changeset 0:1024245abc70 draft

planemo upload for repository https://github.com/sblanck/smagexp/tree/master/smagexp_tools commit 5974f806f344dbcc384b931492d7f023bfbbe03b
author sblanck
date Thu, 22 Feb 2018 08:38:22 -0500
parents
children a978d1560ea3
files AffyQCnormalization.R AffyQCnormalization.xml AffyQCnormalization_tpl.html Analyse.R Analyse.xml Analyse_tpl.html GEOQuery.R GEOQuery.xml ImportDataFromMatrix.R ImportDataFromMatrix.xml ImportDataFromMatrix_tpl.html MetaMA.R MetaMA.xml MetaMa_tpl.html MetaRNASeq.R MetaRNASeq_tpl.html MetaRNAseq.xml gplToBioc.csv repository_dependencies.xml test-data/GSE3524_analysis.tabular test-data/GSE3524_data.rdata test-data/conditions.cond test-data/deseq_results1.txt test-data/deseq_results2.txt test.txt
diffstat 24 files changed, 54952 insertions(+), 0 deletions(-) [+]
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line diff
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/AffyQCnormalization.R	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,128 @@
+#!/usr/bin/env Rscript
+# setup R error handling to go to stderr
+options( show.error.messages=F, error = function () { cat( geterrmessage(), file=stderr() ); q( "no", 1, F ) } )
+
+# we need that to not crash galaxy with an UTF8 error on German LC settings.
+loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8")
+
+library("optparse")
+
+##### Read options
+option_list=list(
+		make_option("--input",type="character",default="NULL",help="rdata object containing eset object"),
+		make_option("--normalization",type="character",default=NULL,help="normalization method"),
+		make_option("--nbresult",type="character",default=NULL,help="number of result displayed results"),
+		make_option("--rdataoutput",type="character",default="NULL",help="output rdata object containing eset object"),
+		make_option("--htmloutput",type="character",default=NULL,help="Output html report"),
+		make_option("--htmloutputpath",type="character",default="NULL",help="Path of output html report"),
+		make_option("--htmltemplate",type="character",default=NULL,help="html template)")
+);
+
+opt_parser = OptionParser(option_list=option_list);
+opt = parse_args(opt_parser);
+
+if(is.null(opt$input)){
+	print_help(opt_parser)
+	stop("input required.", call.=FALSE)
+}
+
+#loading libraries
+
+suppressPackageStartupMessages(require(Biobase))
+suppressPackageStartupMessages(require(GEOquery))
+suppressPackageStartupMessages(require(GEOmetadb))
+suppressPackageStartupMessages(require(limma))
+suppressPackageStartupMessages(require(jsonlite))
+suppressPackageStartupMessages(require(affy))
+suppressPackageStartupMessages(require(affyPLM))
+suppressPackageStartupMessages(require(dplyr))
+
+listInput <- trimws( unlist( strsplit(trimws(opt$input), ",") ) )
+
+celList=vector()
+celFileNameList=vector()
+
+for (i in 1:length(listInput))
+{
+	inputFileInfo <- unlist( strsplit( listInput[i], ';' ) )
+	celList=c(celList,inputFileInfo[1])
+	celFileNameList=c(celFileNameList,inputFileInfo[2])
+}
+
+
+normalization=opt$normalization
+result_export_eset=opt$rdataoutput
+result=opt$htmloutput
+result.path=opt$htmloutputpath
+result.template=opt$htmltemplate
+
+dir.create(result.path, showWarnings = TRUE, recursive = TRUE)
+for(i in 1:length(celList))
+{
+	file.copy(celList[i],paste0("./",celFileNameList[i]))
+}
+
+data <- ReadAffy(filenames=celFileNameList, celfile.path=".")
