diff --git a/.gitattributes b/.gitattributes index 9c4e7d2acd99cb919f3da23e665d111d4801bcb4..8682350fe4619f0f239b820f7525e4aacd679323 100644 --- a/.gitattributes +++ b/.gitattributes @@ -2689,8 +2689,6 @@ assays/S6_A1_RNAseq_data/dataset/raw_reads/wt_rep1_yeast.fastq.gz filter=lfs dif assays/S6_A1_RNAseq_data/dataset/raw_reads/wt_rep2_yeast.fastq.gz filter=lfs diff=lfs merge=lfs -text assays/S6_A1_RNAseq_data/dataset/raw_reads/wt_rep3_yeast.fastq.gz filter=lfs diff=lfs merge=lfs -text assays/S6_A2_RNAseq_analysis_khd4D_vs_wt_hyphae/dataset/06[[:space:]]khd4_deletion_increases_the_abundance_of_transcripts_with_3UTR_AUACCC.html filter=lfs diff=lfs merge=lfs -text -assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/DESeq2_khd4D_Yevhy.html filter=lfs diff=lfs merge=lfs -text -assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/DESeq2_wt_Yevhy.html filter=lfs diff=lfs merge=lfs -text 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+1,388 @@ +--- +title: "khd4D hyphae specific genes" +author: "Srimeenakshi Sankaranarayanan" +date: '2022-10-11' +output: html_document +--- + +```{r setup, include=FALSE} +knitr::opts_chunk$set(echo = TRUE) +``` + +## load libraries + +```{r libraries, warning=FALSE, error=FALSE, message=FALSE} +library(BSgenome.Umaydis.ENSMBL.UM1) +Sys.setlocale(locale="C") +library(ggplot2) +library(reshape2) +library(dplyr) +library(GenomicRanges) +library(magrittr) +library(ggvenn) +library(colorspace) +library(ggpubr) +library(ggpointdensity) +library(lookup) +library(rstatix) +library(ggpp) +library(ggrepel) +library(RColorBrewer) +library(tibble) +library(stringr) +library(gprofiler2) +library(tidyr) +library(stats) +library(ggSankeyGrad) +``` + + +## Import the theme for the paper + +```{r theme, message=FALSE, warning=FALSE} +#theme from Kathi +myTheme1 <- theme_bw() + + theme(axis.text = element_text(size = 8, colour="black"), + axis.title = element_text(size=8, colour="black", face="bold"), + axis.ticks=element_line(color="black"), + axis.ticks.length=unit(.15, "cm"), + panel.border=element_rect(color="black", fill = NA), + panel.background = element_blank(), + plot.background = element_blank(), + legend.text = element_text(size=12), + legend.position = "top") + +myTheme2 <- theme_bw() + + theme(axis.text = element_text(size = 8, colour="black"), + axis.title = element_text(size=8, colour="black", face="bold"), + axis.ticks=element_line(color="black"), + axis.ticks.length=unit(.15, "cm"), + panel.border=element_rect(color="black", fill = NA), + panel.grid.major = element_blank(), #strip major gridlines + panel.grid.minor = element_blank(), + panel.background = element_blank(), + plot.background = element_blank(), + legend.text = element_text(size=12), + legend.position = "none") + +``` + + + +## Import the hyphal specific data sets + +```{r dataSet, echo=FALSE} +# import the RDS files of Wt_FivsYe and kD_FivsYe + +#Load the differential expression value +#wt +wt_yevFi=readRDS("C:/Users/Sri/Documents/Khd4/DGE_analysis_SM_PhD/DGE-bioinfofolder/20220919_yeastvhyphae/resultstable_wt_YevFi.rds") + +#kD +kD_FivsYe = readRDS("C:/Users/Sri/Documents/Khd4/DGE_analysis_SM_PhD/DGE-bioinfofolder/20220919_yeastvhyphae/resultstable_kd_YevFi.rds") + +``` + + +## Take only genes that are differentially expressed + +```{r} + +# set a basemean cut off of >10 +# subset the wt data +wt_yevFi.BM = subset(wt_yevFi, baseMean>10) + +#table(wt_yevFi.BM$up_down) + +# subset the khd4D data +kD_FivsYe.BM =subset(kD_FivsYe, baseMean>10) + +#%>% filter(grepl('up|down', up_down)) + +# Violin plot showing the distribution of log2FC in wt and kD data +wt=data.frame(wt_yevFi.BM$log2FoldChange.schrink) +kd=data.frame (kD_FivsYe.BM$log2FoldChange.schrink) + +lF.genes=merge(wt,kd,by=0,all = TRUE)[,-1] + +lF=melt(lF.genes) +# make violin plot +lFgenes=ggplot(lF, aes(x=variable, y=value, fill=variable))+ + geom_violin(trim = TRUE, stat = "ydensity", position = "dodge",width=0.8)+ + geom_boxplot(width=0.05,outlier.shape = NA, color="black")+ + scale_fill_brewer(palette = 1 )+myTheme2 + +lFgenes + +# make scatter plot +#make dataframe +wt_sp=as.data.frame(wt_yevFi.BM[,"log2FoldChange.schrink", drop=FALSE]) #wt + +kd_sp=as.data.frame(kD_FivsYe.BM[,"log2FoldChange.schrink", drop=FALSE]) #kD + +corr.LF =merge(wt_sp,kd_sp,by=0,all = TRUE) +colnames(corr.LF)=c("geneID","wt", "kD") + +#ggScatterplot +sp1=ggplot(corr.LF, aes(x=wt, y=kD))+ + geom_pointdensity(adjust=0.1)+ + geom_hline(yintercept=0, size=0.75, color="dark grey")+ + geom_vline(xintercept=0, size=0.5, color="dark grey")+stat_quadrant_counts(size=8)+ + stat_cor(method ="pearson", label.x = -10, label.y=5, size=8) + + stat_regline_equation(label.y = 6, aes(label = ..eq.label..)) + + stat_regline_equation(label.y = 3, aes(label = ..rr.label..))+ + myTheme1 + +sp1new=sp1+coord_cartesian(xlim=c(-5,5), ylim=c(-5,5)) + +sp1new + +#ggsave(sp1,path="C:/Users/Sri/Documents/Khd4/DGE_analysis_SM_PhD/DGE-bioinfofolder/20220919_yeastvhyphae/ggplots/" ,file=paste0("scatterplot_wK_FivYe.pdf" ), width=16, height=16, unit="cm") +#ggsave(sp1new,path="C:/Users/Sri/Documents/Khd4/DGE_analysis_SM_PhD/DGE-bioinfofolder/20220919_yeastvhyphae/ggplots/" ,file=paste0("scatterplot_wK_FivYe_coordcart.pdf" ), width=16, height=16, unit="cm") + +``` + +## compare geneIDs that are DEGs + +```{r} + +# make Df only with DEGs +wt_yevFi.dg = wt_yevFi.BM %>% filter(grepl('up|down', up_down)) + +kD_yevFi.dg = kD_FivsYe.BM %>% filter(grepl('up|down', up_down)) + +# make geneiD column +wt_yevFi.dg = tibble::rownames_to_column(wt_yevFi.dg, "GeneID") + +kD_yevFi.dg = tibble::rownames_to_column(kD_yevFi.dg, "GeneID") + +venn.list=list(wt=wt_yevFi.dg$GeneID,kD=kD_yevFi.dg$GeneID) + +#make venndiagram +veNn1 = ggvenn(venn.list,c("wt", "kD"), fill_color = c("gray32", "dodgerblue4")) + + ggtitle("Overlap between DEGs in wt and khd4D hyphae")+ + myTheme1 +veNn1 + +#separate unique genes in wt and kD +wtvsKd= list( + wt.unique = wt_yevFi.dg$GeneID[wt_yevFi.dg$GeneID %in% setdiff(wt_yevFi.dg$GeneID, kD_yevFi.dg$GeneID)], + kD.unique = kD_yevFi.dg$GeneID[kD_yevFi.dg$GeneID %in% setdiff(kD_yevFi.dg$GeneID, wt_yevFi.dg$GeneID)] +) + + +wt.uni=as.data.frame(wtvsKd$wt.unique) + +kd.uni=as.data.frame(wtvsKd$kD.unique) + + +# select only upregulated genes +sel.upWt= as.vector(wt_yevFi.dg$GeneID %in% wt.uni$`wtvsKd$wt.unique`) + +table(sel.upWt) + +up.wt.uni=subset(wt_yevFi.dg, sel.upWt) + +up.wt.hyphae=subset(up.wt.uni, up_down== "up") + + +# for Khd4 select only upregulated genes +sel.upKd= as.vector(kD_yevFi.dg$GeneID %in% kd.uni$`wtvsKd$kD.unique`) + +table(sel.upKd) + +up.kD.uni=subset(kD_yevFi.dg, sel.upKd) + +up.kD.hyphae=subset(up.kD.uni, up_down== "up") + +#volcano plot +#wildtype +wt.uni$l2F=lookup(wt.uni$`wtvsKd$wt.unique`, wt_yevFi.dg$GeneID, wt_yevFi.dg$log2FoldChange ) +wt.uni$pval=lookup(wt.uni$`wtvsKd$wt.unique`, wt_yevFi.dg$GeneID, wt_yevFi.dg$padj ) + +#khd4D +kd.uni$l2F=lookup(kd.uni$`wtvsKd$kD.unique`, kD_yevFi.dg$GeneID, kD_yevFi.dg$log2FoldChange) +kd.uni$pval=lookup(kd.uni$`wtvsKd$kD.unique`, kD_yevFi.dg$GeneID, kD_yevFi.dg$padj) + +#ggplot volcano wt +wtL2F=ggplot(wt.uni,aes(x=wt.uni$l2F, y=-log10(wt.uni$pval)))+ + geom_point(size=2,colour="darkgrey")+ + coord_cartesian(ylim=c(0,50), xlim=c(-4,4))+ + scale_x_continuous(breaks=seq(-4,4, 2))+ + stat_quadrant_counts(size=8)+ + myTheme1 + +#ggplot volcano kD +kDL2F=ggplot(kd.uni,aes(x=kd.uni$l2F, y=-log10(kd.uni$pval)))+ + geom_point(size=2,colour="darkgrey")+ + coord_cartesian(ylim=c(0,50), xlim=c(-4,4))+ + scale_x_continuous(breaks=seq(-4,4, 2))+ + stat_quadrant_counts(size=8)+ + myTheme1 + +figEV6IJ<-ggarrange(wtL2F, kDL2F, + labels = c("A", "B"), + ncol = 2, nrow = 1) + + +figEV6IJ + +#ggsave(figEV6IJ, path="C:/Users/Sri/Documents/Khd4/DGE_analysis_SM_PhD/TRIBE_data/Editing_events_all/Khd4/bedgraphs", filename="figEV6IJ.pdf", height=10, width=15, unit="cm") +``` + + +# Alluvial plot +```{r, Alluvial