.230        6    2.000
JUN             -1.7    7.9 12.0 6.3e-04 0.380        7    3.100
ELAVL1           1.5    8.1 10.0 1.4e-03 0.730        8    5.600
PTTG1           -1.8    8.5  9.9 1.6e-03 0.730        9    6.300
DLGAP5          -1.9    6.7  9.3 2.2e-03 0.730       10    9.200
1e-04             NA     NA   NA      NA    NA        2    1.000
1e-05             NA     NA   NA      NA    NA        1    0.330
1e-06             NA     NA   NA      NA    NA        0    0.130
1e-07             NA     NA   NA      NA    NA        0    0.033
1e-08             NA     NA   NA      NA    NA        0    0.000
1e-09             NA     NA   NA      NA    NA        0    0.000
1e-10             NA     NA   NA      NA    NA        0    0.000
               EmpiricalFDR
CDC25B                 0.27
RP11-339B21.12         0.20
NDC80                  0.47
DLL1                   0.43
PLK1                   0.36
YWHAB                  0.34
JUN                    0.44
ELAVL1                 0.70
PTTG1                  0.70
DLGAP5                 0.92
1e-04                  0.52
1e-05                  0.33
1e-06                   Inf
1e-07                   Inf
1e-08                   NaN
1e-09                   NaN
1e-10                   NaN
[1] "PBRM1_2_gene_edgeR-qlf_Neg2.Rd"
             logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
RP4-758J18.2   2.4    6.7 14.0 0.00019 0.68        1    1.100         1.10
TFPT           2.1    6.8 12.0 0.00049 0.68        2    2.000         1.00
AZI2           1.8    6.8 11.0 0.00078 0.68        3    3.100         1.00
IFITM3        -1.4    8.6 11.0 0.00079 0.68        4    3.100         0.77
TMEM14A       -1.1    6.8 11.0 0.00093 0.68        5    3.800         0.76
INTU          -1.2    6.8 11.0 0.00098 0.68        6    4.000         0.66
ILKAP          1.6    6.8 10.0 0.00150 0.85        7    5.700         0.82
FAM195A        2.1    6.7  9.8 0.00180 0.85        8    6.300         0.79
C19orf24       1.4    7.1  9.6 0.00200 0.85        9    7.500         0.83
TPM2          -1.5    7.2  9.5 0.00200 0.85       10    7.500         0.75
1e-04           NA     NA   NA      NA   NA        0    0.870          Inf
1e-05           NA     NA   NA      NA   NA        0    0.370          Inf
1e-06           NA     NA   NA      NA   NA        0    0.200          Inf
1e-07           NA     NA   NA      NA   NA        0    0.130          Inf
1e-08           NA     NA   NA      NA   NA        0    0.100          Inf
1e-09           NA     NA   NA      NA   NA        0    0.033          Inf
1e-10           NA     NA   NA      NA   NA        0    0.033          Inf
[1] "PBRM1_3_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM  F  PValue     FDR #in_real #in_perm EmpiricalFDR
TPM2    -3.5    7.2 33 9.4e-09 3.9e-05        1     0.17         0.17
SPARC   -1.5    8.5 18 1.8e-05 3.8e-02        2     1.20         0.60
HDAC2    2.1    8.6 17 3.2e-05 4.5e-02        3     1.40         0.47
HEBP1   -2.0    6.8 16 6.7e-05 6.9e-02        4     1.60         0.41
CCND2   -2.2    7.0 14 2.4e-04 2.0e-01        5     2.20         0.45
LRRC47   4.4    7.3 13 3.1e-04 2.1e-01        6     2.40         0.41
COPS3    2.3    7.9 12 4.1e-04 2.5e-01        7     2.80         0.40
SBNO1    4.1    7.1 12 5.7e-04 2.6e-01        8     3.50         0.43
BCCIP    2.9    7.5 11 7.6e-04 2.6e-01        9     4.00         0.45
CSE1L    4.2    7.2 11 7.8e-04 2.6e-01       10     4.10         0.41
1e-04     NA     NA NA      NA      NA        4     1.80         0.44
1e-05     NA     NA NA      NA      NA        1     1.00         1.00
1e-06     NA     NA NA      NA      NA        1     0.47         0.47
1e-07     NA     NA NA      NA      NA        1     0.33         0.33
1e-08     NA     NA NA      NA      NA        1     0.17         0.17
1e-09     NA     NA NA      NA      NA        0     0.10          Inf
1e-10     NA     NA NA      NA      NA        0     0.10          Inf
[1] "PCDHA123_1_gene_edgeR-qlf_Neg2.Rd"
            logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
PFDN4       -0.41    8.2 15.0 0.00011 0.45        1    1.400          1.4
SIAH1        0.82    6.7 12.0 0.00060 0.99        2    3.600          1.8
MAT2A        0.57    7.3 11.0 0.00120 0.99        3    5.600          1.9
MAGOH        0.42    7.7  9.8 0.00170 0.99        4    7.700          1.9
RP11-14N7.2 -0.58    7.3  9.5 0.00200 0.99        5    8.700          1.7
PLIN3       -0.52    7.1  9.4 0.00220 0.99        6    9.300          1.6
TFPT        -0.53    6.8  8.9 0.00290 0.99        7   12.000          1.7
MELK         0.77    6.6  8.4 0.00380 0.99        8   15.000          1.8
ATP5C1      -0.24    8.4  8.4 0.00390 0.99        9   15.000          1.7
SUMO2        0.21   10.0  8.3 0.00390 0.99       10   15.000          1.5
1e-04          NA     NA   NA      NA   NA        0    1.300          Inf
1e-05          NA     NA   NA      NA   NA        0    0.370          Inf
1e-06          NA     NA   NA      NA   NA        0    0.130          Inf
1e-07          NA     NA   NA      NA   NA        0    0.100          Inf
1e-08          NA     NA   NA      NA   NA        0    0.067          Inf
1e-09          NA     NA   NA      NA   NA        0    0.067          Inf