+htmlfile=readChar(result.template, file.info(result.template)$size)
+
+boxplot="boxplot.png"
+png(boxplot,width=800,height = 400)
+par(mar=c(7,5,1,1))
+boxplot(data,las=2,outline=FALSE)
+dev.off()
+htmlfile=gsub(x=htmlfile,pattern = "###BOXPLOT###",replacement = boxplot, fixed = TRUE)
+file.copy(boxplot,result.path)
+
+images="images.png"
+nblines=length(celList)%/%4 + as.numeric((length(celList)%%4)!=0) 
+png(images,width=800,height = 200*nblines)
+par(mfrow=c(nblines,4))
+image(data)
+dev.off()
+htmlfile=gsub(x=htmlfile,pattern = "###IMAGES###",replacement = images, fixed = TRUE)
+file.copy(images,result.path)
+
+
+plotMA="plotMA.png"
+nblines=length(celList)%/%3 + as.numeric((length(celList)%%3)!=0) 
+png(plotMA,width=800,height =300*nblines )
+par(mfrow=c(nblines,3))
+MAplot(data)
+dev.off()
+htmlfile=gsub(x=htmlfile,pattern = "###PLOTMA###",replacement = plotMA, fixed = TRUE)
+file.copy(plotMA,result.path)
+
+
+if (normalization == "rma") {
+	eset <- rma(data)
+} else if (normalization == "quantile") {
+	eset = rma(data,background = FALSE,normalize = TRUE)
+} else if (normalization == "background"){
+	eset = rma(data,background = TRUE ,normalize = FALSE)
+} else if (normalization == "log2") {
+	eset = rma(data,background = FALSE ,normalize = FALSE)
+}
+	
+
+boxplotnorm="boxplotnorm.png"
+png(boxplotnorm,width=800,height = 400)
+par(mar=c(7,5,1,1))
+boxplot(data.frame(exprs(eset)),las=2,outline=FALSE)
+dev.off()
+htmlfile=gsub(x=htmlfile,pattern = "###BOXPLOTNORM###",replacement = boxplotnorm, fixed = TRUE)
+file.copy(boxplotnorm,result.path)
+
+plotMAnorm="plotMAnorm.png"
+nblines=length(celList)%/%3 + as.numeric((length(celList)%%3)!=0) 
+png(plotMAnorm,width=800,height =300*nblines )
+par(mfrow=c(nblines,3))
+#for (i in 1:length(celList)){
+MAplot(eset)
+#}
+
+dev.off()
+htmlfile=gsub(x=htmlfile,pattern = "###PLOTMANORM###",replacement = plotMAnorm, fixed = TRUE)
+file.copy(plotMAnorm,result.path)
+save(eset,file=result_export_eset)
+write(htmlfile,result)
+
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/AffyQCnormalization.xml	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,70 @@
+<tool id="QCnormalization" name="QCnormalization" version="1.0.0">
+
+    <description>Quality control and normalization of affymetrix expression data</description>
+
+    <requirements>
+        <requirement type="package">bioconductor-biobase</requirement>
+        <requirement type="package">bioconductor-geoquery</requirement>
+        <requirement type="package">bioconductor-geometadb</requirement>
+        <requirement type="package">bioconductor-limma</requirement>
+        <requirement type="package">bioconductor-biobase</requirement>
+        <requirement type="package">bioconductor-affy</requirement>
+        <requirement type="package">bioconductor-affyPLM</requirement>
+        <requirement type="package">r-jsonlite</requirement>
+        <requirement type="package">r-dplyr</requirement>
+        <requirement type="package">r-optparse</requirement>
+    </requirements>
+
+    <stdio>
+        <exit_code range="1:" />
+        <regex match="Warning" source="both" level="warning"/>
+    </stdio>
+
+    <command>
+        <![CDATA[
+        Rscript 
+        ${__tool_directory__}/AffyQCnormalization.R
+            --input "#for $input in $inputs# $input;$input.name, #end for#"
+            --normalization ${normalization}
+            --rdataoutput $result_export_eset
+            --htmloutput $result_html
+            --htmloutputpath $result_html.files_path
+            --htmltemplate ${__tool_directory__}/AffyQCnormalization_tpl.html
+        ]]>
+     </command>
+
+    <inputs>
+        <param name="inputs" type="data" format="cel" multiple="true" label=".CEL files" help=".CEL files to be used"/>
+        <param name="normalization" type="select" label="Preprocessing/normalization">
+            <option value="rma">rma (backgroung correction + quantile normalization + log2)</option>
+            <option value="quantile">quantile normalization + log2</option>
+            <option value="background">background correction + log2</option>
+            <option value="log2">log2 only</option>
+        </param>
+    </inputs>
+
+    <outputs>
+        <data format="rdata" name="result_export_eset" label="export normalized expressionSet"/>		
+        <data format="html" name="result_html" label="QC result"/>
+    </outputs>
+
+    <help>
+<![CDATA[
+		**What it does** 
+		    	
+The QCnormalization tool offers to ensure the quality of the data and to normalize them. Several normalization methods are available :
+
+* rma normalization 
+* quantile normalization + log2
+* background correction + log2
+* log2 only
+
+**Results**
+
+- Several quality figures : microarray images, boxplots and MA plots
+- Rdata object containing the normalized data for further analysis
+  		
+]]>
+    </help>
+
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/AffyQCnormalization_tpl.html	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,37 @@
+<!DOCTYPE html>
+<html>
+<head>
+	<meta http-equiv="Content-type" content="text/html; charset=utf-8">
+	<meta name="viewport" content="width=device-width,initial-scale=1">
+	<title>Quality Control</title>
+	
+</head>
+
+<body>
+
+<h2>Raw data</h2>
+<table><tr><td>
+<img src='###IMAGES###' width="800"><br/>
+</td></tr></table>
+
+<table><tr><td>
+<img src='###BOXPLOT###' width="800"><br/>
+</td></tr></table>
+
+<table><tr><td>
+<img src='###PLOTMA###'  width="800"><br/>
+</td></tr></table>
+
+
+
+<h2>Normalized data</h2>
+<table><tr><td>
+<img src='###BOXPLOTNORM###' width="800"><br/>
+</td></tr></table>
+
+<table><tr><td>
+<img src='###PLOTMANORM###'  width="800"><br/>
+</td></tr></table>
+
+</body>
+</html>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/Analyse.R	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,170 @@
+#!/usr/bin/env Rscript
+# setup R error handling to go to stderr
+options( show.error.messages=F, error = function () { cat( geterrmessage(), file=stderr() ); q( "no", 1, F ) } )
+
+# we need that to not crash galaxy with an UTF8 error on German LC settings.
+loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8")
+
+library("optparse")
+
+##### Read options
+option_list=list(
+		make_option("--rdatainput",type="character",default="NULL",help="rdata object containing eset object"),
+		make_option("--conditions",type="character",default=NULL,help="Text file summarizing conditions of the experiment (required)"),
+		make_option("--selectcondition1",type="character",default=NULL,help="log2 transformation"),
+#		make_option("--condition1",type="character",default=NULL,help="A table containing the expression data"),
+		make_option("--selectcondition2",type="character",default="NULL",help="rdata object containing eset object"),
+#		make_option("--condition2",type="character",default=NULL,help="Text file summarizing conditions of the experiment (required)"),
+		make_option("--nbresult",type="character",default=NULL,help="number of result displayed results"),
+		make_option("--rdataoutput",type="character",default="NULL",help="output rdata object containing eset object"),
+		make_option("--htmloutput",type="character",default=NULL,help="Output html report"),
+		make_option("--htmloutputpath",type="character",default="NULL",help="Path of output html report"),
+		make_option("--tabularoutput",type="character",default=NULL,help="Output text file"),
+		make_option("--htmltemplate",type="character",default=NULL,help="html template)"),
+		make_option("--tooldirectory",type="character",default=NULL,help="tool directory)")
+
+	
+);
+
+opt_parser = OptionParser(option_list=option_list);
+opt = parse_args(opt_parser);
+
+if(is.null(opt$rdatainput)){
+	print_help(opt_parser)
+	stop("rData input required.", call.=FALSE)
+}
+
+if(is.null(opt$conditions)){
+	print_help(opt_parser)
+	stop("conditions input required.", call.=FALSE)
+}
+
+
+#loading libraries
+suppressPackageStartupMessages(require(GEOquery))
+suppressPackageStartupMessages(require(Biobase))
+suppressPackageStartupMessages(require(GEOquery))
+suppressPackageStartupMessages(require(GEOmetadb))
+suppressPackageStartupMessages(require(limma))
+suppressPackageStartupMessages(require(jsonlite))
+suppressPackageStartupMessages(require(affy))
+suppressPackageStartupMessages(require(dplyr))
+
+load(opt$rdatainput)
+targetFile=opt$conditions
+condition1Name=opt$selectcondition1
+#condition1=opt$condition1
+condition2Name=opt$selectcondition2
+#condition2=opt$condition2
+nbresult=opt$nbresult
+result_export_eset=opt$rdataoutput
+result=opt$htmloutput
+result.path=opt$htmloutputpath
+result.tabular=opt$tabularoutput
+result.template=opt$htmltemplate
+tooldirectory=opt$tooldirectory
+
+targets <- read.table(targetFile,sep="\t",stringsAsFactors=FALSE)
+
+#condition1_tmp <- strsplit(condition1,",")
+condition1 <-targets[which(targets$V2==condition1Name),1]
+
+#condition2_tmp <- strsplit(condition2,",")
+#condition2<-unlist(condition2_tmp)
+condition2 <-targets[which(targets$V2==condition2Name),1]
+
+conditions=c(condition1,condition2)
+
+dir.create(result.path, showWarnings = TRUE, recursive = FALSE)
+
+eset=eset[,which(rownames(eset@phenoData@data) %in% conditions)]
+
+eset@phenoData@data$source_name_ch1=""
+eset@phenoData@data$source_name_ch1[which(rownames(eset@phenoData@data) %in% condition1)]=condition1Name
+eset@phenoData@data$source_name_ch1[which(rownames(eset@phenoData@data) %in% condition2)]=condition2Name
+
+condNames=paste0("G",as.numeric(as.character(pData(eset)["source_name_ch1"][,1])!=condition1Name))
+
+f <- as.factor(condNames)
+
+design <- model.matrix(~ 0+f)
+
+colnames(design) <- levels(f)
+