plot} +#wt_hyphae specific +#wt_yevFi.BM +#kD_hyphae specific +#kD_FivsYe.BM + +#extract geneiD +#wt +wtgene=as.data.frame(wt_yevFi.BM[,"gene.ID"]) +colnames(wtgene)="geneID" + +#khd4D +kdgene=as.data.frame(kD_FivsYe.BM[,"gene.ID"]) +colnames(kdgene)="geneID" + + +g=rbind(wtgene, kdgene) #rows are combined +genes_all=unique(g) # only unique geneids + +genes_all$wt= lookup(genes_all$geneID, wt_yevFi$gene.ID, wt_yevFi$up_down) # up_down wt +genes_all$kd=lookup(genes_all$geneID,kD_FivsYe$gene.ID, kD_FivsYe$up_down) # up_down khd4D + +rownames(genes_all)=genes_all[,1]# make new rownames + +df.allu=genes_all[,c(2,3)] + + +dat.allu=as.data.frame(table(melt(df.allu))) # dataframe alluvial + +# alluvial plot +#p=ggplot(dat.allu, aes(y=Freq, axis1=wt, axis2=kd)) + + #geom_alluvium(aes(fill=wt, fill=kd, width = 1/12)) + + #scale_fill_manual(values = c("up" = "#104E8B", "down" = "#68838B", "not" = "#BEBEBE")) + + #geom_stratum(width = 1/12, fill = "black", color = "grey") + + #geom_label(stat = "stratum", aes(label = after_stat(stratum)))+ + #myTheme1 + +# lets try a different package. +library(ggSankeyGrad) + +dat.allu$col2=c("#68838B", +"#BEBEBE", +"#104E8B", +"#68838B", +"#BEBEBE", +"#104E8B", +"#68838B", +"#BEBEBE", +"#104E8B" +) + +dat.allu$col1=c("#68838B", +"#68838B", +"#68838B", +"#BEBEBE", +"#BEBEBE", +"#BEBEBE", +"#104E8B", +"#104E8B", +"#104E8B" +) + +kD_lo.ga=with(dat.allu, ggSankeyGrad(c1=wt, + c2=kd, + col1=col1, + col2=col2, + values = Freq, + label=TRUE))+myTheme1# please check the colour pattern +kD_lo.ga + +#ggsave(kD_lo.ga, path="C:/Users/Sri/Documents/Khd4/DGE_analysis_SM_PhD/DGE-bioinfofolder/20220919_yeastvhyphae/ggplots", filename="kD_lo.ga_sanskeyplot_new1.pdf", width=10, height = 5, dpi = 300,unit="cm") +``` + + +```{r, Alluvial plot} +#gprofiler +kD_upuni=df.allu[df.allu$wt== "not" & df.allu$kd== "up", ] +kD_upuni$gene.id=rownames(kD_upuni) +goKD=as.list(kD_upuni) + +wt_upuni=df.allu[df.allu$wt== "up" & df.allu$kd== "not", ] +wt_upuni$gene.id=rownames(wt_upuni) +goWt=as.list(wt_upuni) + +Go_wtupuni= gost(query = goWt$gene.id, + organism = "umaydis", ordered_query = FALSE, + multi_query = FALSE, significant = TRUE, exclude_iea = FALSE, + measure_underrepresentation = FALSE, evcodes = TRUE, + user_threshold = 0.05, correction_method = "g_SCS", + domain_scope = "known", custom_bg = NULL, + numeric_ns = "", sources = NULL, as_short_link = FALSE) +#visualization +vis.wtgO<- gostplot(Go_wtupuni, capped = TRUE, interactive = TRUE) +vis.wtgO + + +Go_kdupuni= gost(query = goKD$gene.id, + organism = "umaydis", ordered_query = FALSE, + multi_query = FALSE, significant = TRUE, exclude_iea = FALSE, + measure_underrepresentation = FALSE, evcodes = TRUE, + user_threshold = 0.05, correction_method = "g_SCS", + domain_scope = "known", custom_bg = NULL, + numeric_ns = "", sources = NULL, as_short_link = TRUE) + +#visualization +vis.kDgO<- gostplot(Go_kdupuni, capped = TRUE, interactive = TRUE) +vis.kDgO + + +``` + + +To find genes that goes down or yeast specific unique to wt and khd4D cells + +```{r} + +wt_downuni=df.allu[df.allu$wt== "down" & df.allu$kd== "not", ] +wt_downuni$gene.id=rownames(wt_downuni) +goWt=as.list(wt_downuni) + +Go_wtupuni= gost(query = goWt$gene.id, + organism = "umaydis", ordered_query = FALSE, + multi_query = FALSE, significant = TRUE, exclude_iea = FALSE, + measure_underrepresentation = FALSE, evcodes = TRUE, + user_threshold = 0.05, correction_method = "g_SCS", + domain_scope = "known", custom_bg = NULL, + numeric_ns = "", sources = NULL, as_short_link = TRUE) +#visualization +vis.wtgO<- gostplot(Go_wtupuni, capped = TRUE, interactive = TRUE) +vis.wtgO + + + +#gprofiler +kD_downuni=df.allu[df.allu$wt== "not" & df.allu$kd== "down", ] +kD_downuni$gene.id=rownames(kD_downuni) +goKD=as.list(kD_downuni) + +Go_kdupuni= gost(query = goKD$gene.id, + organism = "umaydis", ordered_query = FALSE, + multi_query = FALSE, significant = TRUE, exclude_iea = FALSE, + measure_underrepresentation = FALSE, evcodes = TRUE, + user_threshold = 0.05, correction_method = "g_SCS", + domain_scope = "known", custom_bg = NULL, + numeric_ns = "", sources = NULL, as_short_link = TRUE) + +#visualization +vis.kDgO<- gostplot(Go_kdupuni, capped = TRUE, interactive = TRUE) +vis.kDgO + + +``` + + diff --git a/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/khd4D_hyphae_specific_targets/Khd4D_hyphae_Goterm.pdf b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/khd4D_hyphae_specific_targets/Khd4D_hyphae_Goterm.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6fed62a29869726686d384f5e40f68c6fe901462 Binary files /dev/null and b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/khd4D_hyphae_specific_targets/Khd4D_hyphae_Goterm.pdf differ diff --git a/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/khd4D_hyphae_specific_targets/Khd4D_hyphae_specific_goterm_cytoscape_network.cys b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/khd4D_hyphae_specific_targets/Khd4D_hyphae_specific_goterm_cytoscape_network.cys new file mode 100644 index 0000000000000000000000000000000000000000..bd4d9299047d659a5fa3ef885cd578fdb8d1b46f Binary files /dev/null and b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/khd4D_hyphae_specific_targets/Khd4D_hyphae_specific_goterm_cytoscape_network.cys differ diff --git a/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/khd4D_hyphae_specific_targets/Khd4D_hyphae_specific_goterm_gprofiler.txt b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/khd4D_hyphae_specific_targets/Khd4D_hyphae_specific_goterm_gprofiler.txt new file mode 100644 index 0000000000000000000000000000000000000000..4aa0cf258725c809b4303513cbba2b31c3965c8b --- /dev/null +++ b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/khd4D_hyphae_specific_targets/Khd4D_hyphae_specific_goterm_gprofiler.txt @@ -0,0 +1,105 @@ +GO.ID Description p.Val FDR Phenotype Genes +GO:1901135 carbohydrate derivative metabolic process 0.0000016440538062384328 0.0000016440538062384328 +1 UMAG_00119,UMAG_00249,UMAG_00302,UMAG_00891,UMAG_01465,UMAG_01565,UMAG_01821,UMAG_02015,UMAG_02286,UMAG_02445,UMAG_02512,UMAG_02519,UMAG_02577,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04426,UMAG_04496,UMAG_04622,UMAG_04629,UMAG_04967,UMAG_04983,UMAG_04994,UMAG_05362,UMAG_05709,UMAG_05769,UMAG_05924,UMAG_06167,UMAG_06241,UMAG_06316,UMAG_10064,UMAG_10178,UMAG_10280,UMAG_10332,UMAG_10627,UMAG_10740,UMAG_10872,UMAG_11125,UMAG_11174,UMAG_11341,UMAG_11347,UMAG_11698,UMAG_11723,UMAG_11739 +GO:1901137 carbohydrate derivative biosynthetic process 0.000009831877113387634 0.000009831877113387634 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_01821,UMAG_02015,UMAG_02286,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04426,UMAG_04496,UMAG_04622,UMAG_04629,UMAG_04983,UMAG_04994,UMAG_05709,UMAG_05769,UMAG_05924,UMAG_06167,UMAG_06241,UMAG_06316,UMAG_10178,UMAG_10280,UMAG_10627,UMAG_10740,UMAG_11125,UMAG_11174,UMAG_11341,UMAG_11347,UMAG_11723,UMAG_11739 +GO:0019637 organophosphate metabolic process 0.00002589915434073616 0.00002589915434073616 +1 UMAG_00119,UMAG_00176,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_01800,UMAG_02015,UMAG_02286,UMAG_02445,UMAG_02512,UMAG_02521,UMAG_02577,UMAG_02614,UMAG_03199,UMAG_03278,UMAG_04374,UMAG_04622,UMAG_04629,UMAG_04682,UMAG_04856,UMAG_04967,UMAG_05042,UMAG_05362,UMAG_05646,UMAG_05709,UMAG_05924,UMAG_06241,UMAG_06316,UMAG_10064,UMAG_10332,UMAG_10532,UMAG_10627,UMAG_10872,UMAG_10999,UMAG_11125,UMAG_11347,UMAG_11468,UMAG_11698,UMAG_11739,UMAG_11967,UMAG_12294,UMAG_12327,UMAG_15001 +GO:0016192 vesicle-mediated transport 0.000054259287604415174 0.000054259287604415174 +1 UMAG_00553,UMAG_00660,UMAG_00710,UMAG_00768,UMAG_01107,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_03027,UMAG_03209,UMAG_03240,UMAG_03278,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04413,UMAG_05178,UMAG_05447,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10424,UMAG_10571,UMAG_10687,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11636,UMAG_11791,UMAG_11925 +GO:0048193 Golgi vesicle transport 0.00018889783171254166 0.00018889783171254166 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_01107,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_03209,UMAG_03240,UMAG_03278,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04413,UMAG_05178,UMAG_05526,UMAG_05640,UMAG_05747,UMAG_05992,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11791 +GO:0008610 lipid biosynthetic process 0.0005032650612234633 0.0005032650612234633 +1 UMAG_00119,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_02001,UMAG_02286,UMAG_02445,UMAG_03078,UMAG_04127,UMAG_04374,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04629,UMAG_04682,UMAG_04985,UMAG_05362,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_10339,UMAG_11174,UMAG_11347,UMAG_11468,UMAG_11618,UMAG_11967,UMAG_12294,UMAG_15001 +GO:0006644 phospholipid metabolic process 0.0006067886380150807 0.0006067886380150807 +1 UMAG_00119,UMAG_00176,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_02286,UMAG_02445,UMAG_03278,UMAG_04374,UMAG_04682,UMAG_04856,UMAG_05362,UMAG_05646,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347,UMAG_11468,UMAG_11967,UMAG_12294,UMAG_15001 +GO:0006487 protein N-linked glycosylation 0.0006704730888931848 0.0006704730888931848 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0009247 glycolipid biosynthetic process 0.0013313310881310231 0.0013313310881310231 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04426,UMAG_04496,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:0006629 lipid metabolic process 0.0014450391183133899 0.0014450391183133899 +1 UMAG_00119,UMAG_00176,UMAG_00249,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_01747,UMAG_02001,UMAG_02286,UMAG_02445,UMAG_02519,UMAG_02860,UMAG_03078,UMAG_03278,UMAG_04127,UMAG_04374,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04629,UMAG_04682,UMAG_04856,UMAG_04985,UMAG_05362,UMAG_05646,UMAG_05709,UMAG_06174,UMAG_06241,UMAG_06316,UMAG_10339,UMAG_11174,UMAG_11279,UMAG_11341,UMAG_11347,UMAG_11468,UMAG_11618,UMAG_11967,UMAG_12161,UMAG_12294,UMAG_15001 +GO:0090407 organophosphate biosynthetic process 0.0018730100290720885 0.0018730100290720885 +1 UMAG_00119,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_01800,UMAG_02015,UMAG_02286,UMAG_02445,UMAG_02521,UMAG_02614,UMAG_04622,UMAG_04629,UMAG_04682,UMAG_05042,UMAG_05362,UMAG_05709,UMAG_05924,UMAG_06241,UMAG_06316,UMAG_10532,UMAG_10627,UMAG_10999,UMAG_11125,UMAG_11347,UMAG_11468,UMAG_11739,UMAG_11967,UMAG_12294,UMAG_12327,UMAG_15001 +GO:0009101 glycoprotein biosynthetic process 0.0028436234702128266 0.0028436234702128266 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10280,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0008104 protein localization 0.005256432357251141 0.005256432357251141 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05761,UMAG_06316,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11925,UMAG_12101,UMAG_12213 +GO:0006643 membrane lipid metabolic process 0.005487117137941227 0.005487117137941227 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04856,UMAG_04985,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11279,UMAG_11347 +GO:0006664 glycolipid metabolic process 0.005589727966800101 0.005589727966800101 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04426,UMAG_04496,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:1903509 liposaccharide metabolic process 0.005589727966800101 0.005589727966800101 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04426,UMAG_04496,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:0009100 glycoprotein metabolic process 0.005685754485201742 0.005685754485201742 +1 UMAG_01465,UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10280,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0070727 cellular macromolecule localization 0.006030826343500144 0.006030826343500144 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05761,UMAG_06316,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11925,UMAG_12101,UMAG_12213 +GO:0044255 cellular lipid metabolic process 0.008386463589277606 0.008386463589277606 +1 UMAG_00119,UMAG_00176,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_01747,UMAG_02286,UMAG_02445,UMAG_02519,UMAG_03078,UMAG_03278,UMAG_04127,UMAG_04374,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04629,UMAG_04682,UMAG_04856,UMAG_04985,UMAG_05362,UMAG_05646,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_10339,UMAG_11279,UMAG_11341,UMAG_11347,UMAG_11468,UMAG_11618,UMAG_11967,UMAG_12294,UMAG_15001 +GO:0008654 phospholipid biosynthetic process 0.011199903223647398 0.011199903223647398 +1 UMAG_00119,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_02286,UMAG_02445,UMAG_04682,UMAG_05362,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347,UMAG_11468,UMAG_11967,UMAG_12294,UMAG_15001 +GO:0045184 establishment of protein localization 0.01181962059729052 0.01181962059729052 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_12101,UMAG_12213 +GO:0006486 protein glycosylation 0.01192612247760789 0.01192612247760789 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0043413 macromolecule glycosylation 0.01192612247760789 0.01192612247760789 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0070085 glycosylation 0.014837045284424543 0.014837045284424543 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11347,UMAG_11723 +GO:0098876 vesicle-mediated transport to the plasma membrane 0.01643421303027552 0.01643421303027552 +1 UMAG_00660,UMAG_00710,UMAG_01107,UMAG_02554,UMAG_03278,UMAG_04147,UMAG_04314,UMAG_05628 +GO:0046467 membrane lipid biosynthetic process 0.01688980621801669 0.01688980621801669 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04985,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:0015031 protein transport 0.01748235831741906 0.01748235831741906 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_12101,UMAG_12213 +GO:0006888 endoplasmic reticulum to Golgi vesicle-mediated transport 0.021861987727273963 0.021861987727273963 +1 UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03209,UMAG_03240,UMAG_04238,UMAG_04413,UMAG_05178,UMAG_05747,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11791 +GO:0033036 macromolecule localization 0.02681396835907238 0.02681396835907238 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05761,UMAG_06316,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10988,UMAG_11083,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11401,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11925,UMAG_12101,UMAG_12213,UMAG_12294 +GO:0006506 GPI anchor biosynthetic process 0.03385649816257463 0.03385649816257463 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:0051179 localization 0.034459999073939755 0.034459999073939755 +1 UMAG_00553,UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01107,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_01982,UMAG_02203,UMAG_02245,UMAG_02365,UMAG_02554,UMAG_02678,UMAG_02900,UMAG_02974,UMAG_02993,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03348,UMAG_03595,UMAG_03810,UMAG_03819,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04423,UMAG_04456,UMAG_04461,UMAG_04932,UMAG_05178,UMAG_05238,UMAG_05378,UMAG_05447,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05647,UMAG_05709,UMAG_05747,UMAG_05748,UMAG_05761,UMAG_05992,UMAG_06316,UMAG_10039,UMAG_10280,UMAG_10424,UMAG_10528,UMAG_10571,UMAG_10606,UMAG_10608,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10839,UMAG_10986,UMAG_10988,UMAG_11083,UMAG_11171,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11339,UMAG_11401,UMAG_11520,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11698,UMAG_11791,UMAG_11925,UMAG_11998,UMAG_12101,UMAG_12193,UMAG_12213,UMAG_12219,UMAG_12267,UMAG_12294,UMAG_15030 +GO:0051641 cellular localization 0.03458691139714035 0.03458691139714035 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01107,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05178,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05761,UMAG_05992,UMAG_06316,UMAG_10424,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10988,UMAG_11083,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11401,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11791,UMAG_11925,UMAG_12101,UMAG_12213 +GO:0051234 establishment of localization 0.03691261556914139 0.03691261556914139 +1 UMAG_00553,UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01107,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_01982,UMAG_02203,UMAG_02245,UMAG_02365,UMAG_02554,UMAG_02678,UMAG_02900,UMAG_02974,UMAG_02993,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03348,UMAG_03595,UMAG_03810,UMAG_03819,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04423,UMAG_04456,UMAG_04461,UMAG_04932,UMAG_05178,UMAG_05238,UMAG_05378,UMAG_05447,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05647,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10039,UMAG_10280,UMAG_10424,UMAG_10528,UMAG_10571,UMAG_10606,UMAG_10608,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10839,UMAG_10986,UMAG_10988,UMAG_11083,UMAG_11171,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11339,UMAG_11401,UMAG_11520,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11698,UMAG_11791,UMAG_11925,UMAG_11998,UMAG_12101,UMAG_12193,UMAG_12213,UMAG_12219,UMAG_12267,UMAG_15030 +GO:0006810 transport 0.03936476754848825 0.03936476754848825 +1 UMAG_00553,UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01107,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_01982,UMAG_02203,UMAG_02245,UMAG_02365,UMAG_02554,UMAG_02678,UMAG_02900,UMAG_02974,UMAG_02993,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03348,UMAG_03595,UMAG_03810,UMAG_03819,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04423,UMAG_04456,UMAG_04461,UMAG_04932,UMAG_05178,UMAG_05238,UMAG_05378,UMAG_05447,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05647,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10039,UMAG_10280,UMAG_10424,UMAG_10528,UMAG_10571,UMAG_10606,UMAG_10608,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10839,UMAG_10986,UMAG_10988,UMAG_11083,UMAG_11171,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11339,UMAG_11401,UMAG_11520,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11698,UMAG_11791,UMAG_11925,UMAG_11998,UMAG_12101,UMAG_12193,UMAG_12213,UMAG_12219,UMAG_12267,UMAG_15030 +GO:0006793 phosphorus metabolic process 0.0425888437856731 0.0425888437856731 +1 UMAG_00119,UMAG_00176,UMAG_00302,UMAG_01407,UMAG_01465,UMAG_01565,UMAG_01800,UMAG_02015,UMAG_02286,UMAG_02445,UMAG_02512,UMAG_02521,UMAG_02577,UMAG_02614,UMAG_03199,UMAG_03278,UMAG_03897,UMAG_03985,UMAG_04374,UMAG_04388,UMAG_04456,UMAG_04622,UMAG_04629,UMAG_04682,UMAG_04755,UMAG_04856,UMAG_04967,UMAG_04983,UMAG_05042,UMAG_05362,UMAG_05646,UMAG_05698,UMAG_05709,UMAG_05924,UMAG_06019,UMAG_06212,UMAG_06241,UMAG_06316,UMAG_10064,UMAG_10332,UMAG_10532,UMAG_10627,UMAG_10726,UMAG_10779,UMAG_10855,UMAG_10872,UMAG_10999,UMAG_11125,UMAG_11347,UMAG_11468,UMAG_11656,UMAG_11698,UMAG_11739,UMAG_11967,UMAG_11998,UMAG_12272,UMAG_12294,UMAG_12327,UMAG_15001 +GO:0006505 GPI anchor metabolic process 0.04712395317708209 0.04712395317708209 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:1901135 carbohydrate derivative metabolic process 0.0000016440538062384328 0.0000016440538062384328 +1 UMAG_00119,UMAG_00249,UMAG_00302,UMAG_00891,UMAG_01465,UMAG_01565,UMAG_01821,UMAG_02015,UMAG_02286,UMAG_02445,UMAG_02512,UMAG_02519,UMAG_02577,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04426,UMAG_04496,UMAG_04622,UMAG_04629,UMAG_04967,UMAG_04983,UMAG_04994,UMAG_05362,UMAG_05709,UMAG_05769,UMAG_05924,UMAG_06167,UMAG_06241,UMAG_06316,UMAG_10064,UMAG_10178,UMAG_10280,UMAG_10332,UMAG_10627,UMAG_10740,UMAG_10872,UMAG_11125,UMAG_11174,UMAG_11341,UMAG_11347,UMAG_11698,UMAG_11723,UMAG_11739 +GO:1901137 carbohydrate derivative biosynthetic process 0.000009831877113387634 0.000009831877113387634 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_01821,UMAG_02015,UMAG_02286,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04426,UMAG_04496,UMAG_04622,UMAG_04629,UMAG_04983,UMAG_04994,UMAG_05709,UMAG_05769,UMAG_05924,UMAG_06167,UMAG_06241,UMAG_06316,UMAG_10178,UMAG_10280,UMAG_10627,UMAG_10740,UMAG_11125,UMAG_11174,UMAG_11341,UMAG_11347,UMAG_11723,UMAG_11739 +GO:0019637 organophosphate metabolic process 0.00002589915434073616 0.00002589915434073616 +1 UMAG_00119,UMAG_00176,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_01800,UMAG_02015,UMAG_02286,UMAG_02445,UMAG_02512,UMAG_02521,UMAG_02577,UMAG_02614,UMAG_03199,UMAG_03278,UMAG_04374,UMAG_04622,UMAG_04629,UMAG_04682,UMAG_04856,UMAG_04967,UMAG_05042,UMAG_05362,UMAG_05646,UMAG_05709,UMAG_05924,UMAG_06241,UMAG_06316,UMAG_10064,UMAG_10332,UMAG_10532,UMAG_10627,UMAG_10872,UMAG_10999,UMAG_11125,UMAG_11347,UMAG_11468,UMAG_11698,UMAG_11739,UMAG_11967,UMAG_12294,UMAG_12327,UMAG_15001 +GO:0016192 vesicle-mediated transport 0.000054259287604415174 0.000054259287604415174 +1 UMAG_00553,UMAG_00660,UMAG_00710,UMAG_00768,UMAG_01107,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_03027,UMAG_03209,UMAG_03240,UMAG_03278,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04413,UMAG_05178,UMAG_05447,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10424,UMAG_10571,UMAG_10687,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11636,UMAG_11791,UMAG_11925 +GO:0048193 Golgi vesicle transport 0.00018889783171254166 0.00018889783171254166 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_01107,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_03209,UMAG_03240,UMAG_03278,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04413,UMAG_05178,UMAG_05526,UMAG_05640,UMAG_05747,UMAG_05992,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11791 +GO:0008610 lipid biosynthetic process 0.0005032650612234633 0.0005032650612234633 +1 UMAG_00119,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_02001,UMAG_02286,UMAG_02445,UMAG_03078,UMAG_04127,UMAG_04374,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04629,UMAG_04682,UMAG_04985,UMAG_05362,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_10339,UMAG_11174,UMAG_11347,UMAG_11468,UMAG_11618,UMAG_11967,UMAG_12294,UMAG_15001 +GO:0006644 phospholipid metabolic process 0.0006067886380150807 0.0006067886380150807 +1 UMAG_00119,UMAG_00176,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_02286,UMAG_02445,UMAG_03278,UMAG_04374,UMAG_04682,UMAG_04856,UMAG_05362,UMAG_05646,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347,UMAG_11468,UMAG_11967,UMAG_12294,UMAG_15001 +GO:0006487 protein N-linked glycosylation 0.0006704730888931848 0.0006704730888931848 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0009247 glycolipid biosynthetic process 0.0013313310881310231 0.0013313310881310231 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04426,UMAG_04496,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:0006629 lipid metabolic process 0.0014450391183133899 0.0014450391183133899 +1 UMAG_00119,UMAG_00176,UMAG_00249,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_01747,UMAG_02001,UMAG_02286,UMAG_02445,UMAG_02519,UMAG_02860,UMAG_03078,UMAG_03278,UMAG_04127,UMAG_04374,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04629,UMAG_04682,UMAG_04856,UMAG_04985,UMAG_05362,UMAG_05646,UMAG_05709,UMAG_06174,UMAG_06241,UMAG_06316,UMAG_10339,UMAG_11174,UMAG_11279,UMAG_11341,UMAG_11347,UMAG_11468,UMAG_11618,UMAG_11967,UMAG_12161,UMAG_12294,UMAG_15001 +GO:0090407 organophosphate biosynthetic process 0.0018730100290720885 0.0018730100290720885 +1 