1e-10          NA     NA   NA      NA   NA        0    0.067          Inf
[1] "PCDHA123_2_gene_edgeR-qlf_Neg2.Rd"
      logFC logCPM    F  PValue   FDR #in_real #in_perm EmpiricalFDR
CTGF  -0.84    8.2 20.0 8.2e-06 0.035        1     0.40         0.40
CYR61 -0.66    7.7 15.0 8.5e-05 0.180        2     1.00         0.52
NIFK  -0.36    7.8 11.0 7.7e-04 1.000        3     3.50         1.20
HIC2   0.72    6.7 10.0 1.3e-03 1.000        4     6.10         1.50
SEPT2 -0.27    8.1 10.0 1.5e-03 1.000        5     6.80         1.40
PDAP1  0.26    8.5  9.8 1.8e-03 1.000        6     8.20         1.40
CCNK   0.57    6.9  9.5 2.1e-03 1.000        7     9.50         1.40
SYAP1 -0.42    7.1  9.0 2.7e-03 1.000        8    12.00         1.40
MRGBP -0.50    6.7  8.7 3.1e-03 1.000        9    13.00         1.50
MED21  0.54    6.9  8.4 3.8e-03 1.000       10    16.00         1.60
1e-04    NA     NA   NA      NA    NA        2     1.00         0.52
1e-05    NA     NA   NA      NA    NA        1     0.47         0.47
1e-06    NA     NA   NA      NA    NA        0     0.27          Inf
1e-07    NA     NA   NA      NA    NA        0     0.17          Inf
1e-08    NA     NA   NA      NA    NA        0     0.17          Inf
1e-09    NA     NA   NA      NA    NA        0     0.13          Inf
1e-10    NA     NA   NA      NA    NA        0     0.13          Inf
[1] "PCDHA123_3_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
SOX4      0.86    8.7 15.0 0.00014 0.57        1    0.530         0.53
SERPINH1 -0.45    7.7 12.0 0.00058 1.00        2    2.000         0.98
HIC2      0.75    6.7 11.0 0.00093 1.00        3    2.800         0.93
NRDC      0.60    6.9 11.0 0.00098 1.00        4    2.900         0.72
LRRFIP2   0.66    6.8  9.9 0.00170 1.00        5    4.800         0.95
TIMM9     0.47    7.3  9.8 0.00180 1.00        6    5.000         0.84
IGF2BP1   0.45    7.5  9.5 0.00210 1.00        7    5.800         0.83
FYN       0.51    7.1  8.6 0.00350 1.00        8   10.000         1.30
RBM22    -0.40    7.1  8.3 0.00400 1.00        9   12.000         1.30
BNIP3     0.50    7.1  7.8 0.00520 1.00       10   16.000         1.60
1e-04       NA     NA   NA      NA   NA        0    0.470          Inf
1e-05       NA     NA   NA      NA   NA        0    0.130          Inf
1e-06       NA     NA   NA      NA   NA        0    0.067          Inf
1e-07       NA     NA   NA      NA   NA        0    0.033          Inf
1e-08       NA     NA   NA      NA   NA        0    0.033          Inf
1e-09       NA     NA   NA      NA   NA        0    0.033          Inf
1e-10       NA     NA   NA      NA   NA        0    0.033          Inf
[1] "pos_SNAP91_2_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
TDG     4.50    7.3 11.0 0.00081 0.94        1    3.900          3.9
LLPH    4.30    7.2 10.0 0.00140 0.94        2    5.700          2.8
FOXB1  -2.00    6.7  9.5 0.00210 0.94        3    8.100          2.7
USP16   4.20    7.2  9.1 0.00260 0.94        4    9.800          2.4
MCM5   -1.90    6.9  8.6 0.00340 0.94        5   12.000          2.5
CCAR1   2.70    7.6  8.6 0.00340 0.94        6   12.000          2.1
NACA    0.67   11.0  7.8 0.00510 0.94        7   19.000          2.7
RNF187 -1.40    7.5  7.7 0.00550 0.94        8   20.000          2.5
RBCK1   4.00    7.0  7.6 0.00580 0.94        9   22.000          2.4
PDLIM2  4.70    7.5  7.6 0.00580 0.94       10   22.000          2.2
1e-04     NA     NA   NA      NA   NA        0    1.200          Inf
1e-05     NA     NA   NA      NA   NA        0    0.530          Inf
1e-06     NA     NA   NA      NA   NA        0    0.230          Inf
1e-07     NA     NA   NA      NA   NA        0    0.130          Inf
1e-08     NA     NA   NA      NA   NA        0    0.067          Inf
1e-09     NA     NA   NA      NA   NA        0    0.033          Inf
1e-10     NA     NA   NA      NA   NA        0    0.033          Inf
[1] "pos_SNAP91_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
ADI1    -0.85    7.1 15.0 0.00011 0.44        1     1.30          1.3
COMMD10  1.30    6.6 11.0 0.00084 1.00        2     4.40          2.2
LONP1    1.10    7.1 11.0 0.00100 1.00        3     5.20          1.7
SERP1    0.50    8.2  9.8 0.00180 1.00        4     8.10          2.0
TMEM259  0.87    7.0  8.9 0.00290 1.00        5    12.00          2.5
AGBL5    1.00    6.7  8.3 0.00400 1.00        6    17.00          2.9
DNAJA1   0.45    8.7  8.2 0.00420 1.00        7    18.00          2.6
INTS11   0.79    7.0  8.1 0.00430 1.00        8    18.00          2.3
THG1L   -0.61    6.9  7.4 0.00660 1.00        9    27.00          3.0
CAV1    -0.93    7.2  7.3 0.00690 1.00       10    28.00          2.8
1e-04      NA     NA   NA      NA   NA        0     1.30          Inf
1e-05      NA     NA   NA      NA   NA        0     0.47          Inf
1e-06      NA     NA   NA      NA   NA        0     0.17          Inf
1e-07      NA     NA   NA      NA   NA        0     0.00          NaN
1e-08      NA     NA   NA      NA   NA        0     0.00          NaN
1e-09      NA     NA   NA      NA   NA        0     0.00          NaN
1e-10      NA     NA   NA      NA   NA        0     0.00          NaN
[1] "PPP1R16B_1_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue   FDR #in_real #in_perm EmpiricalFDR