+fit <- lmFit(eset, design)
+
+cont.matrix <- makeContrasts(G0-G1, levels=design)
+
+fit2 <- contrasts.fit(fit, cont.matrix)
+fit2 <- eBayes(fit2)
+
+tT <- topTable(fit2, adjust="fdr", sort.by="B", number=nbresult)
+
+#head(exprs(eset))
+
+gpl <- annotation(eset)
+if (substr(x = gpl,1,3)!="GPL"){
+	#if the annotation info does not start with "GPL" we retrieve the corresponding GPL annotation
+	mapping=read.csv(paste0(tooldirectory,"/gplToBioc.csv"),stringsAsFactors=FALSE)
+	gpl=mapping[which(mapping$bioc_package==annotation(eset)),]$gpl
+	gpl=gpl[1]
+	
+	annotation(eset)=gpl
+	
+	platf <- getGEO(gpl, AnnotGPL=TRUE)
+	ncbifd <- data.frame(attr(dataTable(platf), "table"))
+	
+	fData(eset)["ID"]=row.names(fData(eset))
+	fData(eset)=merge(x=fData(eset),y=ncbifd,all.x = TRUE, by = "ID")
+	colnames(fData(eset))[4]="ENTREZ_GENE_ID"
+	row.names(fData(eset))=fData(eset)[,"ID"]
+	
+	tT <- add_rownames(tT, "ID")
+	
+} else {
+	
+	gpl <- annotation(eset)
+	platf <- getGEO(gpl, AnnotGPL=TRUE)
+	ncbifd <- data.frame(attr(dataTable(platf), "table"))
+	
+	if (!("ID" %in% colnames(tT))){
+		tT <- add_rownames(tT, "ID")}
+	
+}
+
+tT <- merge(tT, ncbifd, by="ID")
+tT <- tT[order(tT$P.Value), ] 
+tT <- subset(tT, select=c("Platform_SPOTID","ID","adj.P.Val","P.Value","t","B","logFC","Gene.symbol","Gene.title","Gene.ID","Chromosome.annotation","GO.Function.ID"))
+tT<-format(tT, digits=2, nsmall=2)
+head(tT)
+colnames(tT)=gsub(pattern = "\\.",replacement = "_",colnames(tT))
+matrixtT=as.matrix(tT)
+datajson=toJSON(matrixtT,pretty = TRUE)
+
+htmlfile=readChar(result.template, file.info(result.template)$size)
+htmlfile=gsub(x=htmlfile,pattern = "###DATAJSON###",replacement = datajson, fixed = TRUE)
+dir.create(result.path, showWarnings = TRUE, recursive = FALSE)
+
+boxplot="boxplot.png"
+png(boxplot,width=800,height = 400)
+par(mar=c(7,5,1,1))
+boxplot(exprs(eset),las=2,outline=FALSE)
+dev.off()
+htmlfile=gsub(x=htmlfile,pattern = "###BOXPLOT###",replacement = boxplot, fixed = TRUE)
+file.copy(boxplot,result.path)
+
+histopvalue="histopvalue.png"
+
+png(histopvalue,width=800,height = 400)
+par(mfrow=c(1,2))
+hist(fit2$F.p.value,nclass=100,main="Histogram of p-values", xlab="p-values",ylab="frequency")
+volcanoplot(fit2,coef=1,highlight=10,main="Volcano plot")
+htmlfile=gsub(x=htmlfile,pattern = "###HIST###",replacement = histopvalue, fixed = TRUE)
+dev.off()
+file.copy(histopvalue,result.path)
+
+saveConditions=c(condition1Name,condition2Name)
+save(eset,saveConditions,file=result_export_eset)
+write.table(x=tT[,-1],file=result.tabular,quote=FALSE,row.names=FALSE,col.names=TRUE,sep="\t")
+write(htmlfile,result)
+
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/Analyse.xml	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,104 @@
+<tool id="LimmaAnalyse" name="Limma analysis" version="1.0.0">
+
+    <description>Performs gene expression analysis thanks to limma</description>
+
+    <requirements>
+        <requirement type="package">bioconductor-biobase</requirement>
+        <requirement type="package">bioconductor-geoquery</requirement>
+        <requirement type="package">bioconductor-geometadb</requirement>
+        <requirement type="package">bioconductor-limma</requirement>
+        <requirement type="package">bioconductor-affy</requirement>
+        <requirement type="package">r-jsonlite</requirement>
+        <requirement type="package">r-dplyr</requirement>
+        <requirement type="package">r-optparse</requirement>
+     </requirements>
+
+    <stdio>
+        <exit_code range="1:" />
