Mercurial > repos > galaxyp > quantp
changeset 2:ed0bb50d7ffe draft
planemo upload commit bd6bc95760db6832c77d4d2872281772c31f9039
| author | galaxyp |
|---|---|
| date | Wed, 09 Jan 2019 16:59:24 -0500 |
| parents | bcc7a4c4cc29 |
| children | a8bedebab467 |
| files | quantp.r quantp.xml test-data/mouse_protein_log_data.txt test-data/mouse_transcript_log_data.txt |
| diffstat | 4 files changed, 7168 insertions(+), 35 deletions(-) [+] |
line wrap: on
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--- a/quantp.r Thu Dec 20 16:06:05 2018 -0500 +++ b/quantp.r Wed Jan 09 16:59:24 2019 -0500 @@ -60,9 +60,9 @@ dev.off(); suppressWarnings(g <- autoplot(regmodel, label = FALSE)[[1]] + - geom_point(aes(text=sprintf("Residual: %.2f<br>Fitted value: %.2f<br>Gene: %s", .fitted, .resid, PE_TE_data$PE_ID)), - shape = 1, size = .1, stroke = .2) + - theme_light()) + geom_point(aes(text=sprintf("Residual: %.2f<br>Fitted value: %.2f<br>Gene: %s", .fitted, .resid, PE_TE_data$PE_ID)), + shape = 1, size = .1, stroke = .2) + + theme_light()) saveWidget(ggplotly(g, tooltip= c("text")), file.path(gsub("\\.png", "\\.html", outplot))) outplot = paste(outdir,"/PE_TE_lm_2.png",sep="",collapse=""); @@ -74,9 +74,9 @@ dev.off(); suppressWarnings(g <- autoplot(regmodel, label = FALSE)[[2]] + - geom_point(aes(text=sprintf("Standarized residual: %.2f<br>Theoretical quantile: %.2f<br>Gene: %s", .qqx, .qqy, PE_TE_data$PE_ID)), - shape = 1, size = .1) + - theme_light()) + geom_point(aes(text=sprintf("Standarized residual: %.2f<br>Theoretical quantile: %.2f<br>Gene: %s", .qqx, .qqy, PE_TE_data$PE_ID)), + shape = 1, size = .1) + + theme_light()) saveWidget(ggplotly(g, tooltip = "text"), file.path(gsub("\\.png", "\\.html", outplot))) @@ -91,9 +91,9 @@ cd_cont_neg <- function(leverage, level, model) {-cd_cont_pos(leverage, level, model)} suppressWarnings(g <- autoplot(regmodel, label = FALSE)[[4]] + - aes(label = PE_TE_data$PE_ID) + - geom_point(aes(text=sprintf("Leverage: %.2f<br>Standardized residual: %.2f<br>Gene: %s", .hat, .stdresid, PE_TE_data$PE_ID))) + - theme_light()) + aes(label = PE_TE_data$PE_ID) + + geom_point(aes(text=sprintf("Leverage: %.2f<br>Standardized residual: %.2f<br>Gene: %s", .hat, .stdresid, PE_TE_data$PE_ID))) + + theme_light()) saveWidget(ggplotly(g, tooltip = "text"), file.path(gsub("\\.png", "\\.html", outplot))) cat('<table border=1 cellspacing=0 cellpadding=5 style="table-layout:auto; ">', file = htmloutfile, append = TRUE); @@ -215,7 +215,7 @@ cooksd_df[cooksd_df$cooksd > cutoff,]$colors <- "red" g <- ggplot(cooksd_df, aes(x = index, y = cooksd, label = row.names(cooksd_df), color=as.factor(colors), - text=sprintf("Gene: %s<br>Cook's Distance: %.3f", row.names(cooksd_df), cooksd))) + + text=sprintf("Gene: %s<br>Cook's Distance: %.3f", row.names(cooksd_df), cooksd))) + ggtitle("Influential Obs. by Cook's distance") + xlab("Observations") + ylab("Cook's Distance") + #xlim(0, 3000) + ylim(0, .15) + scale_shape_discrete(solid=F) + @@ -275,10 +275,10 @@ png(outplot, width = 10, height = 10, units = 'in', res=300); # bitmap(outplot,"png16m"); suppressWarnings(g <- ggplot(PE_TE_data_no_outlier, aes(x=TE_abundance, y=PE_abundance, label=PE_ID)) + geom_smooth() + - xlab("Transcript abundance log fold-change") + ylab("Protein abundance log fold-change") + - xlim(min_lim,max_lim) + ylim(min_lim,max_lim) + - geom_point(aes(text=sprintf("Gene: %s<br>Transcript Abundance (log fold-change): %.3f<br>Protein Abundance (log fold-change): %.3f", - PE_ID, TE_abundance, PE_abundance)))) + xlab("Transcript abundance log fold-change") + ylab("Protein abundance log fold-change") + + xlim(min_lim,max_lim) + ylim(min_lim,max_lim) + + geom_point(aes(text=sprintf("Gene: %s<br>Transcript Abundance (log fold-change): %.3f<br>Protein Abundance (log fold-change): %.3f", + PE_ID, TE_abundance, PE_abundance)))) suppressMessages(plot(g)) suppressMessages(saveWidget(ggplotly(g, tooltip="text"), file.path(gsub("\\.png", "\\.html", outplot)))) dev.off(); @@ -440,9 +440,9 @@ # Interactive plot for k-means clustering g <- ggplot(PE_TE_data, aes(x = TE_abundance, y = PE_abundance, label = row.names(PE_TE_data), - text=sprintf("Gene: %s<br>Transcript Abundance: %.3f<br>Protein Abundance: %.3f", - PE_ID, TE_abundance, PE_abundance), - color=as.factor(k1$cluster))) + + text=sprintf("Gene: %s<br>Transcript Abundance: %.3f<br>Protein Abundance: %.3f", + PE_ID, TE_abundance, PE_abundance), + color=as.factor(k1$cluster))) + xlab("Transcript Abundance") + ylab("Protein Abundance") + scale_shape_discrete(solid=F) + geom_smooth(method = "loess", span = 2/3) + geom_point(size = 1, shape = 8) + @@ -475,11 +475,11 @@ png(outfile, width = 10, height = 10, units = 'in', res=300); # bitmap(outfile, "png16m"); suppressWarnings(g <- ggplot(PE_TE_data, aes(x=TE_abundance, y=PE_abundance, label=PE_ID)) + geom_smooth() + - xlab("Transcript abundance log fold-change") + ylab("Protein abundance log fold-change") + - xlim(min_lim,max_lim) + ylim(min_lim,max_lim) + - geom_point(aes(text=sprintf("Gene: %s<br>Transcript Abundance (log fold-change): %.3f<br>Protein Abundance (log fold-change): %.3f", - PE_ID, TE_abundance, PE_abundance)), - size = .5)) + xlab("Transcript abundance log fold-change") + ylab("Protein abundance log fold-change") + + xlim(min_lim,max_lim) + ylim(min_lim,max_lim) + + geom_point(aes(text=sprintf("Gene: %s<br>Transcript Abundance (log fold-change): %.3f<br>Protein Abundance (log fold-change): %.3f", + PE_ID, TE_abundance, PE_abundance)), + size = .5)) suppressMessages(plot(g)) suppressMessages(saveWidget(ggplotly(g, tooltip = "text"), file.path(gsub("\\.png", "\\.html", outfile)))) dev.off(); @@ -682,8 +682,8 @@ dev.off(); g <- ggplot(PE_df_logfold, aes(x = LogFold, -log10(PE_pval), color = as.factor(color), - text=sprintf("Gene: %s<br>Log2 Fold-Change: %.3f<br>-log10 p-value: %.3f<br>p-value: %.3f", - Genes, LogFold, -log10(PE_pval), PE_pval))) + + text=sprintf("Gene: %s<br>Log2 Fold-Change: %.3f<br>-log10 p-value: %.3f<br>p-value: %.3f", + Genes, LogFold, -log10(PE_pval), PE_pval))) + xlab("log2 fold change") + ylab("-log10 p-value") + geom_point(shape=1, size = 1.5, stroke = .2) + scale_color_manual(values = c("black" = "black", "red" = "red", "blue" = "blue")) + @@ -722,7 +722,7 @@ dev.off(); g <- ggplot(TE_df_logfold, aes(x = LogFold, -log10(TE_pval), color = as.factor(color), - text=sprintf("Gene: %s<br>Log2 Fold-Change: %.3f<br>-log10 p-value: %.3f<br>p-value: %.3f", + text=sprintf("Gene: %s<br>Log2 Fold-Change: %.3f<br>-log10 p-value: %.3f<br>p-value: %.3f", Genes, LogFold, -log10(TE_pval), TE_pval))) + xlab("log2 fold change") + ylab("-log10 p-value") + geom_point(shape=1, size = 1.5, stroke = .2) + @@ -974,28 +974,33 @@ # TE Boxplot outplot = paste(outdir,"/Box_TE.png",sep="",collape=""); + multisample_boxplot(TE_df, sampleinfo_df, outplot, "Yes", "Samples", "Transcript Abundance data"); + lines <- extractWidgetCode(outplot) + prescripts <- c(prescripts, lines$prescripts) + postscripts <- c(postscripts, lines$postscripts) cat('<table border=1 cellspacing=0 cellpadding=5 style="table-layout:auto; ">\n', '<tr bgcolor="#7a0019"><th><font color=#ffcc33>Boxplot: Transcriptome data</font></th><th><font color=#ffcc33>Boxplot: Proteome data</font></th></tr>\n', - "<tr><td align=center>", '<img src="Box_TE.png" width=500 height=500></td>\n', file = htmloutfile, append = TRUE); - multisample_boxplot(TE_df, sampleinfo_df, outplot, "Yes", "Samples", "Transcript Abundance data"); + "<tr><td align=center>", '<img src="Box_TE.png" width=500 height=500>', lines$widget_div, '</td>\n', file = htmloutfile, append = TRUE); # PE Boxplot outplot = paste(outdir,"/Box_PE.png",sep="",collape=""); - cat("<td align=center>", '<img src="Box_PE.png" width=500 height=500></td></tr></table>\n', file = htmloutfile, append = TRUE); multisample_boxplot(PE_df, sampleinfo_df, outplot, "Yes", "Samples", "Protein Abundance data"); - + lines <- extractWidgetCode(outplot) + postscripts <- c(postscripts, lines$postscripts) + cat("<td align=center>", '<img src="Box_PE.png" width=500 height=500>', lines$widget_div, + '</td></tr></table>\n', file = htmloutfile, append = TRUE); cat('<hr/><h2 id="corr_data"><font color=#ff0000>CORRELATION</font></h2>\n', file = htmloutfile, append = TRUE); # TE PE scatter + PE_TE_data = data.frame(PE_df, TE_df); + colnames(PE_TE_data) = c("PE_ID","PE_abundance","TE_ID","TE_abundance"); outplot = paste(outdir,"/TE_PE_scatter.png",sep="",collape=""); cat('<table border=1 cellspacing=0 cellpadding=5 style="table-layout:auto; "> <tr bgcolor="#7a0019"><th><font color=#ffcc33>Scatter plot between Proteome and Transcriptome Abundance</font></th></tr>\n', file = htmloutfile, append = TRUE); singlesample_scatter(PE_TE_data, outplot); lines <- extractWidgetCode(outplot); postscripts <- c(postscripts, lines$postscripts); - cat("<tr><td align=center>", '<img src="TE_PE_scatter.png" width=800 height=800>', lines$widget_div, '</td></tr>\n', file = htmloutfile, append = TRUE); - PE_TE_data = data.frame(PE_df, TE_df); - colnames(PE_TE_data) = c("PE_ID","PE_abundance","TE_ID","TE_abundance"); + cat("<tr><td align=center>", '<img src="TE_PE_scatter.png" width=800 height=800>', gsub('width:500px;height:500px', 'width:800px;height:800px' , lines$widget_div), '</td></tr>\n', file = htmloutfile, append = TRUE); # TE PE Cor cat("<tr><td align=center>", file = htmloutfile, append = TRUE); @@ -1014,7 +1019,9 @@ extractWidgetCode(paste(outdir,"/PE_TE_lm_2.png",sep="",collapse=""))$postscripts, extractWidgetCode(paste(outdir,"/PE_TE_lm_5.png",sep="",collapse=""))$postscripts, extractWidgetCode(paste(outdir,"/PE_TE_lm_cooksd.png",sep="",collapse=""))$postscripts, - extractWidgetCode(paste(outdir,"/AbundancePlot_scatter_without_outliers.png",sep="",collapse=""))$postscripts)); + extractWidgetCode(paste(outdir,"/AbundancePlot_scatter_without_outliers.png",sep="",collapse=""))$postscripts, + gsub('data-for="html', 'data-for="secondhtml"', + extractWidgetCode(paste(outdir,"/TE_PE_scatter.png",sep="",collapse=""))$postscripts))) cat('<hr/><h2 id="cluster_data"><font color=#ff0000>CLUSTER ANALYSIS</font></h2>\n', file = htmloutfile, append = TRUE);
--- a/quantp.xml Thu Dec 20 16:06:05 2018 -0500 +++ b/quantp.xml Wed Jan 09 16:59:24 2019 -0500 @@ -1,4 +1,4 @@ -<tool id="quantp" name="QuanTP" version="1.1.0"> +<tool id="quantp" name="QuanTP" version="1.1.1"> <description>Correlation between protein and transcript abundances</description> <requirements> <requirement type="package" version="1.10.4">r-data.table</requirement> @@ -7,7 +7,7 @@ <requirement type="package" version="3.0.0">r-ggplot2</requirement> <requirement type="package" version="0.4.5">r-ggfortify</requirement> <requirement type="package" version="4.8.0">r-plotly</requirement> - <requirement type="package" version="0.6.1.2">r-d3heatmap</requirement> + <requirement type="package" version="0.6.1.1">r-d3heatmap</requirement> </requirements> <command detect_errors="exit_code"><![CDATA[ Rscript '$__tool_directory__/quantp.r' @@ -114,6 +114,24 @@ </assert_contents> </output> </test> + <test> + <conditional name="experiment_design_option"> + <param name="sample_type" value="logfold"/> + <param name="correction_method" value="BH"/> + <param name="volcano_with" value="pval"/> + </conditional> + <param name="pe_exp" value="mouse_protein_log_data.txt" ftype="tabular" /> + <param name="te_exp" value="mouse_transcript_log_data.txt" ftype="tabular" /> + <param name="cooksd_upper" value="4"/> + <param name="nclust" value="4"/> + <param name="hm_nclust" value="5"/> + <output name="html_file"> + <assert_contents> + <has_text text="SAMPLE DISTRIBUTION" /> + <has_text text="plotly" /> + </assert_contents> + </output> + </test> </tests> <help><![CDATA[