UMAG_00119,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_01800,UMAG_02015,UMAG_02286,UMAG_02445,UMAG_02521,UMAG_02614,UMAG_04622,UMAG_04629,UMAG_04682,UMAG_05042,UMAG_05362,UMAG_05709,UMAG_05924,UMAG_06241,UMAG_06316,UMAG_10532,UMAG_10627,UMAG_10999,UMAG_11125,UMAG_11347,UMAG_11468,UMAG_11739,UMAG_11967,UMAG_12294,UMAG_12327,UMAG_15001 +GO:0009101 glycoprotein biosynthetic process 0.0028436234702128266 0.0028436234702128266 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10280,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0008104 protein localization 0.005256432357251141 0.005256432357251141 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05761,UMAG_06316,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11925,UMAG_12101,UMAG_12213 +GO:0006643 membrane lipid metabolic process 0.005487117137941227 0.005487117137941227 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04856,UMAG_04985,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11279,UMAG_11347 +GO:0006664 glycolipid metabolic process 0.005589727966800101 0.005589727966800101 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04426,UMAG_04496,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:1903509 liposaccharide metabolic process 0.005589727966800101 0.005589727966800101 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04426,UMAG_04496,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:0009100 glycoprotein metabolic process 0.005685754485201742 0.005685754485201742 +1 UMAG_01465,UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10280,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0070727 cellular macromolecule localization 0.006030826343500144 0.006030826343500144 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05761,UMAG_06316,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11925,UMAG_12101,UMAG_12213 +GO:0044255 cellular lipid metabolic process 0.008386463589277606 0.008386463589277606 +1 UMAG_00119,UMAG_00176,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_01747,UMAG_02286,UMAG_02445,UMAG_02519,UMAG_03078,UMAG_03278,UMAG_04127,UMAG_04374,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04629,UMAG_04682,UMAG_04856,UMAG_04985,UMAG_05362,UMAG_05646,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_10339,UMAG_11279,UMAG_11341,UMAG_11347,UMAG_11468,UMAG_11618,UMAG_11967,UMAG_12294,UMAG_15001 +GO:0008654 phospholipid biosynthetic process 0.011199903223647398 0.011199903223647398 +1 UMAG_00119,UMAG_00302,UMAG_01407,UMAG_01565,UMAG_02286,UMAG_02445,UMAG_04682,UMAG_05362,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347,UMAG_11468,UMAG_11967,UMAG_12294,UMAG_15001 +GO:0045184 establishment of protein localization 0.01181962059729052 0.01181962059729052 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_12101,UMAG_12213 +GO:0006486 protein glycosylation 0.01192612247760789 0.01192612247760789 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0043413 macromolecule glycosylation 0.01192612247760789 0.01192612247760789 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11723 +GO:0070085 glycosylation 0.014837045284424543 0.014837045284424543 +1 UMAG_01821,UMAG_02519,UMAG_03199,UMAG_03278,UMAG_04198,UMAG_04994,UMAG_05769,UMAG_06167,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11341,UMAG_11347,UMAG_11723 +GO:0098876 vesicle-mediated transport to the plasma membrane 0.01643421303027552 0.01643421303027552 +1 UMAG_00660,UMAG_00710,UMAG_01107,UMAG_02554,UMAG_03278,UMAG_04147,UMAG_04314,UMAG_05628 +GO:0046467 membrane lipid biosynthetic process 0.01688980621801669 0.01688980621801669 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_04388,UMAG_04426,UMAG_04496,UMAG_04985,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:0015031 protein transport 0.01748235831741906 0.01748235831741906 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_12101,UMAG_12213 +GO:0006888 endoplasmic reticulum to Golgi vesicle-mediated transport 0.021861987727273963 0.021861987727273963 +1 UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03209,UMAG_03240,UMAG_04238,UMAG_04413,UMAG_05178,UMAG_05747,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11791 +GO:0033036 macromolecule localization 0.02681396835907238 0.02681396835907238 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05761,UMAG_06316,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10988,UMAG_11083,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11401,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11925,UMAG_12101,UMAG_12213,UMAG_12294 +GO:0006506 GPI anchor biosynthetic process 0.03385649816257463 0.03385649816257463 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:0051179 localization 0.034459999073939755 0.034459999073939755 +1 UMAG_00553,UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01107,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_01982,UMAG_02203,UMAG_02245,UMAG_02365,UMAG_02554,UMAG_02678,UMAG_02900,UMAG_02974,UMAG_02993,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03348,UMAG_03595,UMAG_03810,UMAG_03819,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04423,UMAG_04456,UMAG_04461,UMAG_04932,UMAG_05178,UMAG_05238,UMAG_05378,UMAG_05447,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05647,UMAG_05709,UMAG_05747,UMAG_05748,UMAG_05761,UMAG_05992,UMAG_06316,UMAG_10039,UMAG_10280,UMAG_10424,UMAG_10528,UMAG_10571,UMAG_10606,UMAG_10608,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10839,UMAG_10986,UMAG_10988,UMAG_11083,UMAG_11171,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11339,UMAG_11401,UMAG_11520,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11698,UMAG_11791,UMAG_11925,UMAG_11998,UMAG_12101,UMAG_12193,UMAG_12213,UMAG_12219,UMAG_12267,UMAG_12294,UMAG_15030 +GO:0051641 cellular localization 0.03458691139714035 0.03458691139714035 +1 UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01107,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_02245,UMAG_02554,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03348,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04456,UMAG_04932,UMAG_05178,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05761,UMAG_05992,UMAG_06316,UMAG_10424,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10988,UMAG_11083,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11401,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11791,UMAG_11925,UMAG_12101,UMAG_12213 +GO:0051234 establishment of localization 0.03691261556914139 0.03691261556914139 +1 UMAG_00553,UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01107,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_01982,UMAG_02203,UMAG_02245,UMAG_02365,UMAG_02554,UMAG_02678,UMAG_02900,UMAG_02974,UMAG_02993,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03348,UMAG_03595,UMAG_03810,UMAG_03819,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04423,UMAG_04456,UMAG_04461,UMAG_04932,UMAG_05178,UMAG_05238,UMAG_05378,UMAG_05447,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05647,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10039,UMAG_10280,UMAG_10424,UMAG_10528,UMAG_10571,UMAG_10606,UMAG_10608,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10839,UMAG_10986,UMAG_10988,UMAG_11083,UMAG_11171,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11339,UMAG_11401,UMAG_11520,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11698,UMAG_11791,UMAG_11925,UMAG_11998,UMAG_12101,UMAG_12193,UMAG_12213,UMAG_12219,UMAG_12267,UMAG_15030 +GO:0006810 transport 0.03936476754848825 0.03936476754848825 +1 