+        <regex match="Warning" source="both" level="warning"/>
+    </stdio>
+
+    <command>
+        <![CDATA[ 
+        Rscript
+        ${__tool_directory__}/Analyse.R
+            --rdatainput ${rdataset}
+            --conditions ${conditions}
+            --selectcondition1 "${selectCondition1}"
+            --selectcondition2 "${selectCondition2}"
+            --nbresult ${nbresult}
+            --rdataoutput ${result_export_eset}
+            --htmloutput $result_html 
+            --htmloutputpath $result_html.files_path
+            --tabularoutput $result_tabular
+            --htmltemplate ${__tool_directory__}/Analyse_tpl.html
+            --tooldirectory ${__tool_directory__}
+        ]]>
+    </command>
+
+    <inputs>
+        <param name="rdataset" type="data" format="rdata" label="RData" help="RData to be used"/>
+        <param name="conditions" type="data" format="cond" label="Conditions" help="conditions associated with the rData file"/>
+        <param name="selectCondition1" type="select" label="condition 1">
+            <options from_dataset="conditions">
+                <column name="name" index="1"/>
+                <column name="value" index="1"/>
+                <filter type="unique_value" column="1"/>
+            </options>
+        </param>
+        <param name="selectCondition2" type="select" label="condition 2">
+            <options from_dataset="conditions">
+                <column name="name" index="1"/>
+                <column name="value" index="1"/>
+                <filter type="unique_value" column="1"/>
+            </options>
+        </param>	
+        <param name="nbresult" type="integer" value="1000" min="1" label="number of top genes" help="Number of genes to be displayed in result datatable"/>
+    </inputs>
+
+    <outputs>
+        <data format="html" name="result_html" label="Results of analysis of ${rdataset.name}"/>
+        <data format="rdata" name="result_export_eset" label="Export of expression set of ${rdataset.name}"/>
+        <data format="tabular" name="result_tabular" label="Text Results of analysis of ${rdataset.name}"/>
+    </outputs>
+
+    <tests>
+        <test>
+            <param name="rdataset" value="GSE3524_data.rdata"/>
+            <param name="conditions" value="conditions.cond"/>
+            <param name="selectCondition1" value="series of 16 tumors"/>
+            <param name="selectCondition2" value="series of 4 normals"/>
+            <param name="nbresult" value="10"/>
+            <output name="result_tabular" file="GSE3524_analysis.tabular" ftype="tabular"/>
+        </test>
+    </tests>
+
+    <help>
+<![CDATA[ 
+**What it does**
+		
+The Limma analysis tool performs single analysis either of data previously retrieved from GEO database or normalized affymetrix .CEL files data. 
+Given a .cond file, it runs a standard limma differential expression analysis. 
+
+**Example** of .cond file      	
+
+The .cond file should look like this 
+::
+
+
+ GSM80460	series of 16 tumors	GSM80460 OSCE-2T SERIES OF 16 TUMORS
+ GSM80461	series of 16 tumors	GSM80461 OSCE-4T Series of 16 Tumors
+ GSM80462	series of 16 tumors	GSM80462 OSCE-6T Series of 16 Tumors
+ GSM80476	series of 4 normals	GSM80476 OSCE-2N Series of 4 Normals
+ GSM80477	series of 4 normals	GSM80477 OSCE-9N Series of 4 Normals
+	
+		
+**Results**
+		
+- Boxplots, p-value histograms and a volcano plot 
+- Table summarizing the differentially expressed genes and their annotations. This table is sortable and requestable.
+- Rdata object to perform further meta-analysis. 