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/mouse_protein_log_data.txt Wed Jan 09 16:59:24 2019 -0500 @@ -0,0 +1,3554 @@ +Gene logFold_proB_preproB +Pcx -0.215265223 +Cers2 0.06298783 +Nsa2 0.10744011 +Tom1 -0.144979097 +Pmvk 0.257954334 +Nampt 0.258178827 +Ube2d3 0.028890123 +Tspan3 -0.513643194 +Nmt1 -0.000295754 +Pde12 -0.163894925 +Ranbp10 -0.104972012 +Eri1 0.41176789 +Cul4a 0.118386345 +Sde2 -0.279915784 +Crtc2 0.318750624 +Gpx1 -0.688658971 +Atp13a1 -0.109330393 +B2m 0.737042021 +Gpx4 0.115972019 +Cacybp -0.018669293 +Sh3gl1 -0.076607495 +Bcl2 -0.598897838 +Syf2 0.158267287 +Spg7 0.520539914 +Cirbp -0.370333441 +Ccdc114 0.667889424 +Ccdc115 -0.12539521 +Cstf1 0.02477631 +Rabif -0.184199945 +Cstf3 0.150892312 +Cstf2 -0.07130932 +Hspd1 0.109325823 +Akt2 0.263571665 +Lamc1 -0.054221843 +Wdr82 0.039155178 +Rnf126 -0.049235527 +Uqcrb 0.277656319 +Wdr89 0.309720999 +Top3b -0.311153494 +Exosc10 0.075792817 +Cebpb 0.279918139 +Naa15 -0.044017153 +Naa10 0.019126795 +Vps18 -0.681137551 +Fubp3 -0.671449149 +Fubp1 0.101441633 +Slu7 0.045571542 +Ezr -0.181424454 +Slc25a12 0.795986319 +Sf3a1 -0.195715138 +Sap18 -0.082584304 +Sf3a3 -0.052605802 +Ccar1 -0.115152501 +Ccar2 -0.171779144 +Pitpna -0.559275401 +Pitpnb -0.259196255 +Ubp1 -0.488899947 +Rab27a -0.624541042 +Cog8 0.552417456 +Aven -0.120449936 +Rbm8a 0.1391538 +Ptrhd1 -0.068203232 +Cog3 0.090436167 +Cog2 -0.392656478 +Cog1 0.231627847 +Szrd1 0.244030886 +Cog7 0.251115552 +Tmed5 -0.077922423 +Cog5 0.073079836 +Max 0.235418273 +Rtf1 -0.082298321 +Rtf2 -0.180401499 +9130011E15Rik -0.338998954 +Serpinh1 0.617452668 +Gm11273 -0.049912797 +Fto -0.330907224 +Tmed2 -0.337346617 +Crtc1 0.218809607 +Nosip 0.291867522 +Mad2l1 0.00140304 +Snrpd3 0.215724501 +Snrpd2 0.08489563 +Snrpd1 0.450069466 +Tab1 -0.023643291 +Letm1 -0.137322352 +Scpep1 0.526122971 +Cyba -0.068303757 +Ifi47 0.898775642 +Ndrg1 -0.188344851 +Mak16 0.089999801 +Tap1 0.290951564 +Ubap2 0.063159206 +Ppp1r7 0.055401106 +Tap2 0.181550384 +H13 -0.45346534 +Rpap3 -0.030575446 +Gga3 0.061736059 +Gga2 -0.066192753 +Flii -0.220704152 +Lsm6 0.198169684 +Ptpn2 -0.067657001 +Kyat3 0.477597585 +Zfp622 -0.033937136 +Mrps2 -0.17242683 +Lama3 0.0 +Skiv2l2 0.018798014 +Slc7a5 0.312561851 +Plcl2 0.671671065 +Gng12 -0.424253152 +Sash3 -1.39463533 +Stx12 -0.157527171 +Arhgap11a 0.112447939 +Stx17 0.208628356 +Znhit3 0.436770625 +Stub1 0.119773081 +Tyms 0.838896139 +Fam104a 0.195500022 +AI314180 0.247780507 +Trnt1 0.171968999 +Rap2b -0.168032156 +Mrpl11 -0.041269681 +Mrpl12 0.11432299 +Pdxk -0.611187809 +Psmd9 -0.210160134 +Klf16 0.079320057 +Mrpl16 0.19234941 +Mrpl17 0.0 +Psmd5 -0.313032343 +Psmd4 -0.021890955 +Psmd7 0.050047408 +Psmd6 0.392043666 +Psmd1 0.033601285 +Psmd3 0.159317808 +Psmd2 0.139191749 +Agpat5 -0.294616508 +Ncl 0.005410049 +Ifrd1 0.269977437 +Lta4h -0.316019044 +Lmna -0.198911761 +Stam 0.137150634 +Phb2 0.151722511 +Prpf18 0.094885988 +Supt16 0.048007355 +Ermp1 0.174998197 +Cmas -0.599717795 +Ubfd1 -0.639834616 +Gstp1 0.441120135 +Wdfy4 0.669308971 +Hba-a1 1.208424301 +Wdfy1 0.059915922 +Cox6b1 -0.096497356 +Pttg1 0.335605569 +Atp5f1 0.125402434 +Fam133b -0.450716258 +Mras -1.356031874 +Cbl -0.214277555 +Commd2 -0.188134397 +Htatsf1 -0.110332747 +Snf8 0.162427903 +Imp3 -0.129109962 +H3f3b 0.19155507 +Clec12a -0.967010282 +Larp4b -0.186649561 +Rfc5 0.151931495 +Rfc4 0.129912002 +Uck2 -0.292134219 +Rfc1 0.116536401 +Rfc3 0.214569923 +Rfc2 0.103829326 +Apex1 0.154397855 +Acat1 0.073411678 +Acat3 -0.538205588 +Aldh1b1 -0.110917575 +Sars 0.293718883 +Usp25 0.170018557 +Asah1 -0.407403016 +Tcof1 -0.14974705 +Arl8b -0.307375134 +Trim33 -0.114277936 +Ahnak 0.069691172 +Amdhd2 -0.113235447 +Efl1 0.022742846 +Ldlr -0.36033416 +Dlat 0.01757712 +Smap1 0.174311756 +Ube3a -0.175096307 +Dbnl 0.139783806 +Fam91a1 -0.616247198 +Zmynd8 -0.449147435 +Tigar 0.472461791 +Paf1 -0.017087958 +Gmnn 0.140101904 +Fam114a2 -0.112215551 +Slc7a6os 0.090380599 +Tpr -0.064049863 +Aldoa 0.318464889 +Cmtr1 0.294191907 +Uqcrq 0.332392823 +Rlim -0.350160122 +Cox6c -0.102884091 +Gpsm1 0.152517109 +Kdm1a -0.627787864 +Vav1 -0.480185129 +Kbtbd4 0.138839398 +Cdca5 0.122359923 +Akt1 0.185450462 +Pip4k2a 0.0 +Cope 0.049294859 +Txnrd3 0.883696621 +Igtp 0.265093632 +Nsfl1c -0.036263658 +Slc29a1 0.074427327 +Nln 0.085152621 +Usp8 -0.019240856 +Rif1 0.032037317 +Nup107 0.044494845 +Cdkn2aip -0.014863892 +Itsn2 0.186821229 +Usp4 0.030121361 +Usp5 -0.174861083 +Usp7 -0.108899117 +Adpgk 0.090744986 +Gpd1l 0.038207174 +Top2b 0.349206706 +Top2a 0.374633313 +Irf3 0.009704088 +Irf2 0.125152513 +Bms1 0.102659439 +Nme1 0.226423512 +Rpl38 -0.015614226 +Irf4 1.927082937 +Hat1 0.173072441 +Rpl37 0.212661428 +Rpl34 0.048766228 +Arpc5l 0.502510862 +Rpl32 0.141963668 +Bod1l 0.108972639 +Rpl30 0.493999798 +Rpl31 0.098430365 +Sfpq -0.085787156 +Lsg1 -0.040082236 +Bcas2 0.064718757 +Scaf1 -0.22632612 +Hdhd5 0.168000112 +Strn4 0.106054726 +Pgrmc2 0.078724641 +Pgrmc1 -0.065128737 +Tpp1 -0.193111079 +Tpp2 0.127338834 +Rad50 -0.229302338 +Zzef1 0.24864539 +Nars 0.138806595 +Phgdh -0.11365546 +Gm27029 -0.002621762 +Rfk 0.055531683 +Blvra 0.113075082 +Ing1 -0.011582276 +Agfg1 0.634556055 +Snrnp200 -0.036886784 +Cep170 0.279533079 +Vps33b -0.327129487 +Zfp36l1 0.902176264 +Ahsa1 0.152459859 +Farsb 0.024516789 +Farsa 0.004515725 +Uap1l1 0.008306194 +Vps16 -0.433577176 +Cst7 -3.064777476 +Dera -0.312173698 +D10Wsu102e 0.106061438 +Wdr5 0.199778516 +Mettl3 -0.483376481 +Wdr3 0.099818913 +Wdr1 0.238872493 +Gtf2f2 0.02131195 +Bbx -0.282462569 +Magohb -0.068944671 +Uba6 0.153366942 +Ppme1 0.245754915 +Uba5 0.163605609 +Uba2 0.201793243 +Vps11 -0.313656357 +Uba1 -0.054491954 +Flna -0.068388331 +Flnb -1.070620758 +Rbl1 0.029797773 +Naa20 0.08829896 +Pdcd2 0.326300279 +Naa25 0.337168762 +Eipr1 0.230472299 +Mlec -0.430549386 +Wars 0.041397135 +Clint1 0.129513828 +Aldh4a1 -0.164852638 +Sin3a -0.239324107 +Rassf2 -1.417677552 +Sf3a2 -0.111856264 +Zfp706 0.305572504 +Sltm -0.091717521 +Gstm1 0.304999212 +Reps1 -0.576180847 +Coasy 0.195948563 +Kcnab2 0.308435415 +Stk38 0.138961231 +Cebpz 0.115840294 +Ggta1 -0.603899992 +Cct8 -0.010510994 +Hdgfl2 -0.029222922 +Cct2 -0.043196438 +Cct3 -0.059782752 +Pno1 0.377111481 +Cct7 0.081176045 +Cct4 -0.060194658 +Cct5 -0.02281224 +Dtymk -0.648972362 +Lamp2 -0.073560844 +Lamp1 0.038215549 +Gltp -0.324022837 +Cep44 0.18458119 +Dcun1d5 0.149232029 +Smchd1 0.069395516 +Pold1 -0.076556986 +Pold2 -0.021588646 +Pold3 -0.397056866 +Zfp638 -0.082874714 +Hcls1 0.675434744 +Dut 0.225094734 +Ralb 0.068138301 +Hdac1 -0.443852993 +H1f0 0.023011149 +Rps12-ps3 0.077568434 +Hdac7 0.535051661 +Klc3 0.0 +Polr2l -0.100426321 +Ttc33 0.000663529 +Skiv2l 0.220360909 +Ttc37 0.048845702 +Sfxn3 -1.902182123 +Bphl 0.706136164 +Edrf1 0.066053376 +Rrp12 0.045526884 +Sh3kbp1 0.130920385 +Fam126a -0.398301175 +Gmps -0.184180306 +Rpl22l1 0.104449348 +Vamp3 0.092403587 +Clns1a -0.071589518 +Fus 0.072259549 +Ufm1 0.380698458 +Vamp8 -0.276305001 +Upf3b 0.0 +Rars 0.151917254 +Usp16 0.016951243 +Strn 0.014062368 +Usp14 0.176953334 +Mettl13 -0.281846987 +Rnaset2a -0.965803699 +Gimap1 -0.162056258 +Tada3 -0.334270491 +Gatd1 0.153071089 +Set 0.0125515255 +Prpsap1 0.071105024 +Prpsap2 0.302416085 +Rrp1b -0.113554236 +Psme4 -0.021157683 +Psme2 0.192813977 +Psme3 -0.000823688 +Ndufb11 0.043284332 +Psme1 0.167233294 +Ikzf1 -0.503574922 +Ikzf3 1.39526295 +AI597479 0.328420599 +Mesd -0.247167356 +H2afv -0.326647248 +Mtf2 -0.116606905 +Isyna1 -0.287593175 +H2afx 0.779261376 +H2afy -0.823649078 +Mcm7 0.021759766 +Mcm6 -0.065591937 +Mcm5 -0.104516982 +Mcm4 -0.059314872 +Mcm3 -0.129962043 +Mcm2 -0.036874787 +Slc4a1ap 0.095545116 +Scfd1 -0.057097263 +Mrps17 0.221273216 +Cnn3 -0.148063044 +Cnn2 1.368283309 +Hadhb -0.140854833 +Hadha -0.083492978 +Hmga2 -0.686451108 +Nxt1 0.041907422 +BC017158 0.008392202 +Akr1b3 0.105250262 +Lxn 1.844797791 +Lman2l -0.374241335 +Naxe -0.153022203 +Asl -0.239346743 +Thumpd1 -0.12278721 +Oard1 -0.032446276 +Mrps10 0.109542474 +Skp1a -0.16220251 +Fam107b 0.27767533 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-0.023493561 +Mark2 0.07773385 +Trappc12 -0.078963584 +Pfas -0.007933924 +Strip1 0.059838376 +Hjurp -0.084676405 +Gm10031 0.097269594 +Snip1 -0.083007691 +Vipas39 -0.004799324 +Tubb5 0.066910366 +Tubb3 0.13078986 +Tia1 0.037921915 +Mtpn -0.24577816 +Impdh2 0.027355126 +Spc25 0.077491832 +Dguok 0.082575932 +Wdr76 0.386871588 +Pfkfb3 0.102056113 +Gm28036 0.079236711 +Pdap1 0.081420047 +Myg1 -0.096905258 +Gm9803 0.158600751 +Tcerg1 -0.090308486 +Tbc1d5 -0.357866316 +Gsk3b 0.107928846 +Spen -0.094885725 +Sp110 -0.055845953 +Spout1 -0.059043497 +Mdp1 0.127418031 +Nifk 0.159179661 +Ngdn 0.110205458 +Mat2a 0.054723541 +Hnrnpdl -0.109417775 +Pmf1 -0.174294586 +Mat2b 0.054191431 +Qdpr -0.196748616 +Mcrip1 0.085841975 +Gemin4 -0.157821364 +Gemin5 0.12277208 +Mapk14 -0.029133858 +Srrm1 -0.088147419 +Sae1 0.030939189 +Gng5 0.573370631 +Itgal 0.068552466 +Lig1 0.334895471 +Lig3 -0.14364372 +Cnot4 0.162168792 +Cmss1 0.627962519 +Phf14 -0.252349099 +Gtf2e1 -0.241724625 +Gtf2e2 -0.068175556 +Eif4e2 0.006609608 +Vps26a -0.060508484 +Camk1d -1.093021993 +Vps26b 0.0 +Kdelc1 0.583722202 +Smc2 0.107449528 +Bgn 1.463915829 +Ppp1r8 0.049474682 +Gpd1 -0.651291024 +Gpd2 -0.525294039 +Csrp1 -0.33224698 +Limd2 -0.045947674 +Mgea5 0.186586712 +Csrp2 0.832065228 +Hnrnpul2 -0.168891692 +Hnrnpul1 0.254748813 +Sap30 0.041116851 +Nop58 0.052133514 +Erbin -0.330671995 +Acsf2 1.313023477 +Nop56 -0.028184151 +Itga4 -0.352140112 +Itga6 -0.6930223 +Fkbp4 -0.089162326 +Cdk1 -0.007848239 +Cdk2 0.004183598 +Pole4 0.069255369 +Cdk4 -0.274134936 +Sarnp -0.011377369 +Cdk6 -0.858509929 +Fkbp3 -0.047551914 +Trip10 -0.479264557 +Cdk9 -0.107203 +Trip12 0.093635812 +Trip13 0.176648279 +Fkbp8 -0.140877113 +Pdhx -0.045549221 +Srek1 -0.098495394 +1110059G10Rik -0.073807086 +Tmem41b 0.133760739 +Wasf2 -0.283000464 +Srgap2 0.010449055 +Psat1 0.443382819 +Aatf 0.121990162 +Pbrm1 0.044567551 +Dnm1l -0.17157768 +Pdhb 0.034884748 +Enpep 2.04394677 +Fahd2a 0.168419942 +Snrpb2 -0.26620781 +Ppp3r1 0.174876779 +Suv39h1 0.970567338 +Dcaf7 0.056437945 +Arpc2 0.226964674 +Ap2m1 -0.222289178 +Nipbl -0.091028312 +Prkcsh -0.335495098 +Erp29 -0.493972382 +Sppl2a -0.018582881 +Stk10 -0.442139958 +M6pr 0.108537857 +Edf1 0.112542751 +Tmem11 -0.325011576 +Hspa4l -0.19964018 +Zfp608 0.489627133 +Itpa -0.049889653 +Ap1s1 -0.208705829 +Ebf1 0.768097075 +Crk -0.249336353 +Pdgfrb -0.323826505 +Psmd8 0.047538327 +Atp5a1 0.003361952 +Tmem30a 0.0 +Scnm1 -0.768733253 +Diaph2 -0.574338702 +Prkar1a 0.040976604 +Cs -0.142246183 +Cox7a1 1.407486005 +Cox7a2 -0.253817128 +Ttc27 -0.123069722 +Rad23a 0.137212406 +Ufl1 0.309595282 +Wwp2 -0.145179163 +Ctdspl2 -0.050658074 +Cks2 0.104611709 +Cap1 -0.083741833 +Cdca7 -0.034524646 +Zfp512 -0.059400711 +Usp28 0.062322056 +Snu13 0.155894298 +Cdca8 0.311911114 +Cmc2 -0.21484171 +Npm1 0.060849772 +Igf2bp3 -1.004157733 +Nt5c2 1.011385439 +Kansl3 0.249169888 +Psmf1 0.373440026 +Kif22 0.429240966 +Dstn 0.345915213 +Xrn1 -0.128270695 +Xrn2 -0.071701395 +Mindy2 0.329392337 +Arhgap4 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-0.428303246 +Ttf2 0.12007584 +Gcn1l1 0.204825586 +Ist1 -0.148133652 +Khnyn 0.139369923 +Atxn2 -0.052953041 +Atxn3 -0.335994741 +Zmpste24 0.821991817 +Rcc1 0.071359082 +Rcc2 0.024467246 +Plscr1 1.15190549 +Pcyt2 0.298591501 +Eml4 -0.319414588 +Atp5k 0.092981293 +Atp5j -0.039249441 +Afg3l2 -0.133613306 +Atp5o -0.030612865 +Sra1 -0.258735678 +Oxsr1 0.054483098 +Atp5l 0.138287583 +Aldh16a1 -0.376003899 +Atp5b 0.004184969 +Lyn 0.334319938 +Mtap 0.533085867 +Atp5e 0.118458114 +Atp5d -0.014264271 +Bcap31 0.005756454 +Ccdc134 0.0 +Camk2d 0.357322318 +Nup160 0.128855572 +Cept1 0.722102293 +U2surp -0.034131537 +Txlna -0.162565513 +Rpl14 0.095967578 +Rpl15 -0.036845058 +Rpl17 0.123768102 +Rpl10 0.231840364 +Rpl11 0.234936538 +Rpl12 0.069667738 +Rpl13 0.21162158 +Ubxn4 -0.118361818 +Ubxn6 -0.494141816 +Ubxn7 -0.058465441 +Rpl18 0.342484222 +Rpl19 0.246663485 +Timm8b -0.225379108 +Bclaf1 -0.214020295 +H2-Ke6 -0.353566759 +Safb -0.000447912 +Rpa3 0.18254363 +Rpa2 0.128166644 +Atp5h -0.069285398 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0.121466328 +Gpalpp1 0.979343462 +Fam45a -0.138149395 +Smarcc2 -0.184596572 +Fbxo22 0.0 +Vwa8 0.330717919 +Borcs6 0.27733494 +Trub1 0.016954133 +Dlgap5 -0.122961093 +Gmppa 0.458021798 +Ufc1 -0.29045221 +Gmppb 0.095536906 +Usp39 0.055924499 +Sh3bgrl3 -0.972068363 +Smarcc1 -0.321710854 +Psmg3 0.318881337 +Slirp -0.030899851 +Ide -0.048499521 +Arpp21 -1.10727043 +Usp36 0.147617964 +Xpo1 -0.061205335 +Elovl1 0.0 +Xpo5 -0.089292773 +Xpo4 -0.145909678 +4931406C07Rik -0.207698013 +Yme1l1 -0.099691106 +Nipsnap3b -0.008651593 +Pxn -0.787358757 +Cetn2 -0.423636872 +Mnat1 0.178046585 +4930544D05Rik 1.063442811 +Wiz -0.196526981 +Acy1 -0.388236158 +Copz1 -0.044033909 +Fdps 0.210083299 +Pabpn1 -0.072674047 +Cpne8 1.431971659 +Arhgap25 -0.901691245 +Atp4b 0.0 +Hs1bp3 0.261158921 +Cpne3 0.452627098 +Cmpk1 0.087727629 +Cpne1 -0.080230025 +Ssh2 -0.45424918 +Tmem209 0.234518525 +Ctbp1 -0.04776087 +Ctbp2 -0.610424849 +Borcs8 0.406893579 +Supt4a 0.096477749 +Fntb 0.231593426 +Aqr -0.121738462 +Stn1 0.113337756 +Washc4 -0.163287264 +Rbm34 0.579186899 +Sept9 -0.655774673 +Git1 -0.160000956 +Git2 0.162555444 +Smarcad1 -0.136964983 +Sept7 -0.214253412 +Sept6 -0.061129974 +Rbm39 0.205457542 +Sept2 -0.130599975 +Sympk 0.052019385 +Hmgcl -0.047417101 +Nap1l1 0.197318095 +Nutf2-ps1 -0.349258397 +Nap1l4 -0.173078393 +Tecr 0.141759783 +Stambpl1 0.906064017 +Gmds 0.612131705 +Coa3 0.061649052 +Get4 0.197402392 +Thy1 -0.81951912 +Gm28635 0.819201356 +Cd22 0.0 +Eci1 -0.337767131 +Txn1 0.00366562 +Ptprc -1.176050799 +Ipo9 -0.33917071 +Aacs 0.169951907 +Ipo7 -0.23761137 +Ipo4 0.158065538 +Ipo5 0.219466488 +Rasa3 0.147703973 +Pck2 0.643832194 +Pphln1 0.567984383 +Dpysl2 0.397110683 +Arl6ip6 -0.30365504 +Pes1 0.188768114 +Rel -0.290551599 +Serp1 -0.245037387 +Psmb10 0.244524257 +Sar1a 0.190791785 +Prmt3 0.290975179 +Dhodh -0.052579761 +Prmt1 -0.127842272 +Prmt5 -0.065628024 +Slc3a2 0.220571401 +Anapc7 -0.164457737 +Ppp1r9b -0.476368654 +Fam172a 0.15494478 +Agk 0.074980765 +Ncapd3 0.368010683 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-0.015701329 +Tkt -0.129634152 +Atp6v1g1 -0.371304389 +Fdxr -0.789695488 +Ap2a1 -0.060878171 +Adsl -0.306761916 +Jchain -6.431387703 +Txnrd2 0.080412076 +Uhrf1 -0.13657613 +Uhrf2 0.16359655 +Txnrd1 -0.057250968 +Tsg101 -0.02869739 +Mki67 0.331418596 +Dnase2a -0.979742649 +Samsn1 -0.883768531 +Elac2 -0.057178944 +Haus6 -0.193364931 +Haus5 0.252323564 +Haus3 0.191748275 +Apool -0.044552198 +Gm20390 -0.102167928 +Oxct1 0.035102969 +Dync1h1 -0.302571903 +Esf1 0.141925793 +Bin1 0.158709219 +Bin2 -0.930263764 +Atxn2l 0.028194256 +Strbp 0.488408111 +Ubap2l -0.06725314 +Sucla2 -0.165931668 +Abi1 0.040610464 +Map3k20 -0.428488053 +Emc8 0.001488086 +Crebbp 0.0 +Rps20 -0.19611721 +Pdcd10 -0.472810694 +Emc2 0.019457197 +Wdhd1 0.184923908 +Emc7 -0.211999926 +Mettl17 -0.019877597 +Mettl14 -0.326452391 +Gpatch1 0.378618196 +Idh1 -0.403690908 +Adam30 0.082495533 +Dnaja3 0.029404854 +Gsk3a -0.032700027 +Gmip -0.203225333 +Capza1 0.095410062 +Hddc2 0.059873025 +Epb41 0.05269822 +Usp15 0.110229516 +Agps 0.008197096 +Gmfb 0.027260283 +Nip7 0.304167609 +Pik3r4 0.260979528 +Tbl1xr1 -0.214424509 +Inppl1 0.867838733 +Cdk12 -0.511030409 +Cdc27 0.388620534 +Cdc26 -0.000652133 +Cdc23 -0.004521968 +Os9 -0.089956809 +Cdc20 0.0 +Rps6 0.144136507 +Agap3 -0.534443434 +Far1 0.399593337 +Zwilch 0.008927116 +Mapre1 -0.246291125 +Nol10 0.436899584 +Mapre2 -0.209903807 +Heatr6 -0.055306256 +Aup1 0.322990694 +Tcf3 0.085522544 +Slc16a1 0.426361382 +Ppan 0.121661247 +Slc16a3 0.0 +Ppat 0.10760884 +Nup43 0.333660794 +Ttll12 -0.054846882 +Eefsec 0.000713895 +Timm50 -0.213159274 +Dusp3 0.661298063 +Dok2 -2.919309639 +Mfge8 -0.657010065 +Ugdh 0.344854611 +Otud4 -0.105739719 +Eif1ad 0.243017045 +Nkrf 0.083847895 +Sap30bp -0.196310996 +Ppwd1 0.132188581 +Gphn 0.555995759 +Mdn1 0.119767857 +Fam76b -0.271865238 +Ddi2 -0.202206595 +Pygo2 -0.694787535 +Ap1m1 0.258515285 +Ghitm -0.436639733 +Gclc 0.850068917 +Zfp91 -0.0431703 +Cherp -0.078565989 +Ppa1 -0.332176503 +Snx30 -0.098455529 +Slc1a5 0.779823635 +Eif4a1 0.223599186 +Mrpl19 -0.090013097 +Eif4a3 0.140048216 +Eif4a2 0.0 +Copb2 -0.040360678 +Hp1bp3 -0.511847393 +Vps36 0.329035183 +Isca2 0.291293535 +Por -0.358761642 +Mbd3 -0.294877789 +Ripk1 -0.246501869 +Ripk3 -0.283093689 +Dek 0.443478306 +Hnrnph1 -0.010016392 +Hnrnph3 -0.194876091 +Cc2d1b -0.116734077 +Lasp1 -0.876956899 +Ddx52 0.157030766 +Phax 0.057270085 +Trir -0.103510159 +Sec11a -0.027854131 +Zfp280c 0.035218444 +Gprin3 -1.125768957 +Coa7 0.082213376 +Mbd2 0.273637689 +Wbp11 -0.183758983 +Plrg1 0.149760142 +Syncrip 0.000235081 +Pak1ip1 -0.105167346 +Slc35e1 0.319909258 +Tars 0.028134888 +Actb 0.531836063 +Anapc2 -0.099941573 +Anapc5 0.204924516 +Anapc4 -0.864986869 +Ubr5 0.011680259 +Ubr4 -0.058522662 +Cpt1a -0.576772118 +Rab21 0.0 +BC031181 -0.047917407 +Rtn4ip1 0.0 +Dnajc17 -0.080404673 +Tcp1 0.109192053 +Rpl27-ps3 0.095543667 +Ddx50 -0.20419179 +Dnajc11 -0.038789673 +Rhoa 0.066636146 +Rhog -0.330323495 +Lrrc10b -0.1879372 +Eef2 0.300817271 +Eif2s2 -0.019971062 +Hscb -0.658681393 +Smim8 -0.152891408 +Sec23b 0.170963403 +Ddx17 -0.289741231 +Nelfb -0.071870131 +Nelfa -0.167379197 +Crocc 0.065293847 +Nelfe 0.146225115 +Rpl13a 0.205568956 +Yars 0.124932832 +Tmem59 -1.007019928 +AB124611 0.0 +Trim28 -0.414386291 +Sdf2l1 0.230639548 +Def6 -0.486489848 +Papss1 -0.312913555 +Supt5 -0.008990573 +Slc25a1 0.35311101 +Supt6 -0.490711978 +Impdh1 -0.556422799 +Ube2r2 -0.721408611 +Emc3 0.024784932 +Scrib 0.2448031 +Npc2 -0.708633667 +Npc1 -0.976040622 +Clpp -0.163970358 +Acot7 -1.293712567 +Fth1 -0.291356636 +Arhgap45 -0.471232216 +Acot1 -0.238232399 +Actn1 -0.501706615 +Colgalt1 -0.641416 +Rac2 -0.050779919 +Pus10 0.002417425 +Rac1 0.0 +Ppp5c -0.126278794 +Trim27 0.261426102 +Cd93 0.656454214 +Ddt -0.112545365 +Ola1 -0.261805254 +Lyar 0.401603104 +Ccdc12 -0.1671712 +Cse1l -0.06767115 +Kdm3a 0.129070568 +1110004F10Rik -0.189879695 +Mrpl37 0.194185435 +Mrpl34 0.670395302 +Zfp553 0.048265514 +Apip -0.482524155 +Mrpl33 0.383914923 +Mrpl30 0.090807322 +Stau1 -0.036384116 +Myo1c -0.239029561 +Mrpl38 0.307885489 +Mrpl39 0.093823891 +Cplx2 0.926586285 +Ppil1 0.1761389 +Ppil2 0.054334539 +Ppil3 -0.001646297 +Ppil4 -0.055806177 +Pycr2 -0.214149369 +Pycr1 0.384624623 +Ethe1 -0.442452863 +Nup88 0.196219241 +Ly6d 0.0 +Clasp2 0.30115010099999995 +Clasp1 0.168855102 +Lap3 0.088752176 +Sri 0.259679915 +Timeless -0.186343168 +Nup85 -0.032005113 +Srm -0.309513757 +Eif4enif1 0.060082054 +Ddx19a 0.035022734 +Msra 0.087993664 +Asrgl1 -0.141138248 +Ighv1-23 -0.922361811 +Rasgrp2 0.462600996 +Api5 -0.105207857 +Hmgn5 0.420496379 +Clpb -0.10909962 +Tmod3 -0.250024931 +Hmgn1 -0.043874513 +Pycrl -0.216806604 +Aamdc -0.470949242 +Nfs1 0.072394006 +Map4 0.01199071 +Akr1a1 0.061863261 +Actc1 0.418050625 +Srsf5 -0.11528178 +Acads -0.5536046 +Srsf4 -0.043645292 +Rps24 0.094129244 +Rrp1 0.184458004 +Emc10 -0.263417325 +Elmsan1 -0.250803056 +Kif13b -0.465035222 +Rps25 0.061386357 +Sdha 0.022343598 +Rabep2 0.16296534 +Sdhb -0.011387596 +Acadl -0.002863599 +Eef1e1 0.029310146 +Tra2b 0.14426443 +Smad9 -0.633494082 +Dcxr 0.451931097 +Srsf2 -0.008091818 +Snrnp40 0.093738637 +D8Ertd738e 0.868563546 +Rps4x 0.164015208 +Nudt21 -0.00479225 +Fam162a 0.341796772 +Golga2 -0.355006147 +Acad8 -0.314863583 +Acad9 -0.155046036 +Zc3h7b 0.990366028 +Cetn3 -0.152444813 +Tex10 0.059431441 +Anks1 -0.486627559 +Ahsa2 -0.148802075 +Gm20605 -1.871465329 +Arf4 -0.191784046 +Sf3b4 -0.015067297 +Plbd2 -0.546235538 +Ctps 0.082871497 +Nup62 0.144140398 +Rnps1 0.055065095 +Grk2 0.318668577 +Stk24 0.21066317 +Elovl5 0.237990646 +Naa35 0.021570694 +Dctn2 -0.011417932 +Dctn3 0.287881295 +Dctn1 -0.044317726 +Coro7 0.263075308 +Ube2i -0.130929123 +Hadh -0.607081647 +Ube2k 0.052682966 +Ubl4a 0.108726554 +Ube2m -0.049163991 +Casp3 -0.575378383 +Rpsa 0.064704944 +Ube2n -0.08298656 +Chrac1 0.31648981 +Ube2c 0.556306776 +Gnb1 0.0 +Casp8 0.092368421 +Wrnip1 0.724398836 +Nop53 0.083002208 +Gm6169 -0.563486563 +Abcd3 0.168536854 +D10Jhu81e 0.041531826 +Ube2g1 0.015573287 +Lin7c -0.084352718 +Acadvl -0.32480477 +Yy1 -0.130141969 +Fkbp5 -1.160782081 +Tuba1a 0.129015211 +Aimp2 0.220379508 +Aimp1 0.032571943 +Dcaf13 0.157047579 +Aldh3a2 0.006033759 +Map1s -0.188687343 +Glrx -0.407486847 +Atxn10 -0.254036768 +Elp6 0.054958151 +Elp4 0.058188966 +Elp3 -0.119653341 +Elp2 -0.256725108 +Fh1 0.389431388 +Sacm1l -0.159381967 +2410004B18Rik -5.224539517 +Fkbp2 -0.111856635 +Psd4 0.062836028 +Sephs1 -0.080282481 +Cdk7 0.371309112 +Akap8 -0.004772061 +Akap9 -0.150658948 +Rida 0.096175464 +Zfp830 -0.196168536 +Rps7 0.096866328 +Fermt3 -0.390611344 +Rps5 -0.032606965 +Actn4 0.081025983 +Rps3 0.158060298 +Rps2 0.259277344 +Sec23ip 0.084156827 +Trip11 0.093094968 +Slc38a1 -0.282221198 +Timm44 -0.405017696 +Rps9 0.187836069 +Brd3 -0.131510774 +Drg2 -0.022461438 +Drg1 0.139432848 +Sdf4 -0.047492548 +Mettl1 0.0 +Dhrs4 0.214809863 +Stk17b 1.011243638 +Strap -0.00106901 +Akap8l -0.057033389 +Ets1 0.91176062 +Sf3b3 0.061957339 +Mcmbp -0.227063586 +Nrgn -2.357841518 +Pafah1b1 -0.024785433 +Ccdc92b 0.283939537 +Pafah1b3 -0.045025784 +Pafah1b2 -0.499323301 +Sec22b 0.249741496 +Npr2 0.310002645 +Ptpn18 -0.141310468 +Ptpn11 -0.054791324 +Ssrp1 0.170941557 +Rsbn1 0.046928313 +Hspe1 0.154412072 +Exosc3 -0.063457398 +Rsu1 0.330807352 +Phf23 -0.414596717 +Itgb1 -0.53410632 +Itgb2 -0.814278094 +Arih2 0.217834963 +Arih1 -0.075232431 +Ndufaf4 0.461744338 +Tsr1 0.171720453 +Mpo -2.295234293 +Vps28 -0.0548208 +Vps29 -0.061126296 +Ndufaf7 -0.547985798 +Rnaseh2b -0.063408425 +Fau 0.231004763 +Hsp90ab1 0.118802173 +Pinx1 0.265475267 +Megf8 -2.235166058 +Pigs -0.255226612 +Pdcl 0.112293139 +Caprin1 0.00345975 +Ndufs4 0.027901441 +Exosc5 -0.041554636 +Wapl 0.05162683 +Ogdh -0.041181196 +Gsto1 -1.330179383 +Trmt10c -0.082422958 +Fam98b 0.11961115 +Ndufs7 -0.146245097 +Acaa1a -0.180908987 +Tmx1 -0.094293314 +Tmx3 -0.269127943 +Tmx2 0.352320163 +Aars2 -0.128833505 +Pbk 0.088263694 +Rad23b -0.280196971 +Btf3 -0.140693568 +Ppp2ca -0.098291296 +Scarb2 -0.409639786 +Ppp2cb -0.230312755 +Fli1 0.100092194 +G3bp1 -0.096922824 +G3bp2 -0.030939474 +Mzb1 1.559917574 +Twnk 0.0 +Tor1aip1 0.205023288 +Sap130 0.24979241 +Tbce 0.359427862 +Tbcd 0.002462066 +Noc3l -0.036676488 +Tbcb 0.0797665 +Tbca 0.051903754 +Runx3 -1.273516763 +Runx1 0.169464474 +Xpot 0.173906442 +Cdc123 0.032436582 +Gpkow -0.054388547 +Txndc5 -0.022810493 +Bcl10 0.084589449 +Tmem43 -0.420831979 +Foxp1 -0.550297683 +Rbm27 -0.1182722825 +Was -0.150828396 +Ptar1 0.024848664 +Anxa2 0.334221583 +Mcat -0.026379788 +Faf1 0.172335177 +Golgb1 -0.242358615 +Gbf1 0.145374796 +Rreb1 0.112102201 +Idh3a 0.080492589 +Ddx42 -0.143180319 +Idh3b 0.251247626 +Idh3g 0.211273857 +Cd84 0.939336459 +Ccs -0.371100293 +Rnf220 -0.100077883 +Rprd1b -0.01016239 +Sipa1 -0.036676223 +Ssbp3 -1.365947309 +Dnajc1 0.0 +Pfdn1 0.315879254 +Mrpl24 -0.015984234 +Pfdn2 0.106675231 +Pfdn5 0.133321448 +Pfdn4 0.274728056 +Mrpl23 0.480841098 +Pfdn6 0.119544821 +Cops4 0.022133431 +Mrpl28 0.184928901 +Fam96b 0.053171209 +Pih1d1 -0.16104598 +Eps15l1 0.133855416 +Ppp3ca 0.517969081 +Acyp1 0.036428698 +Pts -0.348487844 +Sec31a -0.115212016 +Rack1 0.303661479 +Gabpb2 -0.059371231 +Rab1b 0.04509072 +Hcfc1 -0.122395702 +Rwdd1 0.109058271 +Hmg20a 0.225460031 +Ercc4 0.08219843 +Tmsb4x 0.278970747 +Ncln -0.438770681 +Echs1 -0.120163171 +Faf2 0.134980553 +Tmem214 -0.10650191 +Ptbp3 -0.427242998 +Bpnt1 0.059698619 +Ptbp1 -0.07325484 +Itpk1 -1.49244874 +Chchd3 -0.121881153 +P4hb -0.407880053 +Chchd1 0.19570156 +Chchd4 -0.094669281 +Arid1b -0.417512044 +Arid1a -0.327399098 +Mtpap -0.011178384 +Dnajb11 -0.175805706 +Snrnp27 0.182288107 +Ranbp9 -0.167993703 +Urod 0.486218075 +Atrx -0.298521564 +Tagln2 -0.106975717 +Ranbp1 -0.191016486 +Ranbp3 0.185087598 +Ranbp2 -0.053122631 +Ppm1g -0.080878261 +Ppm1f -0.87671356 +Akirin2 0.04134399 +Gclm -0.163939625 +Ppm1b 0.0 +Rpl8 0.212172181 +Rpl9 0.076812173 +Rpl6 0.088841766 +Rpl7 0.10912652 +Rpl4 0.132617707 +Rpl5 0.072286867 +Rpl3 0.071224529 +Aldh2 -0.568314182 +Fibp 0.208628356 +Sdc4 1.371992612 +Ppp6c 0.23872077 +Ikbkg 0.105248983 +Mecr 0.367315161 +Aifm1 0.278075211 +Arglu1 0.006576738 +Alpl 1.654281142 +Ivd -0.642268271 +Clpx -0.271814574 +Samhd1 -0.995425471 +Seh1l 0.229029127 +Trim25 0.033105027 +Txndc17 0.050256536 +Mcrip2 0.089195709 +Atp6v1e1 -0.094055941 +Hprt 0.318416342 +Txndc12 0.069779168 +Fhl3 -0.047693318 +Fabp5 -1.114452192 +Nbn 0.018355052 +Lsm14b -1.003252072 +Sart3 -0.052668946 +Sart1 -0.044946561 +Tes -1.353111849 +Cops5 -0.057046987 +Gstz1 -0.046224144 +Ttc4 -0.051372815 +Rpl26 0.134753278 +Ttc1 0.139685615 +Emd 0.021638972 +Tle3 -0.540779654 +Psmd14 0.125561194 +Psmd11 0.000297156 +Psmd10 -0.024881579 +Psmd13 0.121748817 +Psmd12 0.047384891 +Suclg2 -0.413003576 +Suclg1 -0.354229002 +Adgrg1 -0.828327644 +Gatad2b -0.144872324 +Gatad2a -0.117612183 +Irgq 0.167436217 +Nup50 0.085885567 +Nup54 -0.024274457 +Hist1h4j 0.739118757 +Gm49322 0.316197826 +Atl3 0.035415636 +Atl2 0.415408204 +Endog -0.289161413 +Rsl1d1 0.186840266 +Noc2l 0.058441179 +Sit1 1.491196814 +Arfgap3 -0.211047934 +Carmil2 -0.188329566 +Nup133 0.226932638 +Gm45799 -0.026592793 +Dnmt1 0.388766805 +Hsd17b10 -0.077187334 +Ung 0.216226313 +Sssca1 0.139051662 +Rfx7 0.024594904 +Fbxo41 -0.788091214 +Decr1 -0.778623962 +Hnrnph2 0.0 +Rpl29 -0.017441981 +Rpl28 0.096168708 +Myo1g -0.249141033 +Rpl24 0.193895279 +Myo1e -0.60205333 +Ifi209 1.270900249 +Rpl21 0.094885988 +Rpl23 0.293918942 +Rpl22 0.034736844 +Arf3 0.179534048 +Kdm5c -0.011858914 +Ikbkap -0.516001115 +F5 0.410633144 +Setd3 0.126193222 +Setd2 0.569075878 +Mndal 1.101614432 +Setd7 -0.554664805