NEFM     -1.20    7.5 20.0 6.8e-06 0.028        1     0.53         0.53
SRPK2    -0.59    7.2 16.0 6.2e-05 0.098        2     1.10         0.57
CAV1     -1.00    7.2 16.0 7.0e-05 0.098        3     1.20         0.40
YIF1B     0.83    6.8 12.0 5.0e-04 0.520        4     2.90         0.73
PNKP     -0.60    6.7  9.1 2.6e-03 1.000        5    11.00         2.20
COPS2    -0.48    7.1  9.0 2.8e-03 1.000        6    11.00         1.90
CYB5D2    0.85    6.7  8.8 3.0e-03 1.000        7    12.00         1.80
ANKRD10   0.66    6.9  8.5 3.5e-03 1.000        8    14.00         1.80
MFGE8     0.78    6.7  8.3 3.9e-03 1.000        9    15.00         1.70
C12orf57  0.32    8.6  8.3 3.9e-03 1.000       10    15.00         1.50
1e-04       NA     NA   NA      NA    NA        3     1.40         0.46
1e-05       NA     NA   NA      NA    NA        1     0.63         0.63
1e-06       NA     NA   NA      NA    NA        0     0.43          Inf
1e-07       NA     NA   NA      NA    NA        0     0.37          Inf
1e-08       NA     NA   NA      NA    NA        0     0.30          Inf
1e-09       NA     NA   NA      NA    NA        0     0.27          Inf
1e-10       NA     NA   NA      NA    NA        0     0.27          Inf
[1] "PPP1R16B_2_gene_edgeR-qlf_Neg2.Rd"
             logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
TAOK1         1.10    6.7 11.0 0.00096   1        1    3.300          3.3
FABP7        -0.94    7.1  9.7 0.00190   1        2    6.400          3.2
CTD-2006C1.2  1.10    6.9  9.5 0.00210   1        3    6.800          2.3
MRPL36        0.60    7.5  9.1 0.00260   1        4    8.500          2.1
NEFM         -0.98    7.5  9.1 0.00260   1        5    8.600          1.7
HDAC7         0.95    6.7  8.6 0.00340   1        6   11.000          1.8
CENPK        -0.73    6.9  8.5 0.00350   1        7   11.000          1.6
MRPL30        0.75    6.8  7.3 0.00710   1        8   23.000          2.8
NSG1          0.96    6.9  7.1 0.00760   1        9   24.000          2.7
TET1         -0.65    6.7  7.1 0.00780   1       10   25.000          2.5
1e-04           NA     NA   NA      NA  NA        0    0.670          Inf
1e-05           NA     NA   NA      NA  NA        0    0.230          Inf
1e-06           NA     NA   NA      NA  NA        0    0.033          Inf
1e-07           NA     NA   NA      NA  NA        0    0.033          Inf
1e-08           NA     NA   NA      NA  NA        0    0.000          NaN
1e-09           NA     NA   NA      NA  NA        0    0.000          NaN
1e-10           NA     NA   NA      NA  NA        0    0.000          NaN
[1] "PPP1R16B_3_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
NUTF2   0.63    7.6 12.0 0.00057 0.69        1     3.90         3.90
ID1     1.70    6.8 11.0 0.00098 0.69        2     5.50         2.80
ERCC1   0.56    7.6 11.0 0.00110 0.69        3     6.00         2.00
DPYSL2  0.80    7.3 11.0 0.00120 0.69        4     6.50         1.60
SNAPC2 -0.65    7.0 10.0 0.00130 0.69        5     6.70         1.30
CYR61  -0.72    7.7 10.0 0.00130 0.69        6     6.80         1.10
EIF2B5 -0.60    7.1 10.0 0.00130 0.69        7     7.00         1.00
GYG1    0.79    7.2  9.9 0.00170 0.69        8     8.00         1.00
PHC2   -0.69    6.8  9.9 0.00170 0.69        9     8.10         0.90
MBOAT7  0.99    6.7  9.9 0.00170 0.69       10     8.10         0.81
1e-04     NA     NA   NA      NA   NA        0     1.30          Inf
1e-05     NA     NA   NA      NA   NA        0     0.57          Inf
1e-06     NA     NA   NA      NA   NA        0     0.17          Inf
1e-07     NA     NA   NA      NA   NA        0     0.10          Inf
1e-08     NA     NA   NA      NA   NA        0     0.00          NaN
1e-09     NA     NA   NA      NA   NA        0     0.00          NaN
1e-10     NA     NA   NA      NA   NA        0     0.00          NaN
[1] "RERE_1_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
C6orf203  0.97    6.6 12.0 0.00061 0.78        1     5.00          5.0
FSTL1     1.10    6.7 12.0 0.00068 0.78        2     5.20          2.6
RSPRY1    0.77    6.9 10.0 0.00130 0.78        3     7.60          2.5
PSMB6     0.34    9.0 10.0 0.00130 0.78        4     7.80          2.0
HUWE1     0.84    6.7 10.0 0.00130 0.78        5     7.80          1.6
ISG20L2   0.74    6.8  9.6 0.00200 0.78        6    10.00          1.7
ATF5     -0.82    7.0  9.4 0.00220 0.78        7    11.00          1.6
ARPC4     0.44    7.7  9.4 0.00220 0.78        8    11.00          1.4
CECR5     0.62    7.2  9.2 0.00240 0.78        9    12.00          1.3
SPTAN1    0.84    6.7  8.9 0.00280 0.78       10    14.00          1.4
1e-04       NA     NA   NA      NA   NA        0     2.20          Inf
1e-05       NA     NA   NA      NA   NA        0     1.30          Inf
1e-06       NA     NA   NA      NA   NA        0     0.80          Inf
1e-07       NA     NA   NA      NA   NA        0     0.60          Inf
1e-08       NA     NA   NA      NA   NA        0     0.43          Inf
1e-09       NA     NA   NA      NA   NA        0     0.40          Inf
1e-10       NA     NA   NA      NA   NA        0     0.27          Inf
[1] "RERE_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue    FDR #in_real #in_perm EmpiricalFDR