UMAG_00553,UMAG_00660,UMAG_00710,UMAG_00768,UMAG_00773,UMAG_00935,UMAG_01107,UMAG_01465,UMAG_01606,UMAG_01624,UMAG_01982,UMAG_02203,UMAG_02245,UMAG_02365,UMAG_02554,UMAG_02678,UMAG_02900,UMAG_02974,UMAG_02993,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03348,UMAG_03595,UMAG_03810,UMAG_03819,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04314,UMAG_04351,UMAG_04413,UMAG_04423,UMAG_04456,UMAG_04461,UMAG_04932,UMAG_05178,UMAG_05238,UMAG_05378,UMAG_05447,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05647,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10039,UMAG_10280,UMAG_10424,UMAG_10528,UMAG_10571,UMAG_10606,UMAG_10608,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10779,UMAG_10839,UMAG_10986,UMAG_10988,UMAG_11083,UMAG_11171,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11339,UMAG_11401,UMAG_11520,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11698,UMAG_11791,UMAG_11925,UMAG_11998,UMAG_12101,UMAG_12193,UMAG_12213,UMAG_12219,UMAG_12267,UMAG_15030 +GO:0006793 phosphorus metabolic process 0.0425888437856731 0.0425888437856731 +1 UMAG_00119,UMAG_00176,UMAG_00302,UMAG_01407,UMAG_01465,UMAG_01565,UMAG_01800,UMAG_02015,UMAG_02286,UMAG_02445,UMAG_02512,UMAG_02521,UMAG_02577,UMAG_02614,UMAG_03199,UMAG_03278,UMAG_03897,UMAG_03985,UMAG_04374,UMAG_04388,UMAG_04456,UMAG_04622,UMAG_04629,UMAG_04682,UMAG_04755,UMAG_04856,UMAG_04967,UMAG_04983,UMAG_05042,UMAG_05362,UMAG_05646,UMAG_05698,UMAG_05709,UMAG_05924,UMAG_06019,UMAG_06212,UMAG_06241,UMAG_06316,UMAG_10064,UMAG_10332,UMAG_10532,UMAG_10627,UMAG_10726,UMAG_10779,UMAG_10855,UMAG_10872,UMAG_10999,UMAG_11125,UMAG_11347,UMAG_11468,UMAG_11656,UMAG_11698,UMAG_11739,UMAG_11967,UMAG_11998,UMAG_12272,UMAG_12294,UMAG_12327,UMAG_15001 +GO:0006505 GPI anchor metabolic process 0.04712395317708209 0.04712395317708209 +1 UMAG_00119,UMAG_00302,UMAG_01565,UMAG_02286,UMAG_05709,UMAG_06241,UMAG_06316,UMAG_11347 +GO:0012505 endomembrane system 1.651089218078715e-12 1.651089218078715e-12 +1 UMAG_00087,UMAG_00119,UMAG_00176,UMAG_00302,UMAG_00481,UMAG_00553,UMAG_00660,UMAG_00768,UMAG_01407,UMAG_01465,UMAG_01565,UMAG_01606,UMAG_01624,UMAG_01821,UMAG_02245,UMAG_02286,UMAG_02519,UMAG_02678,UMAG_02999,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03810,UMAG_03872,UMAG_04127,UMAG_04147,UMAG_04198,UMAG_04238,UMAG_04351,UMAG_04374,UMAG_04413,UMAG_04461,UMAG_04856,UMAG_04932,UMAG_04985,UMAG_04994,UMAG_05178,UMAG_05446,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05769,UMAG_05992,UMAG_06241,UMAG_06316,UMAG_10160,UMAG_10178,UMAG_10424,UMAG_10687,UMAG_10722,UMAG_10740,UMAG_10988,UMAG_11083,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11340,UMAG_11341,UMAG_11347,UMAG_11401,UMAG_11470,UMAG_11634,UMAG_11636,UMAG_11655,UMAG_11694,UMAG_11723,UMAG_11791,UMAG_11795,UMAG_11925,UMAG_11967,UMAG_12101,UMAG_12152,UMAG_12267,UMAG_12294,UMAG_15001 +GO:0005783 endoplasmic reticulum 5.0816074008420964e-8 5.0816074008420964e-8 +1 UMAG_00087,UMAG_00119,UMAG_00176,UMAG_00302,UMAG_00481,UMAG_00768,UMAG_01407,UMAG_01565,UMAG_01624,UMAG_02245,UMAG_02286,UMAG_02519,UMAG_02999,UMAG_03209,UMAG_04127,UMAG_04198,UMAG_04238,UMAG_04374,UMAG_04413,UMAG_04461,UMAG_04985,UMAG_04994,UMAG_05178,UMAG_05446,UMAG_05526,UMAG_05709,UMAG_05747,UMAG_05769,UMAG_06241,UMAG_06316,UMAG_10160,UMAG_10178,UMAG_10740,UMAG_11083,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11340,UMAG_11341,UMAG_11347,UMAG_11470,UMAG_11694,UMAG_11723,UMAG_11791,UMAG_11795,UMAG_11967,UMAG_12267,UMAG_12294,UMAG_15001 +GO:0016020 membrane 7.131794453151333e-8 7.131794453151333e-8 +1 UMAG_00031,UMAG_00050,UMAG_00087,UMAG_00098,UMAG_00119,UMAG_00176,UMAG_00302,UMAG_00357,UMAG_00481,UMAG_00506,UMAG_00540,UMAG_00660,UMAG_00670,UMAG_00768,UMAG_00829,UMAG_01107,UMAG_01192,UMAG_01387,UMAG_01407,UMAG_01465,UMAG_01565,UMAG_01580,UMAG_01624,UMAG_01805,UMAG_01821,UMAG_01982,UMAG_01997,UMAG_02203,UMAG_02234,UMAG_02245,UMAG_02286,UMAG_02365,UMAG_02392,UMAG_02519,UMAG_02678,UMAG_02693,UMAG_02900,UMAG_02974,UMAG_02993,UMAG_02999,UMAG_03019,UMAG_03027,UMAG_03078,UMAG_03139,UMAG_03207,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03344,UMAG_03373,UMAG_03445,UMAG_03540,UMAG_03595,UMAG_03657,UMAG_03669,UMAG_03810,UMAG_03816,UMAG_03819,UMAG_03830,UMAG_03872,UMAG_03918,UMAG_04066,UMAG_04133,UMAG_04166,UMAG_04198,UMAG_04238,UMAG_04374,UMAG_04388,UMAG_04407,UMAG_04413,UMAG_04423,UMAG_04426,UMAG_04461,UMAG_04495,UMAG_04496,UMAG_04560,UMAG_04764,UMAG_04856,UMAG_04932,UMAG_04985,UMAG_04994,UMAG_05202,UMAG_05226,UMAG_05238,UMAG_05378,UMAG_05446,UMAG_05514,UMAG_05526,UMAG_05527,UMAG_05607,UMAG_05640,UMAG_05647,UMAG_05686,UMAG_05698,UMAG_05709,UMAG_05747,UMAG_05748,UMAG_05769,UMAG_05992,UMAG_06135,UMAG_06174,UMAG_06241,UMAG_06316,UMAG_10039,UMAG_10160,UMAG_10178,UMAG_10280,UMAG_10332,UMAG_10424,UMAG_10503,UMAG_10528,UMAG_10606,UMAG_10608,UMAG_10687,UMAG_10740,UMAG_10839,UMAG_10854,UMAG_10913,UMAG_10963,UMAG_10986,UMAG_10988,UMAG_11083,UMAG_11096,UMAG_11171,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11297,UMAG_11309,UMAG_11327,UMAG_11339,UMAG_11340,UMAG_11341,UMAG_11347,UMAG_11468,UMAG_11470,UMAG_11520,UMAG_11558,UMAG_11636,UMAG_11655,UMAG_11694,UMAG_11698,UMAG_11723,UMAG_11795,UMAG_11925,UMAG_11998,UMAG_12101,UMAG_12110,UMAG_12114,UMAG_12143,UMAG_12163,UMAG_12193,UMAG_12219,UMAG_12267,UMAG_12294,UMAG_15001,UMAG_15030,UMAG_10055 +GO:0030120 vesicle coat 6.209466545456668e-7 6.209466545456668e-7 +1 UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03209,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10988,UMAG_11309,UMAG_11327 +GO:0030662 coated vesicle membrane 0.0000012415605845603047 0.0000012415605845603047 +1 UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03209,UMAG_04413,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10988,UMAG_11309,UMAG_11327 +GO:0005737 cytoplasm 0.0000026112167997048027 0.0000026112167997048027 +1 UMAG_00008,UMAG_00087,UMAG_00119,UMAG_00176,UMAG_00302,UMAG_00481,UMAG_00493,UMAG_00553,UMAG_00620,UMAG_00660,UMAG_00672,UMAG_00675,UMAG_00710,UMAG_00711,UMAG_00768,UMAG_00773,UMAG_00817,UMAG_00923,UMAG_00935,UMAG_01054,UMAG_01107,UMAG_01407,UMAG_01465,UMAG_01560,UMAG_01565,UMAG_01606,UMAG_01624,UMAG_01747,UMAG_01776,UMAG_01800,UMAG_01805,UMAG_01821,UMAG_01875,UMAG_01945,UMAG_02001,UMAG_02015,UMAG_02245,UMAG_02286,UMAG_02512,UMAG_02519,UMAG_02554,UMAG_02562,UMAG_02577,UMAG_02606,UMAG_02614,UMAG_02678,UMAG_02801,UMAG_02905,UMAG_02974,UMAG_02999,UMAG_03019,UMAG_03027,UMAG_03177,UMAG_03178,UMAG_03207,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_03348,UMAG_03595,UMAG_03599,UMAG_03669,UMAG_03810,UMAG_03816,UMAG_03872,UMAG_03897,UMAG_03985,UMAG_04061,UMAG_04127,UMAG_04147,UMAG_04166,UMAG_04179,UMAG_04198,UMAG_04220,UMAG_04238,UMAG_04314,UMAG_04327,UMAG_04351,UMAG_04374,UMAG_04388,UMAG_04398,UMAG_04407,UMAG_04413,UMAG_04426,UMAG_04430,UMAG_04456,UMAG_04461,UMAG_04495,UMAG_04622,UMAG_04682,UMAG_04755,UMAG_04776,UMAG_04831,UMAG_04856,UMAG_04869,UMAG_04932,UMAG_04967,UMAG_04985,UMAG_04994,UMAG_05178,UMAG_05378,UMAG_05446,UMAG_05447,UMAG_05504,UMAG_05526,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05698,UMAG_05703,UMAG_05709,UMAG_05747,UMAG_05748,UMAG_05761,UMAG_05769,UMAG_05892,UMAG_05924,UMAG_05992,UMAG_06003,UMAG_06167,UMAG_06234,UMAG_06241,UMAG_06316,UMAG_06348,UMAG_06404,UMAG_10064,UMAG_10160,UMAG_10178,UMAG_10260,UMAG_10280,UMAG_10283,UMAG_10285,UMAG_10373,UMAG_10424,UMAG_10503,UMAG_10528,UMAG_10532,UMAG_10543,UMAG_10571,UMAG_10597,UMAG_10627,UMAG_10644,UMAG_10647,UMAG_10687,UMAG_10699,UMAG_10722,UMAG_10726,UMAG_10740,UMAG_10752,UMAG_10776,UMAG_10779,UMAG_10839,UMAG_10913,UMAG_10957,UMAG_10963,UMAG_10988,UMAG_10999,UMAG_11083,UMAG_11125,UMAG_11174,UMAG_11228,UMAG_11262,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11334,UMAG_11340,UMAG_11341,UMAG_11347,UMAG_11401,UMAG_11468,UMAG_11470,UMAG_11520,UMAG_11634,UMAG_11636,UMAG_11656,UMAG_11672,UMAG_11694,UMAG_11702,UMAG_11723,UMAG_11760,UMAG_11791,UMAG_11795,UMAG_11925,UMAG_11967,UMAG_11969,UMAG_11985,UMAG_12101,UMAG_12110,UMAG_12118,UMAG_12143,UMAG_12152,UMAG_12163,UMAG_12267,UMAG_12272,UMAG_12294,UMAG_12327,UMAG_15001,UMAG_15009,UMAG_15057 +GO:0031982 vesicle 0.000004614227790147571 0.000004614227790147571 +1 UMAG_00553,UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_02678,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04413,UMAG_04932,UMAG_05447,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10687,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11636,UMAG_11791,UMAG_11925,UMAG_12152 +GO:0012506 vesicle membrane 0.0000051254786061308784 0.0000051254786061308784 +1 UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03872,UMAG_04413,UMAG_04932,UMAG_05607,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10687,UMAG_10988,UMAG_11309,UMAG_11327,UMAG_11925 +GO:0030659 cytoplasmic vesicle membrane 0.0000051254786061308784 0.0000051254786061308784 +1 UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03872,UMAG_04413,UMAG_04932,UMAG_05607,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10687,UMAG_10988,UMAG_11309,UMAG_11327,UMAG_11925 +GO:0031090 organelle membrane 0.000007772074569984942 0.000007772074569984942 +1 UMAG_00481,UMAG_00660,UMAG_00768,UMAG_01565,UMAG_01624,UMAG_02245,UMAG_02286,UMAG_02519,UMAG_02974,UMAG_02999,UMAG_03027,UMAG_03207,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03595,UMAG_03669,UMAG_03810,UMAG_03816,UMAG_03872,UMAG_04166,UMAG_04198,UMAG_04238,UMAG_04374,UMAG_04413,UMAG_04461,UMAG_04495,UMAG_04856,UMAG_04932,UMAG_04985,UMAG_04994,UMAG_05378,UMAG_05607,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05748,UMAG_05769,UMAG_05992,UMAG_06241,UMAG_06316,UMAG_10160,UMAG_10178,UMAG_10280,UMAG_10528,UMAG_10687,UMAG_10740,UMAG_10839,UMAG_10963,UMAG_10988,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11340,UMAG_11341,UMAG_11347,UMAG_11468,UMAG_11470,UMAG_11520,UMAG_11655,UMAG_11694,UMAG_11723,UMAG_11925,UMAG_12101,UMAG_12110,UMAG_12143,UMAG_12163,UMAG_12294,UMAG_15001 +GO:0097708 intracellular vesicle 0.000011018379373626779 0.000011018379373626779 +1 UMAG_00553,UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_02678,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04413,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10687,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11636,UMAG_11791,UMAG_11925,UMAG_12152 +GO:0031410 cytoplasmic vesicle 0.000011018379373626779 0.000011018379373626779 +1 UMAG_00553,UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_02678,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03810,UMAG_03872,UMAG_04147,UMAG_04238,UMAG_04413,UMAG_04932,UMAG_05607,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10687,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327,UMAG_11636,UMAG_11791,UMAG_11925,UMAG_12152 +GO:0048475 coated membrane 0.000014101978547526732 0.000014101978547526732 +1 UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03209,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10988,UMAG_11309,UMAG_11327 +GO:0030117 membrane coat 0.000014101978547526732 0.000014101978547526732 +1 UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03209,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10988,UMAG_11309,UMAG_11327 +GO:0030135 coated vesicle 0.000022031479005578454 0.000022031479005578454 +1 UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03209,UMAG_04238,UMAG_04413,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10988,UMAG_11083,UMAG_11309,UMAG_11327 +GO:0031984 organelle subcompartment 0.00010369845780242686 0.00010369845780242686 +1 UMAG_00481,UMAG_01565,UMAG_01624,UMAG_02245,UMAG_02286,UMAG_02519,UMAG_02999,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_04198,UMAG_04238,UMAG_04374,UMAG_04413,UMAG_04985,UMAG_04994,UMAG_05709,UMAG_05747,UMAG_05769,UMAG_06241,UMAG_06316,UMAG_10160,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11340,UMAG_11341,UMAG_11347,UMAG_11470,UMAG_11694,UMAG_11723,UMAG_12267,UMAG_12294,UMAG_15001 +GO:0098827 endoplasmic reticulum subcompartment 0.00010875004937924712 0.00010875004937924712 +1 UMAG_00481,UMAG_01565,UMAG_01624,UMAG_02245,UMAG_02286,UMAG_02519,UMAG_02999,UMAG_03209,UMAG_04198,UMAG_04238,UMAG_04374,UMAG_04985,UMAG_04994,UMAG_05709,UMAG_05747,UMAG_05769,UMAG_06241,UMAG_06316,UMAG_10160,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11340,UMAG_11341,UMAG_11347,UMAG_11470,UMAG_11694,UMAG_11723,UMAG_12267,UMAG_12294,UMAG_15001 +GO:0016021 integral component of membrane 0.0001855613955125039 0.0001855613955125039 +1 UMAG_00031,UMAG_00050,UMAG_00087,UMAG_00098,UMAG_00119,UMAG_00176,UMAG_00302,UMAG_00357,UMAG_00481,UMAG_00506,UMAG_00540,UMAG_00670,UMAG_00829,UMAG_01192,UMAG_01387,UMAG_01407,UMAG_01465,UMAG_01565,UMAG_01580,UMAG_01805,UMAG_01982,UMAG_01997,UMAG_02203,UMAG_02234,UMAG_02286,UMAG_02365,UMAG_02519,UMAG_02693,UMAG_02900,UMAG_02974,UMAG_02993,UMAG_02999,UMAG_03019,UMAG_03078,UMAG_03139,UMAG_03207,UMAG_03218,UMAG_03344,UMAG_03373,UMAG_03445,UMAG_03540,UMAG_03595,UMAG_03657,UMAG_03669,UMAG_03816,UMAG_03819,UMAG_03830,UMAG_03918,UMAG_04133,UMAG_04166,UMAG_04198,UMAG_04238,UMAG_04374,UMAG_04423,UMAG_04426,UMAG_04461,UMAG_04496,UMAG_04560,UMAG_04764,UMAG_04856,UMAG_04985,UMAG_04994,UMAG_05202,UMAG_05226,UMAG_05238,UMAG_05446,UMAG_05514,UMAG_05526,UMAG_05527,UMAG_05647,UMAG_05686,UMAG_05709,UMAG_05769,UMAG_06135,UMAG_06174,UMAG_06241,UMAG_06316,UMAG_10039,UMAG_10160,UMAG_10178,UMAG_10280,UMAG_10332,UMAG_10424,UMAG_10528,UMAG_10606,UMAG_10608,UMAG_10740,UMAG_10839,UMAG_10854,UMAG_10986,UMAG_11083,UMAG_11096,UMAG_11171,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11297,UMAG_11339,UMAG_11341,UMAG_11347,UMAG_11468,UMAG_11470,UMAG_11558,UMAG_11655,UMAG_11694,UMAG_11795,UMAG_11925,UMAG_11998,UMAG_12101,UMAG_12110,UMAG_12114,UMAG_12143,UMAG_12193,UMAG_12219,UMAG_12267,UMAG_12294,UMAG_15001,UMAG_15030 +GO:0005789 endoplasmic reticulum membrane 0.0002107227663337708 0.0002107227663337708 +1 UMAG_00481,UMAG_01565,UMAG_01624,UMAG_02245,UMAG_02286,UMAG_02519,UMAG_02999,UMAG_03209,UMAG_04198,UMAG_04238,UMAG_04374,UMAG_04985,UMAG_04994,UMAG_05709,UMAG_05747,UMAG_05769,UMAG_06241,UMAG_06316,UMAG_10160,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11340,UMAG_11341,UMAG_11347,UMAG_11470,UMAG_11694,UMAG_11723,UMAG_12294,UMAG_15001 +GO:0042175 nuclear outer membrane-endoplasmic reticulum membrane network 0.0002613317120416876 0.0002613317120416876 +1 UMAG_00481,UMAG_01565,UMAG_01624,UMAG_02245,UMAG_02286,UMAG_02519,UMAG_02999,UMAG_03209,UMAG_04198,UMAG_04238,UMAG_04374,UMAG_04985,UMAG_04994,UMAG_05709,UMAG_05747,UMAG_05769,UMAG_06241,UMAG_06316,UMAG_10160,UMAG_10178,UMAG_10740,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11340,UMAG_11341,UMAG_11347,UMAG_11470,UMAG_11694,UMAG_11723,UMAG_12294,UMAG_15001 +GO:0031224 intrinsic component of membrane 0.00029208416704656264 0.00029208416704656264 +1 UMAG_00031,UMAG_00050,UMAG_00087,UMAG_00098,UMAG_00119,UMAG_00176,UMAG_00302,UMAG_00357,UMAG_00481,UMAG_00506,UMAG_00540,UMAG_00670,UMAG_00829,UMAG_01192,UMAG_01387,UMAG_01407,UMAG_01465,UMAG_01565,UMAG_01580,UMAG_01805,UMAG_01982,UMAG_01997,UMAG_02203,UMAG_02234,UMAG_02286,UMAG_02365,UMAG_02519,UMAG_02693,UMAG_02900,UMAG_02974,UMAG_02993,UMAG_02999,UMAG_03019,UMAG_03078,UMAG_03139,UMAG_03207,UMAG_03218,UMAG_03344,UMAG_03373,UMAG_03445,UMAG_03540,UMAG_03595,UMAG_03657,UMAG_03669,UMAG_03816,UMAG_03819,UMAG_03830,UMAG_03918,UMAG_04133,UMAG_04166,UMAG_04198,UMAG_04238,UMAG_04374,UMAG_04423,UMAG_04426,UMAG_04461,UMAG_04496,UMAG_04560,UMAG_04764,UMAG_04856,UMAG_04985,UMAG_04994,UMAG_05202,UMAG_05226,UMAG_05238,UMAG_05446,UMAG_05514,UMAG_05526,UMAG_05527,UMAG_05647,UMAG_05686,UMAG_05709,UMAG_05769,UMAG_06135,UMAG_06174,UMAG_06241,UMAG_06316,UMAG_10039,UMAG_10160,UMAG_10178,UMAG_10280,UMAG_10332,UMAG_10424,UMAG_10528,UMAG_10606,UMAG_10608,UMAG_10740,UMAG_10839,UMAG_10854,UMAG_10986,UMAG_11083,UMAG_11096,UMAG_11171,UMAG_11174,UMAG_11228,UMAG_11279,UMAG_11297,UMAG_11339,UMAG_11341,UMAG_11347,UMAG_11468,UMAG_11470,UMAG_11558,UMAG_11655,UMAG_11694,UMAG_11795,UMAG_11925,UMAG_11998,UMAG_12101,UMAG_12110,UMAG_12114,UMAG_12143,UMAG_12193,UMAG_12219,UMAG_12267,UMAG_12294,UMAG_15001,UMAG_15030 +GO:0098796 membrane protein complex 0.000430909017877021 0.000430909017877021 +1 