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/mouse_transcript_log_data.txt Wed Jan 09 16:59:24 2019 -0500 @@ -0,0 +1,3554 @@ +Gene logFold_proB_preproB +Pcx -2.2784116666666665 +Cers2 0.09282949999999998 +Nsa2 -0.17680649999999998 +Tom1 0.18414 +Pmvk 2.1532463999999996 +Nampt 0.3927926455555556 +Ube2d3 -0.16606370454347824 +Tspan3 -0.69420025 +Nmt1 -0.014821 +Pde12 0.215689 +Ranbp10 -0.501248 +Eri1 0.3608491000000001 +Cul4a -0.18855159999999999 +Sde2 0.235638 +Crtc2 6.8662 +Gpx1 0.15080571428571435 +Atp13a1 -0.087365 +B2m 0.713986 +Gpx4 0.4603633333333333 +Cacybp 0.16028733333333334 +Sh3gl1 -0.389139 +Bcl2 -2.7282166666666665 +Syf2 -0.319676 +Spg7 0.10850800000000001 +Cirbp 0.075714 +Ccdc114 -0.227306 +Ccdc115 -1.34077 +Cstf1 -0.6868052366666667 +Rabif 0.0776701 +Cstf3 -0.0391965 +Cstf2 0.5335165714285715 +Hspd1 -0.01369299 +Akt2 -0.06621696585365856 +Lamc1 -0.9829918 +Wdr82 -0.040959199999999994 +Rnf126 0.0 +Uqcrb 0.0879794 +Wdr89 -0.01642205 +Top3b 0.0 +Exosc10 1.738803257142857 +Cebpb -0.315509 +Naa15 0.22511550000000002 +Naa10 0.8014816666666666 +Vps18 -1.090045 +Fubp3 -0.32228102770588235 +Fubp1 0.02952788679245281 +Slu7 -0.030109444444444404 +Ezr -0.308674 +Slc25a12 -0.05101691666666668 +Sf3a1 -0.0819402 +Sap18 -0.731672 +Sf3a3 0.265453 +Ccar1 0.41853833333333335 +Ccar2 0.0490184 +Pitpna -1.0278746666666665 +Pitpnb -0.543194 +Ubp1 -0.5833896000000001 +Rab27a -0.6370971428571428 +Cog8 -0.3876043333333334 +Aven -0.4489133 +Rbm8a -0.259955 +Ptrhd1 -0.748024 +Cog3 -0.06112493833333333 +Cog2 1.7925556333333335 +Cog1 0.11708143529411764 +Szrd1 2.564985 +Cog7 -0.391159 +Tmed5 -0.24154155555555554 +Cog5 0.035345666666666664 +Max 1.137442375 +Rtf1 0.624934 +Rtf2 0.0839082 +9130011E15Rik -1.32442 +Serpinh1 0.08293143809523806 +Gm11273 0.981315 +Fto -0.12509155555555557 +Tmed2 -0.126668372 +Crtc1 -1.38401 +Nosip 0.04453161538461538 +Mad2l1 0.9823266666666667 +Snrpd3 -0.23968733333333328 +Snrpd2 0.661067 +Snrpd1 0.711066 +Tab1 -0.349305 +Letm1 -0.284479225 +Scpep1 -0.719828 +Cyba -0.63762925 +Ifi47 -0.3543913416666667 +Ndrg1 -0.1659092 +Mak16 -0.332942 +Tap1 -0.46124800000000005 +Ubap2 0.20747949999999996 +Ppp1r7 0.26429299999999994 +Tap2 -0.7624599999999999 +H13 -0.16424025000000003 +Rpap3 0.00286533 +Gga3 0.03140524999999999 +Gga2 0.570022 +Flii -0.210913 +Lsm6 0.38651075 +Ptpn2 -0.20451449888888887 +Kyat3 -0.030416268750000003 +Zfp622 -1.005893 +Mrps2 0.131197 +Lama3 -4.683203333333334 +Skiv2l2 -0.065326 +Slc7a5 -0.0499792 +Plcl2 -1.01464 +Gng12 -0.07534800000000003 +Sash3 -0.501526 +Stx12 -0.0444315 +Arhgap11a 0.6150915 +Stx17 0.3478975 +Znhit3 0.0995209 +Stub1 0.272933 +Tyms 0.4673140625 +Fam104a -0.0363341 +AI314180 -0.05112193333333332 +Trnt1 -1.4134316714285713 +Rap2b 0.190532 +Mrpl11 0.32184 +Mrpl12 0.309226 +Pdxk -2.87512 +Psmd9 0.0542652 +Klf16 -1.08153 +Mrpl16 0.524322 +Mrpl17 0.7466367777777778 +Psmd5 -0.03279675000000001 +Psmd4 -0.03342002000000001 +Psmd7 0.157587 +Psmd6 0.01720499999999997 +Psmd1 0.23941880000000001 +Psmd3 0.282667 +Psmd2 0.116475 +Agpat5 0.0460638 +Ncl 0.85742725 +Ifrd1 0.0330824 +Lta4h -0.844549 +Lmna -1.7677285714285715 +Stam -0.047267799999999985 +Phb2 0.03839014285714275 +Prpf18 0.037186111111111114 +Supt16 0.371462 +Ermp1 2.6873454999999997 +Cmas -0.08525194736842105 +Ubfd1 -0.2090855 +Gstp1 0.185692 +Wdfy4 0.4673972 +Hba-a1 0.0 +Wdfy1 1.1630655666666667 +Cox6b1 0.2857805 +Pttg1 0.8354621428571428 +Atp5f1 0.4740409 +Fam133b -0.060619875 +Mras 0.3881015 +Cbl -0.22743511111111112 +Commd2 0.24368533333333334 +Htatsf1 0.37532645 +Snf8 -0.06154 +Imp3 -0.0562441 +H3f3b 0.8993865 +Clec12a -2.46229 +Larp4b -0.34195644444444445 +Rfc5 1.57677 +Rfc4 0.3890468 +Uck2 -0.006983473333333346 +Rfc1 0.1260752 +Rfc3 1.03759 +Rfc2 -0.993016 +Apex1 0.7195379 +Acat1 -0.269034 +Acat3 0.66413 +Aldh1b1 1.1996566666666666 +Sars 0.22619766666666663 +Usp25 -0.198769 +Asah1 -1.2023113333333333 +Tcof1 -0.17296447636363635 +Arl8b -0.09267060000000002 +Trim33 -0.1586332 +Ahnak -1.09784 +Amdhd2 -0.196168 +Efl1 -0.1499726666666667 +Ldlr 0.326661 +Dlat -0.107374 +Smap1 0.086381 +Ube3a -0.0380724 +Dbnl -0.14851479775 +Fam91a1 -1.24292 +Zmynd8 -0.37866152941176473 +Tigar 0.0036240000000000022 +Paf1 -0.44889 +Gmnn 0.07767612499999998 +Fam114a2 -0.4921735 +Slc7a6os -0.182201 +Tpr 0.18506288235294116 +Aldoa 0.10361147826086957 +Cmtr1 -0.07006992 +Uqcrq 1.5340456666666666 +Rlim -0.056631714285714285 +Cox6c 0.2847804285714286 +Gpsm1 -0.06538769090909091 +Kdm1a 0.12651524545454548 +Vav1 -0.3896 +Kbtbd4 0.327399 +Cdca5 1.75469 +Akt1 0.6460779999999999 +Pip4k2a -2.2263800000000002 +Cope 0.011436125000000005 +Txnrd3 1.09593 +Igtp -0.22487399999999996 +Nsfl1c -0.041226 +Slc29a1 -0.40793606250000003 +Nln -0.7462043333333334 +Usp8 0.015675999999999968 +Rif1 0.22152376470588234 +Nup107 0.07974499999999995 +Cdkn2aip -0.1331025 +Itsn2 -0.27167315 +Usp4 0.10234733750000002 +Usp5 0.07131364285714285 +Usp7 -0.03297892785714286 +Adpgk -2.166916 +Gpd1l 0.97532 +Top2b -0.17359037500000002 +Top2a 2.06292 +Irf3 0.014695799999999992 +Irf2 0.1818455619047619 +Bms1 -0.0495428 +Nme1 0.12058189999999999 +Rpl38 0.0 +Irf4 2.4196475 +Hat1 1.418445 +Rpl37 -0.651762 +Rpl34 -0.08221144444444445 +Arpc5l 1.35534 +Rpl32 -0.33626900000000004 +Bod1l -0.015301000000000009 +Rpl30 -0.25635669230769226 +Rpl31 0.082977125 +Sfpq 0.471372 +Lsg1 -1.04088 +Bcas2 0.30010963 +Scaf1 -0.06776299999999999 +Hdhd5 -0.18527 +Strn4 0.0941474 +Pgrmc2 -0.186051 +Pgrmc1 -0.285036 +Tpp1 -0.4975975 +Tpp2 0.4174581176470587 +Rad50 0.03148653333333334 +Zzef1 -0.15214224999999998 +Nars -0.349947 +Phgdh 0.32621137499999997 +Gm27029 -2.303345 +Rfk -0.710909 +Blvra 0.9574218333333334 +Ing1 -0.1928880925925926 +Agfg1 0.58921475 +Snrnp200 0.781421 +Cep170 0.6292214075 +Vps33b -0.5116112 +Zfp36l1 0.34979933333333335 +Ahsa1 -0.08071957142857143 +Farsb -0.4347947777777777 +Farsa 0.0362872775 +Uap1l1 0.00729726 +Vps16 -0.8581525 +Cst7 -3.20942 +Dera -0.1074591 +D10Wsu102e -0.119248 +Wdr5 0.346593 +Mettl3 1.2792621304347827 +Wdr3 -0.001409500000000008 +Wdr1 0.0141858 +Gtf2f2 0.254213 +Bbx 0.23190733333333338 +Magohb 0.13309304615384615 +Uba6 0.831249 +Ppme1 0.55093 +Uba5 -0.0734155 +Uba2 0.21813209090909094 +Vps11 -0.09792537499999998 +Uba1 0.1933206666666667 +Flna -0.025680000000000036 +Flnb -2.82734 +Rbl1 2.23613 +Naa20 0.20019133333333336 +Pdcd2 0.7754715000000001 +Naa25 -0.4776302222222222 +Eipr1 -0.39675215454545465 +Mlec -0.765972 +Wars -0.09728311111111114 +Clint1 -0.4933485 +Aldh4a1 -0.451388 +Sin3a 0.47146063636363633 +Rassf2 -1.601551428571429 +Sf3a2 -0.06922161538461538 +Zfp706 0.04098191250000002 +Sltm -0.1753735 +Gstm1 -0.015472266666666666 +Reps1 -0.4562711945833333 +Coasy -0.2676439 +Kcnab2 -0.3330583 +Stk38 -0.22786804 +Cebpz -0.880319 +Ggta1 -0.5974362428571428 +Cct8 -1.6681957272727272 +Hdgfl2 -0.0232567857142857 +Cct2 0.6046935999999999 +Cct3 0.806967625 +Pno1 0.14744 +Cct7 0.048068444444444455 +Cct4 -0.003375257142857143 +Cct5 0.5346091 +Dtymk 0.6451393333333334 +Lamp2 -0.7626619999999998 +Lamp1 -0.269481 +Gltp 0.03589 +Cep44 0.8426758181818182 +Dcun1d5 0.24795574999999997 +Smchd1 -0.2585806666666666 +Pold1 0.631939857142857 +Pold2 0.81642 +Pold3 0.23936659999999996 +Zfp638 0.0577808181818182 +Hcls1 0.4008485 +Dut 2.18933 +Ralb -0.07530066666666664 +Hdac1 -1.61829 +H1f0 0.779035 +Rps12-ps3 1.16993 +Hdac7 0.31766120833333333 +Klc3 -1.006765 +Polr2l -0.854241 +Ttc33 -0.46511075 +Skiv2l -0.9785355 +Ttc37 0.5066324444444444 +Sfxn3 0.7818900000000001 +Bphl -0.9687694285714284 +Edrf1 -0.002476569999999989 +Rrp12 -0.393936 +Sh3kbp1 0.5339144214285715 +Fam126a -0.18272410909090908 +Gmps -0.153341 +Rpl22l1 0.31678875 +Vamp3 -1.16569 +Clns1a -0.582196 +Fus -0.12443925 +Ufm1 0.15495072857142858 +Vamp8 -1.154871 +Upf3b 0.4328295 +Rars 0.403261 +Usp16 0.19345025000000002 +Strn 0.34331380000000006 +Usp14 0.03498500812182741 +Mettl13 -0.30018829999999996 +Rnaset2a -0.0176017 +Gimap1 -0.5443899999999999 +Tada3 -0.18196957285714288 +Gatd1 -0.54154 +Set 0.08862229999999997 +Prpsap1 0.26154299999999997 +Prpsap2 0.0 +Rrp1b -0.1499815 +Psme4 0.03688233333333333 +Psme2 0.18119639999999998 +Psme3 -1.1568673333333332 +Ndufb11 -0.449525 +Psme1 0.21393878571428576 +Ikzf1 -0.9216108000000001 +Ikzf3 7.09017 +AI597479 -0.0408794 +Mesd -0.5548525888888889 +H2afv 0.9452695 +Mtf2 -0.5414128461538461 +Isyna1 0.4597537333333333 +H2afx 2.61518 +H2afy -0.4895800000000001 +Mcm7 0.06775277777777777 +Mcm6 0.9618915 +Mcm5 0.30877177777777776 +Mcm4 1.05637 +Mcm3 1.68961 +Mcm2 0.8431966666666666 +Slc4a1ap -0.011742777777777776 +Scfd1 1.2404068000000001 +Mrps17 -0.1277057893617021 +Cnn3 -0.2074168238095238 +Cnn2 7.5488115 +Hadhb 0.39558693529411765 +Hadha -0.158611 +Hmga2 -3.209770142857143 +Nxt1 1.047703 +BC017158 0.4822285714285714 +Akr1b3 0.08821524285714287 +Lxn 3.72869 +Lman2l 0.056731346153846146 +Naxe -0.12393 +Asl 0.26935858333333335 +Thumpd1 -0.424244 +Oard1 0.6648755000000001 +Mrps10 -0.18982258750000003 +Skp1a -0.095901875 +Fam107b 0.04997140769230769 +Qk -1.0298392 +Hddc3 0.4925001052631579 +Mepce -0.03663275000000002 +Man2b2 -0.004778927272727288 +Cd48 -1.36742 +Man2b1 -2.221685 +Cd44 -0.8498877777777777 +Cd47 -1.87942 +Rap1a 0.10116835294117642 +Rnf114 -1.1469244 +Babam1 0.544979 +Kif2c 1.1772633333333333 +Satb1 -2.544539348 +Tapt1 0.49959000000000003 +Ppp2r5d 0.861323 +Ppp2r5e 0.12746261111111112 +Ppp2r5a 0.6507648416666666 +Gfer 0.26066 +Chordc1 -0.6636752 +Ncoa5 0.05115663636363636 +Zwint 0.04330685714285714 +Cyp51 1.18735 +Pbdc1 0.16630040000000001 +Nras 0.023202172413793087 +Csnk2a2 1.0343678888888888 +Tfdp1 0.6680226111111112 +Sumo1 -0.15455233333333335 +Bid -0.6600024 +Sumo2 0.08047825 +Nup35 0.42340666666666665 +Ppp4r1 0.3327013333333334 +Ppp4r2 -0.204039 +Pds5b 0.22441683 +Lancl1 0.16376490999999999 +Armc8 0.3035816 +Armc6 -4.296758 +Plpbp 0.23198068181818188 +Rnf2 0.3916901071428572 +Chmp6 0.21112048000000003 +Chmp5 -0.141563 +Armc1 0.258582 +Nit2 -0.62358 +H2-D1 0.03983999999999999 +Gps1 0.2871047692307692 +Smndc1 -0.104015 +Glod4 -1.4668811750000001 +BC035947 0.0 +Fcer1g -3.5764026333333336 +Cd2ap 0.192341 +Pygb 1.45329 +Rnh1 -0.26710589999999995 +Mark2 -0.11347240740740741 +Trappc12 -0.225870275 +Pfas 0.17537577777777777 +Strip1 0.389021 +Hjurp 0.1820465 +Gm10031 0.13629425 +Snip1 -0.069128 +Vipas39 -0.0378484 +Tubb5 0.9910805 +Tubb3 0.9165966666666666 +Tia1 0.0926514117647059 +Mtpn -0.2457986666666667 +Impdh2 -0.6384116666666666 +Spc25 1.6173803636363635 +Dguok 1.0011733636363636 +Wdr76 1.087363 +Pfkfb3 0.5616814722222222 +Gm28036 0.13556627272727273 +Pdap1 0.489719 +Myg1 -0.008311333333333337 +Gm9803 -0.02751874999999998 +Tcerg1 0.6621825 +Tbc1d5 -1.3046055 +Gsk3b 0.118989 +Spen -0.4022915 +Sp110 -0.156639 +Spout1 0.24841 +Mdp1 -1.4777 +Nifk -0.264757075 +Ngdn -0.340972 +Mat2a 0.27260138461538463 +Hnrnpdl 0.6314062727272727 +Pmf1 1.993866142857143 +Mat2b 0.38143308000000004 +Qdpr 0.4622649142857143 +Mcrip1 0.0340907 +Gemin4 0.0 +Gemin5 -0.5572923333333333 +Mapk14 -0.7874691666666668 +Srrm1 0.04756114583333332 +Sae1 0.7806876666666667 +Gng5 -0.05058975 +Itgal -0.5822117777777778 +Lig1 0.5151057 +Lig3 -0.10791997500000002 +Cnot4 0.35465753571428577 +Cmss1 0.0995357 +Phf14 0.006468166666666608 +Gtf2e1 -0.1921025 +Gtf2e2 0.23581894444444446 +Eif4e2 0.15760799999999997 +Vps26a -0.03624872 +Camk1d -1.1900979999999999 +Vps26b -1.93299 +Kdelc1 0.15976625 +Smc2 0.7085917142857143 +Bgn 0.616265 +Ppp1r8 0.32477599999999995 +Gpd1 -0.9927004428571429 +Gpd2 0.384523 +Csrp1 -5.6689315 +Limd2 -0.08150733333333333 +Mgea5 -0.215464 +Csrp2 0.23148019047619048 +Hnrnpul2 0.0495765 +Hnrnpul1 1.0683983333333333 +Sap30 0.346939 +Nop58 -0.013423529032258064 +Erbin -0.063772 +Acsf2 2.09165 +Nop56 -0.09303812173913044 +Itga4 -3.00211 +Itga6 -3.26611375 +Fkbp4 1.4687564149999999 +Cdk1 0.36573142857142865 +Cdk2 0.0705575 +Pole4 0.09913299999999999 +Cdk4 0.16654409999999997 +Sarnp -0.0469392 +Cdk6 -0.07760091666666667 +Fkbp3 -0.06713035714285717 +Trip10 -0.6024872727272726 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