TAGLN3  -1.40    7.1 26.0 3.7e-07 0.0016        1    0.067        0.067
FLNA     0.79    7.8 17.0 3.9e-05 0.0810        2    0.330        0.170
USMG5    0.44    8.8 16.0 6.4e-05 0.0890        3    0.500        0.170
KDELR2   0.53    8.0 14.0 1.4e-04 0.1500        4    0.900        0.220
CIAPIN1 -0.44    7.5 11.0 9.3e-04 0.6500        5    3.100        0.620
SEMA5B   0.93    6.7 11.0 1.1e-03 0.6500        6    3.400        0.570
DOK5     0.99    7.0 10.0 1.3e-03 0.6500        7    3.900        0.560
MRPL23   0.56    7.4  9.9 1.6e-03 0.6500        8    4.900        0.610
MSMO1    0.69    7.9  9.9 1.7e-03 0.6500        9    5.000        0.560
DDX6     0.74    6.9  9.8 1.8e-03 0.6500       10    5.300        0.530
1e-04      NA     NA   NA      NA     NA        3    0.630        0.210
1e-05      NA     NA   NA      NA     NA        1    0.200        0.200
1e-06      NA     NA   NA      NA     NA        1    0.067        0.067
1e-07      NA     NA   NA      NA     NA        0    0.067          Inf
1e-08      NA     NA   NA      NA     NA        0    0.033          Inf
1e-09      NA     NA   NA      NA     NA        0    0.033          Inf
1e-10      NA     NA   NA      NA     NA        0    0.033          Inf
[1] "RERE_3_gene_edgeR-qlf_Neg2.Rd"
              logFC logCPM   F PValue FDR #in_real #in_perm EmpiricalFDR
ID3           -1.00    8.0 8.8 0.0030   1        1   11.000         11.0
HIPK2         -0.73    6.9 8.6 0.0034   1        2   12.000          6.0
FKBP10        -0.66    7.2 8.5 0.0035   1        3   12.000          4.1
PFDN4          0.55    8.2 8.5 0.0036   1        4   13.000          3.2
RP11-620J15.3  1.00    6.8 8.4 0.0037   1        5   13.000          2.6
SURF1          0.86    7.0 8.1 0.0045   1        6   16.000          2.6
LSM1           0.59    7.5 7.7 0.0054   1        7   18.000          2.6
ETFA           0.63    7.4 7.7 0.0056   1        8   19.000          2.3
RP11-21N3.1    0.62    7.5 7.6 0.0057   1        9   19.000          2.2
COMMD9         0.63    7.5 7.5 0.0063   1       10   21.000          2.1
1e-04            NA     NA  NA     NA  NA        0    0.500          Inf
1e-05            NA     NA  NA     NA  NA        0    0.067          Inf
1e-06            NA     NA  NA     NA  NA        0    0.067          Inf
1e-07            NA     NA  NA     NA  NA        0    0.067          Inf
1e-08            NA     NA  NA     NA  NA        0    0.033          Inf
1e-09            NA     NA  NA     NA  NA        0    0.000          NaN
1e-10            NA     NA  NA     NA  NA        0    0.000          NaN
[1] "SETD1A_1st_exon_1_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
LRIF1   1.40    6.9 11.0 0.00071   1        1    2.800          2.8
ITGAE   0.69    7.7 10.0 0.00150   1        2    5.200          2.6
ACIN1   0.76    7.6 10.0 0.00160   1        3    5.500          1.8
SFRP2  -1.10    7.0  9.8 0.00180   1        4    6.400          1.6
MAP1A   1.40    7.0  9.6 0.00190   1        5    7.000          1.4
MSL3    1.30    6.6  9.6 0.00200   1        6    7.000          1.2
UBE2J2  0.68    7.4  9.0 0.00270   1        7    9.800          1.4
CCAR1   0.68    7.6  8.8 0.00310   1        8   11.000          1.4
HES6    1.50    9.0  8.8 0.00310   1        9   11.000          1.2
CARD19  1.20    6.7  8.6 0.00340   1       10   13.000          1.3
1e-04     NA     NA   NA      NA  NA        0    0.530          Inf
1e-05     NA     NA   NA      NA  NA        0    0.270          Inf
1e-06     NA     NA   NA      NA  NA        0    0.130          Inf
1e-07     NA     NA   NA      NA  NA        0    0.033          Inf
1e-08     NA     NA   NA      NA  NA        0    0.033          Inf
1e-09     NA     NA   NA      NA  NA        0    0.033          Inf
1e-10     NA     NA   NA      NA  NA        0    0.033          Inf
[1] "SETD1A_1st_exon_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM  F  PValue     FDR #in_real #in_perm EmpiricalFDR
CALD1   -1.00    7.9 28 1.2e-07 0.00051        1     0.00        0.000
MYL9    -1.30    7.6 22 2.9e-06 0.00600        2     0.23        0.120
CD59    -0.91    7.0 19 1.2e-05 0.01700        3     0.37        0.120
CSRP1   -1.10    7.1 18 2.7e-05 0.02800        4     0.43        0.110
RAB13   -0.67    7.9 17 4.0e-05 0.03300        5     0.47        0.093
TPM2    -1.30    7.2 16 5.3e-05 0.03700        6     0.53        0.089
PDLIM1  -0.89    7.2 15 9.8e-05 0.05800        7     0.70        0.100
G6PD    -0.91    7.0 15 1.3e-04 0.06700        8     0.80        0.100
ARL6IP5 -0.72    7.2 13 2.5e-04 0.11000        9     1.20        0.140
TOR1A   -0.82    6.7 13 2.9e-04 0.12000       10     1.40        0.140
1e-04      NA     NA NA      NA      NA        7     0.70        0.100
1e-05      NA     NA NA      NA      NA        2     0.37        0.180
1e-06      NA     NA NA      NA      NA        1     0.13        0.130
1e-07      NA     NA NA      NA      NA        0     0.00          NaN
1e-08      NA     NA NA      NA      NA        0     0.00          NaN
1e-09      NA     NA NA      NA      NA        0     0.00          NaN
1e-10      NA     NA NA      NA      NA        0     0.00          NaN
[1] "SETD1A_1st_exon_3_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM  F  PValue    FDR #in_real #in_perm EmpiricalFDR