UMAG_00481,UMAG_00660,UMAG_00768,UMAG_01565,UMAG_01624,UMAG_02245,UMAG_02678,UMAG_02999,UMAG_03209,UMAG_03872,UMAG_04198,UMAG_04994,UMAG_05526,UMAG_05607,UMAG_05640,UMAG_05709,UMAG_05747,UMAG_05748,UMAG_05769,UMAG_05992,UMAG_10160,UMAG_10178,UMAG_10280,UMAG_10687,UMAG_10740,UMAG_10988,UMAG_11309,UMAG_11327,UMAG_11340,UMAG_11470,UMAG_11520,UMAG_11636,UMAG_11694,UMAG_11698,UMAG_11925 +GO:1905369 endopeptidase complex 0.0005154106862967004 0.0005154106862967004 +1 UMAG_00711,UMAG_01565,UMAG_02562,UMAG_02905,UMAG_03252,UMAG_04179,UMAG_04776,UMAG_05709,UMAG_06234,UMAG_10647,UMAG_10903,UMAG_11760 +GO:0005794 Golgi apparatus 0.0005558521424131439 0.0005558521424131439 +1 UMAG_00660,UMAG_00768,UMAG_01465,UMAG_01624,UMAG_01821,UMAG_02245,UMAG_03209,UMAG_03218,UMAG_03240,UMAG_03278,UMAG_04238,UMAG_04351,UMAG_04413,UMAG_04461,UMAG_04856,UMAG_05178,UMAG_05628,UMAG_05640,UMAG_05747,UMAG_10424,UMAG_10722,UMAG_11083,UMAG_11279,UMAG_11309,UMAG_11327,UMAG_11791,UMAG_12101 +GO:0140534 endoplasmic reticulum protein-containing complex 0.0009419412585933963 0.0009419412585933963 +1 UMAG_00481,UMAG_01565,UMAG_02999,UMAG_04198,UMAG_04985,UMAG_04994,UMAG_05709,UMAG_05769,UMAG_10160,UMAG_10178,UMAG_10740,UMAG_11340,UMAG_11347,UMAG_11470,UMAG_11694 +GO:0000139 Golgi membrane 0.0030198415391740536 0.0030198415391740536 +1 UMAG_00768,UMAG_01624,UMAG_02245,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_04238,UMAG_04413,UMAG_04461,UMAG_04856,UMAG_05640,UMAG_05747,UMAG_11309,UMAG_11327,UMAG_12101 +GO:0098588 bounding membrane of organelle 0.0032524387521074903 0.0032524387521074903 +1 UMAG_00660,UMAG_00768,UMAG_01624,UMAG_02245,UMAG_02974,UMAG_03027,UMAG_03209,UMAG_03218,UMAG_03278,UMAG_03810,UMAG_03872,UMAG_04238,UMAG_04374,UMAG_04413,UMAG_04461,UMAG_04856,UMAG_04932,UMAG_05378,UMAG_05607,UMAG_05640,UMAG_05747,UMAG_05748,UMAG_05992,UMAG_10280,UMAG_10528,UMAG_10687,UMAG_10988,UMAG_11309,UMAG_11327,UMAG_11520,UMAG_11925,UMAG_12101,UMAG_12143 +GO:0000502 proteasome complex 0.005588530283647259 0.005588530283647259 +1 UMAG_00711,UMAG_02562,UMAG_02905,UMAG_03252,UMAG_04179,UMAG_04776,UMAG_06234,UMAG_10647,UMAG_10903,UMAG_11760 +GO:0008250 oligosaccharyltransferase complex 0.007075810547470204 0.007075810547470204 +1 UMAG_04198,UMAG_04994,UMAG_05769,UMAG_10178,UMAG_10740 +GO:0030133 transport vesicle 0.007209986415472898 0.007209986415472898 +1 UMAG_00553,UMAG_00660,UMAG_01624,UMAG_02245,UMAG_03209,UMAG_04147,UMAG_04413,UMAG_05747 +GO:1905368 peptidase complex 0.011595828944685747 0.011595828944685747 +1 UMAG_00481,UMAG_00711,UMAG_01565,UMAG_02562,UMAG_02905,UMAG_03252,UMAG_04179,UMAG_04776,UMAG_05709,UMAG_06234,UMAG_10647,UMAG_10903,UMAG_11760 +GO:0030127 COPII vesicle coat 0.032670331678734184 0.032670331678734184 +1 UMAG_01624,UMAG_02245,UMAG_03209,UMAG_05747 \ No newline at end of file diff --git a/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/wt_hyphae_specific_targets/wt_hyphae_network.pdf b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/wt_hyphae_specific_targets/wt_hyphae_network.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5a5be10bf4daf5898b8cddea70a197957992e127 Binary files /dev/null and b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/wt_hyphae_specific_targets/wt_hyphae_network.pdf differ diff --git a/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/wt_hyphae_specific_targets/wt_hyphae_specific_goterm_cytoscape_network.cys b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/wt_hyphae_specific_targets/wt_hyphae_specific_goterm_cytoscape_network.cys new file mode 100644 index 0000000000000000000000000000000000000000..447eef4c35c44f0e681f11cd7354d5842aceb3fd Binary files /dev/null and b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/wt_hyphae_specific_targets/wt_hyphae_specific_goterm_cytoscape_network.cys differ diff --git a/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/wt_hyphae_specific_targets/wt_hyphae_specific_goterm_gProfiler.txt b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/wt_hyphae_specific_targets/wt_hyphae_specific_goterm_gProfiler.txt new file mode 100644 index 0000000000000000000000000000000000000000..acd3d816745ec258b3f10486d6b2f6ef4fc392d4 --- /dev/null +++ b/assays/S6_A3_RNAseq_analysis_yeast_vs_hyphae/dataset/GO_term_analysis/wt_hyphae_specific_targets/wt_hyphae_specific_goterm_gProfiler.txt @@ -0,0 +1,4 @@ +GO.ID Description p.Val FDR Phenotype Genes +GO:0031224 intrinsic component of membrane 0.0013460280656623547 0.0013460280656623547 +1 UMAG_00017,UMAG_00193,UMAG_00221,UMAG_00223,UMAG_00375,UMAG_00696,UMAG_00824,UMAG_00898,UMAG_01149,UMAG_01169,UMAG_01206,UMAG_01406,UMAG_01528,UMAG_01564,UMAG_01640,UMAG_01983,UMAG_02021,UMAG_02023,UMAG_02093,UMAG_02113,UMAG_02132,UMAG_02197,UMAG_02246,UMAG_02325,UMAG_02379,UMAG_02411,UMAG_02436,UMAG_02499,UMAG_02541,UMAG_02578,UMAG_02598,UMAG_02615,UMAG_02682,UMAG_02730,UMAG_02763,UMAG_03045,UMAG_03122,UMAG_03156,UMAG_03204,UMAG_03349,UMAG_03400,UMAG_03559,UMAG_03612,UMAG_03645,UMAG_03655,UMAG_03789,UMAG_04056,UMAG_04160,UMAG_04228,UMAG_04347,UMAG_04601,UMAG_04602,UMAG_04674,UMAG_04912,UMAG_05192,UMAG_05346,UMAG_05390,UMAG_05393,UMAG_05435,UMAG_05458,UMAG_05475,UMAG_05579,UMAG_05595,UMAG_05619,UMAG_05777,UMAG_05794,UMAG_05802,UMAG_05811,UMAG_05954,UMAG_06012,UMAG_06102,UMAG_06148,UMAG_06334,UMAG_06349,UMAG_10004,UMAG_10012,UMAG_10046,UMAG_10072,UMAG_10155,UMAG_10192,UMAG_10211,UMAG_10272,UMAG_10367,UMAG_10568,UMAG_10835,UMAG_10939,UMAG_10964,UMAG_11017,UMAG_11206,UMAG_11253,UMAG_11434,UMAG_11454,UMAG_11541,UMAG_11669,UMAG_11683,UMAG_11840,UMAG_15020 +GO:0016021 integral component of membrane 0.00164679370184322 0.00164679370184322 +1 UMAG_00017,UMAG_00193,UMAG_00221,UMAG_00223,UMAG_00375,UMAG_00696,UMAG_00824,UMAG_00898,UMAG_01149,UMAG_01169,UMAG_01206,UMAG_01406,UMAG_01528,UMAG_01564,UMAG_01983,UMAG_02021,UMAG_02023,UMAG_02093,UMAG_02113,UMAG_02132,UMAG_02197,UMAG_02246,UMAG_02325,UMAG_02379,UMAG_02411,UMAG_02436,UMAG_02499,UMAG_02541,UMAG_02578,UMAG_02598,UMAG_02615,UMAG_02682,UMAG_02730,UMAG_02763,UMAG_03045,UMAG_03122,UMAG_03156,UMAG_03204,UMAG_03349,UMAG_03400,UMAG_03559,UMAG_03612,UMAG_03645,UMAG_03655,UMAG_03789,UMAG_04056,UMAG_04160,UMAG_04228,UMAG_04347,UMAG_04601,UMAG_04602,UMAG_04674,UMAG_04912,UMAG_05192,UMAG_05346,UMAG_05390,UMAG_05393,UMAG_05435,UMAG_05458,UMAG_05475,UMAG_05579,UMAG_05595,UMAG_05619,UMAG_05777,UMAG_05794,UMAG_05802,UMAG_05811,UMAG_05954,UMAG_06012,UMAG_06102,UMAG_06148,UMAG_06334,UMAG_06349,UMAG_10004,UMAG_10012,UMAG_10046,UMAG_10072,UMAG_10155,UMAG_10192,UMAG_10211,UMAG_10272,UMAG_10367,UMAG_10568,UMAG_10835,UMAG_10939,UMAG_10964,UMAG_11017,UMAG_11206,UMAG_11253,UMAG_11434,UMAG_11454,UMAG_11541,UMAG_11669,UMAG_11683,UMAG_11840,UMAG_15020 +GO:0016020 membrane 0.012626435881475238 0.012626435881475238 +1 UMAG_00017,UMAG_00193,UMAG_00221,UMAG_00223,UMAG_00295,UMAG_00375,UMAG_00696,UMAG_00824,UMAG_00898,UMAG_01149,UMAG_01154,UMAG_01166,UMAG_01169,UMAG_01206,UMAG_01406,UMAG_01528,UMAG_01564,UMAG_01612,UMAG_01640,UMAG_01983,UMAG_02021,UMAG_02023,UMAG_02093,UMAG_02113,UMAG_02132,UMAG_02197,UMAG_02246,UMAG_02325,UMAG_02379,UMAG_02411,UMAG_02436,UMAG_02499,UMAG_02541,UMAG_02578,UMAG_02598,UMAG_02615,UMAG_02682,UMAG_02730,UMAG_02763,UMAG_02889,UMAG_02895,UMAG_03045,UMAG_03122,UMAG_03156,UMAG_03204,UMAG_03341,UMAG_03349,UMAG_03400,UMAG_03559,UMAG_03602,UMAG_03612,UMAG_03645,UMAG_03655,UMAG_03789,UMAG_03833,UMAG_04056,UMAG_04160,UMAG_04171,UMAG_04228,UMAG_04347,UMAG_04601,UMAG_04602,UMAG_04674,UMAG_04912,UMAG_05192,UMAG_05346,UMAG_05390,UMAG_05393,UMAG_05435,UMAG_05458,UMAG_05475,UMAG_05579,UMAG_05595,UMAG_05619,UMAG_05777,UMAG_05794,UMAG_05802,UMAG_05811,UMAG_05954,UMAG_06012,UMAG_06102,UMAG_06103,UMAG_06148,UMAG_06239,UMAG_06304,UMAG_06334,UMAG_06349,UMAG_06363,UMAG_10004,UMAG_10012,UMAG_10046,UMAG_10072,UMAG_10155,UMAG_10192,UMAG_10211,UMAG_10272,UMAG_10367,UMAG_10511,UMAG_10568,UMAG_10835,UMAG_10939,UMAG_10940,UMAG_10964,UMAG_11017,UMAG_11206,UMAG_11253,UMAG_11434,UMAG_11454,UMAG_11541,UMAG_11610,UMAG_11669,UMAG_11683,UMAG_11840,UMAG_15020 \ No newline at end of file