+]]>
+    </help>
+
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/Analyse_tpl.html	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,162 @@
+<!DOCTYPE html>
+<html>
+<head>
+	<meta http-equiv="Content-type" content="text/html; charset=utf-8">
+	<meta name="viewport" content="width=device-width,initial-scale=1">
+	<title>Limma analysis results</title>
+	<link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/1.10.10/css/jquery.dataTables.min.css">
+	<link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/buttons/1.1.0/css/buttons.dataTables.min.css">
+	<style type="text/css" class="init">
+
+td.details-control {
+    background: url('../../../static/images/fugue/toggle-expand.png') no-repeat center center;
+    cursor: pointer;
+}
+tr.shown td.details-control {
+    background: url('../../../static/images/fugue/toggle.png') no-repeat center center;
+}
+
+	.dataTable th,.dataTable td {
+	
+	text-overflow: ellipsis;
+	max-width: 200px;
+	min-width: 40px;
+    	-o-text-overflow: ellipsis;  
+    	-ms-text-overflow: ellipsis;  
+    	-moz-text-overflow: ellipsis;
+	width: 100px;
+	white-space:nowrap; 
+	overflow: hidden;
+	
+	
+	padding: 10px;
+
+}
+	.details th,.details td {
+	
+	max-width: 1500px;
+	min-width: 1000px;
+	padding: 10px;
+
+}
+
+
+	</style>
+	<style>
+	
+
+	</style>
+	
+	<script type="text/javascript" language="javascript" src="https://code.jquery.com/jquery-1.11.3.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/1.10.10/js/jquery.dataTables.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/buttons/1.1.0/js/dataTables.buttons.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/buttons/1.1.0/js/buttons.flash.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdnjs.cloudflare.com/ajax/libs/jszip/2.5.0/jszip.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.rawgit.com/bpampuch/pdfmake/0.1.18/build/pdfmake.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.rawgit.com/bpampuch/pdfmake/0.1.18/build/vfs_fonts.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/buttons/1.1.0/js/buttons.html5.min.js">
+	</script>
+	<script type="text/javascript" class="init">
+
+	
+
+function format ( d ) {
+    // `d` is the original data object for the row
+    var test=d[11].split("///");
+    var strLength=test.length;
+    var result="";
+    for (var i=0;i<strLength;i++) {
+    	result=result+'<a href="http://amigo.geneontology.org/amigo/term/'+test[i]+'">'+test[i]+'</a>'+',&nbsp';
+    }
+    return '<table cellpadding="5" cellspacing="0" border="0" style="padding-left:50px;">'+
+        '<tr>'+
+            '<td>Gene Symbol:</td>'+
+            '<td style="width:100%;overflow: hidden;white-space: normal;">'+'<a href="http://www.ncbi.nlm.nih.gov/gene/'+d[9]+'">'+d[7]+'</a>'+'</td>'+
+            '</tr>'+
+        '<tr>'+
+            '<td>Gene Title:</td>'+
+            '<td style="width:100%;overflow: hidden;white-space: normal;">'+d[8]+'</td>'+
+        '</tr>'+
+        '<tr>'+
+            '<td>GO Function ID:</td>'+
+            '<td style="width:100%;overflow: hidden;white-space: normal;">'+result+'</td>'+
+        '</tr>'+
+    '</table>';
+}
+
+var dataSet=###DATAJSON###;
+
+$(document).ready(function() {
+    var table = $('#example').DataTable( {
+	"scrollX": true,
+	data: dataSet,
+        "columns": [
+            {
+                "className":      'details-control',
+                "orderable":      false,
+                "data":           null,
+                "defaultContent": ''
+            },
+            {title : "ID" },
+            {title : "adj_P_Val" },
+            {title : "P_Value" },
+            {title : "t" },
+	    {title : "B" },
+	    {title : "logFC" },
+	    {title : "Gene_symbol"},
+        {title : "Gene_title"},
+        {title : "Gene_ID"},
+	    {title : "Chromosome_annotation"},
+	    {title : "GO_Function_ID"}
+
+        ],
+        "order": [[2, 'asc']],
+	dom: 'Bfrtlip',
+	buttons: [
+            'copy', 'csv', 'excel'
+        ]
+	
+    } );
+     
+    // Add event listener for opening and closing details
+    $('#example tbody').on('click', 'td.details-control', function () {
+        var tr = $(this).closest('tr');
+        var row = table.row( tr );
+ 
+        if ( row.child.isShown() ) {
+            // This row is already open - close it
+            row.child.hide();
+            tr.removeClass('shown');
+        }
+        else {
+            // Open this row
+            row.child( format(row.data()) ).show();
+            tr.addClass('shown');
+        }
+    } );
+} );
+
+
+
+	</script>
+</head>
+<h2>Boxplots</h2>
+<img src='###BOXPLOT###'><br/>
+</td><td>
+<body>
+<h2>P-value histogram and Volcano plot</h2>
+<img src='###HIST###'><br/>
+</td><td>
+<body>
+<table id="example" class="compact stripe row-border" cellspacing="0" width="100%">
+    
+    </table>
+</body>
+</html>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/GEOQuery.R	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,79 @@
+#!/usr/bin/env Rscript
+# setup R error handling to go to stderr
+options( show.error.messages=F, error = function () { cat( geterrmessage(), file=stderr() ); q( "no", 1, F ) } )
+
+# we need that to not crash galaxy with an UTF8 error on German LC settings.
+loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8")
+
+library("optparse")
+
+##### Read options
+option_list=list(
+		make_option("--id",type="character",default=NULL,help="GSE ID from GEO databse (required)"),
+		make_option("--transformation",type="character",default=NULL,help="log2 transformation (required)"),
+		make_option("--data",type="character",default=NULL,help="A table containing the expression data"),
+		make_option("--rdata",type="character",default="NULL",help="rdata object containing eset object"),
+		make_option("--conditions",type="character",default=NULL,help="Text file summarizing conditions of the experiment")
+		
+);
+
+opt_parser = OptionParser(option_list=option_list);
+opt = parse_args(opt_parser);
+
+if(is.null(opt$id)){
+	print_help(opt_parser)
+	stop("GEOdata id required.", call.=FALSE)
+}
+
+#loading libraries
+suppressPackageStartupMessages(require(GEOquery))
+
+GEOQueryID=opt$id
+GEOQueryData=opt$data
+GEOQueryRData=opt$rdata
+conditionFile=opt$conditions
+transformation=opt$transformation
+
+data1=getGEO(GEOQueryID)
+eset=data1[[1]]
+
+#check if datas are in log2 space
+normalization<-function(data){
+	ex <- exprs(data)
+	qx <- as.numeric(quantile(ex, c(0., 0.25, 0.5, 0.75, 0.99, 1.0), na.rm=T))
+	LogC <- (qx[5] > 100) ||
+			(qx[6]-qx[1] > 50 && qx[2] > 0) ||
+			(qx[2] > 0 && qx[2] < 1 && qx[4] > 1 && qx[4] < 2)
+	if (LogC) { ex[which(ex <= 0)] <- NaN
+		return (log2(ex)) } else {
+		return (ex)
+	}
+}
+
+if (transformation=="auto"){
+	exprs(eset)=normalization(eset)
+} else if (transformation=="yes"){
+	exprs(eset)=log2(exprs(eset))			
+}
+
+matrixData=exprs(eset)
+write.table(matrixData,col.names=NA,row.names=TRUE,sep="\t",file=GEOQueryData)
+
+#Construcion of condition file
+#if there is data in "source_name_ch1" field, we keep this data as a condition
+#else we keep the "description" field data.
+if (length(unique(tolower(pData(data1[[1]])["source_name_ch1"][,1])))>1)
+{
+	conditions=pData(data1[[1]])["source_name_ch1"]
+	description=paste0(as.vector(pData(data1[[1]])["geo_accession"][,1]), " ",as.vector(pData(data1[[1]])["title"][,1]), " ", as.vector(conditions[,1]))
+}	else
+{
+	conditions=pData(data1[[1]])["description"]
+	description=paste0(as.vector(pData(data1[[1]])["geo_accession"][,1]), " ",as.vector(pData(data1[[1]])["title"][,1]), " ", as.vector(conditions[,1]))
+}
+
+conditions[,1]=tolower(conditions[,1])
+pData(eset)["source_name_ch1"]=conditions
+
+write.table(cbind(conditions,description),quote = FALSE,col.names = FALSE, row.names=TRUE,file=conditionFile,sep="\t")
+save(eset,conditions,file=GEOQueryRData)
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/GEOQuery.xml	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,79 @@
+<tool id="GEOQuery" name="GEOQuery" version="1.0.0">
+
+    <description>GEOQuery wrapper</description>
+
+    <requirements>
+        <requirement type="package" version="2.42.0">bioconductor-geoquery</requirement>
+        <requirement type="package">r-optparse</requirement>
+    </requirements>
+    <stdio>
+        <exit_code range="1:" />
+        <regex match="Warning" source="both" level="warning"/>
+    </stdio>
+
+    <command>
+        <![CDATA[ 
+        Rscript --vanilla
+        ${__tool_directory__}/GEOQuery.R 
+            --id ${GEOQueryID} 
+            --transformation ${transformation}
+            --data ${GEOQueryData} 
+            --rdata ${GEOQueryRData} 
+            --conditions ${conditions}
+        ]]>
+    </command>
+
+    <inputs>
+        <param name="GEOQueryID" type="text" size="12" optional="false" label="GEOQuery ID" help="">
+            <validator type="empty_field"/>
+        </param>
+        <param name="transformation" type="select" label="log2 transformation">
+            <option value="auto">auto</option>
+            <option value="yes">yes</option>
+            <option value="no">no</option>
+        </param>
+    </inputs>
+
+    <outputs>
+        <data format="tabular" name="GEOQueryData" label="GEOQuery Data of ${GEOQueryID}"/>
+        <data format="cond" name="conditions" label="conditions of ${GEOQueryID}"/>
+        <data format="rdata" name="GEOQueryRData" label="GEOQuery RData of ${GEOQueryID}"/>
+    </outputs>
+
+    <tests>
+        <test>
+            <param name="GEOQueryID" value="GSE3524"/>
+            <param name="transformation" value="auto"/>
+            <output name="conditions" file="conditions.cond" ftype="cond"/>
+        </test>
+    </tests>
+
+    <help>
+<![CDATA[ 
+**What it does**     	
+
+This tool fetches microarray data directly from GEO database, based on the GEOQuery R package. Given a GSE accession ID, it returns an Rdata object containing the data and a text file (.cond file) summarizing the conditions of the experiment. 