UBB        4.2    9.7 23 1.6e-06 0.0068        1    0.330         0.33
COX11      4.3    7.2 11 8.4e-04 0.6000        2    5.400         2.70
CREB3      4.2    7.2 11 9.8e-04 0.6000        3    5.900         2.00
CST3       2.2    8.2 11 1.2e-03 0.6000        4    6.600         1.60
PPP1R12A   4.1    7.1 10 1.2e-03 0.6000        5    6.800         1.40
ATF5      -2.2    7.0 10 1.2e-03 0.6000        6    6.800         1.10
NPDC1      4.3    7.2 10 1.3e-03 0.6000        7    6.800         0.98
SEPHS2    -1.9    6.8 10 1.3e-03 0.6000        8    6.800         0.85
BFAR       4.0    7.1 10 1.3e-03 0.6000        9    7.100         0.79
FXYD6      3.3    7.9 10 1.4e-03 0.6000       10    7.700         0.77
1e-04       NA     NA NA      NA     NA        1    1.400         1.40
1e-05       NA     NA NA      NA     NA        1    0.670         0.67
1e-06       NA     NA NA      NA     NA        0    0.270          Inf
1e-07       NA     NA NA      NA     NA        0    0.230          Inf
1e-08       NA     NA NA      NA     NA        0    0.170          Inf
1e-09       NA     NA NA      NA     NA        0    0.100          Inf
1e-10       NA     NA NA      NA     NA        0    0.067          Inf
[1] "STAT6_1_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
EIF2D     1.20    6.8 12.0 0.00059   1        1    3.000          3.0
KMT2E     0.85    7.3  9.3 0.00230   1        2    8.700          4.3
ARMCX3    0.91    7.1  8.6 0.00340   1        3   13.000          4.3
PDCD11    1.10    6.7  8.6 0.00340   1        4   13.000          3.2
MAP6      1.20    6.7  8.3 0.00400   1        5   15.000          3.0
RAB28    -0.69    6.8  7.9 0.00490   1        6   18.000          3.0
NAA35     0.99    6.7  7.9 0.00490   1        7   18.000          2.5
SLC25A13 -0.67    6.8  7.6 0.00570   1        8   21.000          2.6
MYH9      1.10    6.9  7.5 0.00620   1        9   23.000          2.6
HNRNPM   -0.34    9.6  7.5 0.00630   1       10   24.000          2.4
1e-04       NA     NA   NA      NA  NA        0    1.500          Inf
1e-05       NA     NA   NA      NA  NA        0    0.430          Inf
1e-06       NA     NA   NA      NA  NA        0    0.300          Inf
1e-07       NA     NA   NA      NA  NA        0    0.200          Inf
1e-08       NA     NA   NA      NA  NA        0    0.100          Inf
1e-09       NA     NA   NA      NA  NA        0    0.067          Inf
1e-10       NA     NA   NA      NA  NA        0    0.067          Inf
[1] "STAT6_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
TP53I3  -1.00    6.9 17 0.00003 0.13        1    0.870         0.87
NUDT14  -0.72    6.9 14 0.00021 0.45        2    2.100         1.10
TP53TG1 -0.84    6.7 12 0.00043 0.51        3    3.500         1.20
PLTP    -0.66    7.1 12 0.00064 0.51        4    4.200         1.00
ERCC1    0.55    7.6 11 0.00073 0.51        5    4.900         0.97
GANAB    0.69    7.2 11 0.00120 0.51        6    7.000         1.20
GTF2H2   1.10    6.7 10 0.00120 0.51        7    7.100         1.00
ACSL3   -0.72    6.6 10 0.00120 0.51        8    7.100         0.88
FJX1     0.96    6.9 10 0.00120 0.51        9    7.100         0.79
YIPF5    0.86    6.8 10 0.00130 0.51       10    7.600         0.76
1e-04      NA     NA NA      NA   NA        1    1.400         1.40
1e-05      NA     NA NA      NA   NA        0    0.570          Inf
1e-06      NA     NA NA      NA   NA        0    0.170          Inf
1e-07      NA     NA NA      NA   NA        0    0.067          Inf
1e-08      NA     NA NA      NA   NA        0    0.067          Inf
1e-09      NA     NA NA      NA   NA        0    0.033          Inf
1e-10      NA     NA NA      NA   NA        0    0.033          Inf
[1] "STAT6_3_gene_edgeR-qlf_Neg2.Rd"
      logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
PLK1   1.50    7.5 18 2.3e-05 0.094        1    0.300         0.30
ALPL  -0.73    6.9 14 1.5e-04 0.310        2    0.900         0.45
CCNB1  1.10    7.5 14 2.2e-04 0.310        3    1.100         0.38
UBE2C  1.20    8.3 12 4.3e-04 0.360        4    2.000         0.49
UBE2S  0.70    8.9 12 4.3e-04 0.360        5    2.000         0.40
TACC3  1.00    6.9 12 5.5e-04 0.360        6    2.500         0.42
PTTG1  0.85    8.5 12 6.1e-04 0.360        7    2.900         0.41
HMMR   1.10    6.8 11 9.6e-04 0.500        8    4.400         0.55
CDC20  0.93    7.7 11 1.2e-03 0.530        9    5.300         0.59
CENPA  0.97    7.0 10 1.3e-03 0.530       10    5.500         0.55
1e-04    NA     NA NA      NA    NA        1    0.700         0.70
1e-05    NA     NA NA      NA    NA        0    0.200          Inf
1e-06    NA     NA NA      NA    NA        0    0.170          Inf
1e-07    NA     NA NA      NA    NA        0    0.067          Inf
1e-08    NA     NA NA      NA    NA        0    0.000          NaN
1e-09    NA     NA NA      NA    NA        0    0.000          NaN
1e-10    NA     NA NA      NA    NA        0    0.000          NaN
[1] "TCF4-ITF2_1_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
RPL27A    0.29   12.0 15 9.5e-05 0.16        1    0.630         0.63
TAGLN     1.20    9.3 15 1.1e-04 0.16        2    0.670         0.33
RPL37A    0.24   12.0 15 1.2e-04 0.16        3    0.670         0.22
TMEM170A  0.83    6.9 13 2.5e-04 0.20        4    1.200         0.31
RPL30     0.24   12.0 13 2.7e-04 0.20        5    1.300         0.26
GPI       0.75    7.1 13 2.9e-04 0.20        6    1.400         0.23
RPL38     0.24   11.0 13 3.7e-04 0.22        7    1.800         0.25
RPL36AL   0.29    9.5 12 5.0e-04 0.26        8    2.200         0.27
PTTG1IP   0.47    8.1 12 6.0e-04 0.26        9    2.600         0.29
CNPY3     0.73    7.0 11 7.2e-04 0.26       10    3.000         0.30
1e-04       NA     NA NA      NA   NA        1    0.670         0.67
1e-05       NA     NA NA      NA   NA        0    0.170          Inf
1e-06       NA     NA NA      NA   NA        0    0.067          Inf
1e-07       NA     NA NA      NA   NA        0    0.000          NaN
1e-08       NA     NA NA      NA   NA        0    0.000          NaN
1e-09       NA     NA NA      NA   NA        0    0.000          NaN
1e-10       NA     NA NA      NA   NA        0    0.000          NaN
[1] "TCF4-ITF2_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
FOS     -0.86    6.7 12.0 0.00044 0.95        1     3.20          3.2
ZKSCAN1  0.77    7.1 12.0 0.00047 0.95        2     3.30          1.6
THAP4    0.92    6.7 11.0 0.00084 0.95        3     4.70          1.6
PHLDA1   1.30    7.0 11.0 0.00091 0.95        4     5.20          1.3
NEFM     1.30    7.5 10.0 0.00120 1.00        5     6.50          1.3
BCLAF1   0.47    7.7  8.8 0.00300 1.00        6    14.00          2.3
PTOV1   -0.33    8.1  8.8 0.00310 1.00        7    14.00          2.0
TUBG1   -0.48    7.2  8.6 0.00330 1.00        8    15.00          1.9
TRIM2   -0.53    7.0  8.5 0.00350 1.00        9    16.00          1.8
BRD4     0.52    7.3  8.2 0.00410 1.00       10    18.00          1.8
1e-04      NA     NA   NA      NA   NA        0     1.20          Inf
1e-05      NA     NA   NA      NA   NA        0     0.50          Inf
1e-06      NA     NA   NA      NA   NA        0     0.30          Inf
1e-07      NA     NA   NA      NA   NA        0     0.20          Inf
1e-08      NA     NA   NA      NA   NA        0     0.20          Inf
1e-09      NA     NA   NA      NA   NA        0     0.17          Inf
1e-10      NA     NA   NA      NA   NA        0     0.17          Inf
[1] "TCF4-ITF2_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
LMO4     2.10    7.0 12.0 0.00052 0.65        1     3.90         3.90
DIO3    -1.60    7.1 11.0 0.00087 0.65        2     5.50         2.80
MRPS28   2.30    6.7 11.0 0.00093 0.65        3     5.90         2.00
COA5     2.00    6.8 11.0 0.00096 0.65        4     6.00         1.50
USP9X    2.30    6.7 11.0 0.00100 0.65        5     6.20         1.20
PCBP1    0.69    8.6 11.0 0.00100 0.65        6     6.30         1.00
STARD3   2.20    6.7 10.0 0.00120 0.65        7     7.30         1.00
UBN1     1.90    6.9 10.0 0.00120 0.65        8     7.40         0.92
CSNK1A1  1.40    7.3 10.0 0.00150 0.67        9     8.40         0.94
WDR82    1.80    6.9  9.8 0.00170 0.67       10     9.40         0.94
1e-04      NA     NA   NA      NA   NA        0     1.90          Inf
1e-05      NA     NA   NA      NA   NA        0     0.93          Inf
1e-06      NA     NA   NA      NA   NA        0     0.60          Inf
1e-07      NA     NA   NA      NA   NA        0     0.47          Inf
1e-08      NA     NA   NA      NA   NA        0     0.27          Inf
1e-09      NA     NA   NA      NA   NA        0     0.13          Inf
1e-10      NA     NA   NA      NA   NA        0     0.10          Inf
[1] "TRANK1_1_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM    F  PValue  FDR #in_real #in_perm EmpiricalFDR
SDF2L1  -2.1    7.2 16.0 7.9e-05 0.33        1    1.900          1.9
INIP    -2.0    6.8 12.0 4.8e-04 1.00        2    3.900          1.9
PYCR1   -2.3    6.8 11.0 1.1e-03 1.00        3    6.200          2.1
SEC11C  -1.5    7.5  9.3 2.3e-03 1.00        4   11.000          2.7
MRPS34   1.8    8.4  8.9 2.9e-03 1.00        5   13.000          2.7
HSPB11   4.5    7.3  8.3 3.9e-03 1.00        6   17.000          2.8
FUNDC2   2.1    7.8  7.9 5.1e-03 1.00        7   20.000          2.9
OTUB1    1.9    7.9  7.7 5.7e-03 1.00        8   23.000          2.8
FXR1     2.6    7.5  7.6 5.9e-03 1.00        9   24.000          2.6
ACO2     4.1    7.1  7.5 6.0e-03 1.00       10   24.000          2.4
1e-04     NA     NA   NA      NA   NA        1    2.200          2.2
1e-05     NA     NA   NA      NA   NA        0    1.000          Inf
1e-06     NA     NA   NA      NA   NA        0    0.670          Inf
1e-07     NA     NA   NA      NA   NA        0    0.370          Inf
1e-08     NA     NA   NA      NA   NA        0    0.200          Inf
1e-09     NA     NA   NA      NA   NA        0    0.100          Inf
1e-10     NA     NA   NA      NA   NA        0    0.067          Inf
[1] "TRANK1_2_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
TMEM230   0.65    8.0 12.0 0.00067   1        1     4.50          4.5
UGP2      1.10    7.1 11.0 0.00097   1        2     5.60          2.8
FAM133B  -0.67    7.4 10.0 0.00150   1        3     7.50          2.5
GNAQ      1.40    6.7 10.0 0.00160   1        4     7.90          2.0
SNRNP200  1.00    7.0  9.0 0.00270   1        5    12.00          2.4
CCNK     -0.76    6.9  8.4 0.00380   1        6    16.00          2.7
MLLT10   -0.80    6.7  8.1 0.00440   1        7    18.00          2.6
CD63      0.57    9.3  7.9 0.00510   1        8    21.00          2.6
NQO1      1.80    7.5  7.6 0.00570   1        9    23.00          2.5
DLL1     -1.20    6.9  7.6 0.00590   1       10    23.00          2.3
1e-04       NA     NA   NA      NA  NA        0     1.70          Inf
1e-05       NA     NA   NA      NA  NA        0     0.73          Inf
1e-06       NA     NA   NA      NA  NA        0     0.37          Inf
1e-07       NA     NA   NA      NA  NA        0     0.20          Inf
1e-08       NA     NA   NA      NA  NA        0     0.13          Inf
1e-09       NA     NA   NA      NA  NA        0     0.10          Inf
1e-10       NA     NA   NA      NA  NA        0     0.10          Inf
[1] "TRANK1_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
CCT7    -0.26    8.8 12.0 0.00052   1        1    3.100          3.1
RPRD1A  -0.50    6.9 11.0 0.00079   1        2    4.100          2.1
UBE2E3   0.33    8.9 11.0 0.00087   1        3    4.400          1.5
TIMM21  -0.52    6.8  9.9 0.00170   1        4    8.300          2.1
HMGCR    0.65    7.0  9.8 0.00180   1        5    8.500          1.7
PHF20L1  0.53    7.0  9.7 0.00190   1        6    9.200          1.5
ADSL    -0.37    7.4  9.4 0.00210   1        7   10.000          1.4
RPUSD1   0.60    6.7  9.4 0.00210   1        8   10.000          1.3
CITED2  -0.46    7.4  9.3 0.00230   1        9   11.000          1.2
PYURF    0.31    7.9  9.0 0.00270   1       10   12.000          1.2
1e-04      NA     NA   NA      NA  NA        0    1.000          Inf
1e-05      NA     NA   NA      NA  NA        0    0.330          Inf
1e-06      NA     NA   NA      NA  NA        0    0.130          Inf
1e-07      NA     NA   NA      NA  NA        0    0.130          Inf
1e-08      NA     NA   NA      NA  NA        0    0.100          Inf
1e-09      NA     NA   NA      NA  NA        0    0.067          Inf
1e-10      NA     NA   NA      NA  NA        0    0.033          Inf
[1] "UBE2Q2P1_1_gene_edgeR-qlf_Neg2.Rd"
         logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
JAG1     -1.90    6.8 22 3.1e-06 0.013        1    0.200         0.20
SERPINH1 -1.10    7.7 19 1.4e-05 0.029        2    0.270         0.13
RCN1     -0.89    8.7 15 9.8e-05 0.140        3    0.800         0.27
MGST1    -1.10    7.8 12 5.3e-04 0.400        4    2.500         0.62
SGO1      2.80    6.8 12 5.9e-04 0.400        5    2.700         0.53
DNAJB1   -1.20    6.7 11 7.5e-04 0.400        6    3.100         0.52
PHB2     -0.58    8.6 11 7.8e-04 0.400        7    3.100         0.45
HSP90AA1 -0.65   10.0 11 8.3e-04 0.400        8    3.200         0.40
TRIM8     2.10    6.8 11 8.5e-04 0.400        9    3.200         0.36
CLIC1    -0.90    8.7 11 1.2e-03 0.460       10    4.100         0.41
1e-04       NA     NA NA      NA    NA        3    0.800         0.27
1e-05       NA     NA NA      NA    NA        1    0.200         0.20
1e-06       NA     NA NA      NA    NA        0    0.130          Inf
1e-07       NA     NA NA      NA    NA        0    0.130          Inf
1e-08       NA     NA NA      NA    NA        0    0.033          Inf
1e-09       NA     NA NA      NA    NA        0    0.033          Inf
1e-10       NA     NA NA      NA    NA        0    0.033          Inf
[1] "UBE2Q2P1_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
ATP5B   -0.77    9.5 15 9.3e-05 0.20        1    1.200         1.20
TERF2IP -1.50    7.4 15 9.6e-05 0.20        2    1.300         0.63
ARF4    -1.10    8.3 12 4.5e-04 0.42        3    2.900         0.98
UFSP2    2.60    6.9 12 4.5e-04 0.42        4    2.900         0.73
SFRP1    4.10    7.1 12 6.7e-04 0.42        5    4.000         0.81
CA2     -1.60    7.1 11 7.7e-04 0.42        6    4.500         0.76
PITHD1  -1.10    7.3 11 8.0e-04 0.42        7    4.600         0.66
PABPC1   0.74   10.0 11 8.1e-04 0.42        8    4.600         0.58
YKT6    -1.20    7.0 11 9.6e-04 0.42        9    5.200         0.57
PPP1R2  -1.30    6.7 11 1.0e-03 0.42       10    5.300         0.53
1e-04      NA     NA NA      NA   NA        2    1.300         0.63
1e-05      NA     NA NA      NA   NA        0    0.430          Inf
1e-06      NA     NA NA      NA   NA        0    0.200          Inf
1e-07      NA     NA NA      NA   NA        0    0.100          Inf
1e-08      NA     NA NA      NA   NA        0    0.067          Inf
1e-09      NA     NA NA      NA   NA        0    0.067          Inf
1e-10      NA     NA NA      NA   NA        0    0.067          Inf
[1] "UBE2Q2P1_3_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM    F  PValue FDR #in_real #in_perm EmpiricalFDR
NAV1    -1.40    6.7 15.0 0.00012 0.5        1     1.30          1.3
CAMLG    1.10    7.6 11.0 0.00095 1.0        2     5.00          2.5
REEP2    2.20    6.9 10.0 0.00150 1.0        3     6.70          2.2
PRKAB1   1.90    6.8  8.8 0.00310 1.0        4    11.00          2.8
CDKN1B   1.90    6.7  8.4 0.00380 1.0        5    14.00          2.8
C1orf43  0.66    8.5  8.2 0.00420 1.0        6    15.00          2.5
FBXW5    1.70    6.8  8.0 0.00470 1.0        7    16.00          2.3
SF3B3    1.60    6.8  7.9 0.00500 1.0        8    17.00          2.2
MRPS12   0.86    7.7  7.8 0.00510 1.0        9    18.00          2.0
RGS20    1.40    7.1  7.8 0.00520 1.0       10    18.00          1.8
1e-04      NA     NA   NA      NA  NA        0     1.20          Inf
1e-05      NA     NA   NA      NA  NA        0     0.50          Inf
1e-06      NA     NA   NA      NA  NA        0     0.30          Inf
1e-07      NA     NA   NA      NA  NA        0     0.23          Inf
1e-08      NA     NA   NA      NA  NA        0     0.00          NaN
1e-09      NA     NA   NA      NA  NA        0     0.00          NaN
1e-10      NA     NA   NA      NA  NA        0     0.00          NaN
[1] "VPS45_1_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM  F  PValue     FDR #in_real #in_perm EmpiricalFDR
PTN    -1.90    7.9 34 5.7e-09 2.4e-05        1    0.100        0.100
IFITM3 -2.00    8.6 30 3.8e-08 7.9e-05        2    0.130        0.067
CLU    -1.70    7.4 27 1.9e-07 2.6e-04        3    0.200        0.067
CTSC   -1.70    6.7 27 2.5e-07 2.6e-04        4    0.200        0.050
GPM6B  -1.00    8.5 23 1.7e-06 1.4e-03        5    0.300        0.060
CD47   -1.40    7.0 20 6.6e-06 4.6e-03        6    0.470        0.078
WLS    -1.40    7.0 18 2.0e-05 1.1e-02        7    0.600        0.086
RCN1   -0.92    8.7 18 2.0e-05 1.1e-02        8    0.600        0.075
ORC6    2.20    7.3 14 1.9e-04 8.8e-02        9    1.600        0.180
FUCA2  -1.30    6.6 13 3.0e-04 1.3e-01       10    2.200        0.220
1e-04     NA     NA NA      NA      NA        8    1.200        0.150
1e-05     NA     NA NA      NA      NA        6    0.500        0.083
1e-06     NA     NA NA      NA      NA        4    0.300        0.075
1e-07     NA     NA NA      NA      NA        2    0.200        0.100
1e-08     NA     NA NA      NA      NA        1    0.100        0.100
1e-09     NA     NA NA      NA      NA        0    0.067          Inf
1e-10     NA     NA NA      NA      NA        0    0.033          Inf
[1] "VPS45_2_gene_edgeR-qlf_Neg2.Rd"
        logFC logCPM  F  PValue  FDR #in_real #in_perm EmpiricalFDR
SUMO3    0.43    8.0 16 5.7e-05 0.17        1     1.30         1.30
DLL1    -0.96    6.9 16 8.3e-05 0.17        2     1.40         0.68
MLLT11  -0.44    8.7 14 2.3e-04 0.26        3     2.50         0.84
NEFM    -0.80    7.5 13 2.8e-04 0.26        4     2.70         0.68
CYC1     0.30    8.8 13 3.1e-04 0.26        5     2.90         0.59
ISCU     0.42    7.8 11 7.7e-04 0.38        6     5.10         0.84
RBP1    -0.71    7.2 11 8.1e-04 0.38        7     5.30         0.76
DRAXIN  -0.63    6.7 11 8.2e-04 0.38        8     5.30         0.67
ANKRD11  0.45    7.6 11 8.2e-04 0.38        9     5.30         0.59
PCBP4   -0.45    8.1 11 1.0e-03 0.43       10     6.20         0.62
1e-04      NA     NA NA      NA   NA        2     1.50         0.75
1e-05      NA     NA NA      NA   NA        0     0.67          Inf
1e-06      NA     NA NA      NA   NA        0     0.50          Inf
1e-07      NA     NA NA      NA   NA        0     0.40          Inf
1e-08      NA     NA NA      NA   NA        0     0.27          Inf
1e-09      NA     NA NA      NA   NA        0     0.23          Inf
1e-10      NA     NA NA      NA   NA        0     0.17          Inf
[1] "VPS45_3_gene_edgeR-qlf_Neg2.Rd"
       logFC logCPM  F  PValue   FDR #in_real #in_perm EmpiricalFDR
PCGF2   3.80    7.0 21 5.7e-06 0.024        1    0.430         0.43
NKAIN4 -2.00    6.9 18 1.9e-05 0.041        2    0.530         0.27
TXNRD1 -1.60    7.1 13 3.6e-04 0.470        3    2.900         0.96
GNPDA1 -1.60    6.8 12 4.5e-04 0.470        4    3.100         0.78
NELFE   1.30    7.7 12 6.6e-04 0.470        5    4.000         0.79
CHTF8   1.80    7.2 12 6.8e-04 0.470        6    4.000         0.67
CTDSP2  3.00    6.7 11 1.2e-03 0.620        7    5.900         0.84
CPE    -1.50    6.7 10 1.4e-03 0.620        8    6.700         0.84
MRPL1   1.50    7.6 10 1.6e-03 0.620        9    7.500         0.83
PPIA    0.53   10.0 10 1.6e-03 0.620       10    7.500         0.75
1e-04     NA     NA NA      NA    NA        2    1.500         0.73
1e-05     NA     NA NA      NA    NA        1    0.530         0.53
1e-06     NA     NA NA      NA    NA        0    0.330          Inf
1e-07     NA     NA NA      NA    NA        0    0.200          Inf
1e-08     NA     NA NA      NA    NA        0    0.170          Inf
1e-09     NA     NA NA      NA    NA        0    0.067          Inf
1e-10     NA     NA NA      NA    NA        0    0.067          Inf


sessionInfo()
R version 3.5.1 (2018-07-02)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Scientific Linux 7.4 (Nitrogen)

Matrix products: default
BLAS/LAPACK: /software/openblas-0.2.19-el7-x86_64/lib/libopenblas_haswellp-r0.2.19.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] edgeR_3.24.3 limma_3.38.2

loaded via a namespace (and not attached):
 [1] locfit_1.5-9.1  workflowr_1.2.0 Rcpp_1.0.0      lattice_0.20-38
 [5] digest_0.6.18   rprojroot_1.3-2 grid_3.5.1      backports_1.1.2
 [9] git2r_0.23.0    magrittr_1.5    evaluate_0.12   stringi_1.3.1  
[13] fs_1.2.6        whisker_0.3-2   rmarkdown_1.10  tools_3.5.1    
[17] stringr_1.4.0   glue_1.3.0      yaml_2.2.0      compiler_3.5.1 
[21] htmltools_0.3.6 knitr_1.20