+The .cond file is a text file containing one line per sample in the experiment. Each line is made of 3 columns:
+
+	- Sample ID 
+	- Condition of the biological sample
+	- Description of the biological sample
+
+**Example** of .cond file      	
+::
+
+ GSM80460	series of 16 tumors	GSM80460 OSCE-2T SERIES OF 16 TUMORS
+ GSM80461	series of 16 tumors	GSM80461 OSCE-4T Series of 16 Tumors
+ GSM80462	series of 16 tumors	GSM80462 OSCE-6T Series of 16 Tumors
+ GSM80476	series of 4 normals	GSM80476 OSCE-2N Series of 4 Normals
+ GSM80477	series of 4 normals	GSM80477 OSCE-9N Series of 4 Normals
+    
+**Results**
+	
+- Rdata object containing data for further analysis
+- Condition (.cond) file summarizing conditions of the experiment
+- Tabular (.txt) file containing expression data for each sample
+]]> 		
+    </help>
+
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/ImportDataFromMatrix.R	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,114 @@
+#!/usr/bin/env Rscript
+# setup R error handling to go to stderr
+options( show.error.messages=F, error = function () { cat( geterrmessage(), file=stderr() ); q( "no", 1, F ) } )
+
+# we need that to not crash galaxy with an UTF8 error on German LC settings.
+loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8")
+
+library("optparse")
+
+##### Read options
+option_list=list(
+		make_option("--input",type="character",default="NULL",help="rdata object containing eset object"),
+		make_option("--conditions",type="character",default=NULL,help="Text file summarizing conditions of the experiment (required)"),
+		make_option("--normalization",type="character",default=NULL,help="log2 transformation"),
+		make_option("--annotations",type="character",default="NULL",help="rdata object containing eset object"),
+		make_option("--rdataoutput",type="character",default="NULL",help="output rdata object containing eset object"),
+		make_option("--htmloutput",type="character",default=NULL,help="Output html report"),
+		make_option("--htmloutputpath",type="character",default="NULL",help="Path of output html report"),
+		make_option("--htmltemplate",type="character",default="NULL",help="html template)")
+
+
+);
+
+
+opt_parser = OptionParser(option_list=option_list);
+opt = parse_args(opt_parser);
+
+if(is.null(opt$input)){
+	print_help(opt_parser)
+	stop("input required.", call.=FALSE)
+}
+
+if(is.null(opt$conditions)){
+	print_help(opt_parser)
+	stop("conditions input required.", call.=FALSE)
+}
+
+
+#loading libraries
+suppressPackageStartupMessages(require(GEOquery))
+
+suppressPackageStartupMessages(require(Biobase))
+suppressPackageStartupMessages(require(GEOquery))
+suppressPackageStartupMessages(require(GEOmetadb))
+suppressPackageStartupMessages(require(limma))
+suppressPackageStartupMessages(require(jsonlite))
+suppressPackageStartupMessages(require(affy))
+suppressPackageStartupMessages(require(dplyr))
+suppressPackageStartupMessages(require(affyPLM))
+
+dataFile=opt$input
+normalization=opt$normalization
+conditionsFile=opt$conditions
+annotation=opt$annotations
+result_export_eset=opt$rdataoutput
+result=opt$htmloutput
+result.path=opt$htmloutputpath
+result.template=opt$htmltemplate
+
+dir.create(result.path, showWarnings = TRUE, recursive = FALSE)
+
+data=as.matrix(read.table(file = dataFile,row.names=1,header=TRUE))
+conditions=read.table(file=conditionsFile,sep = "\t",row.names=1)
+htmlfile=readChar(result.template, file.info(result.template)$size)
+
+colnames(conditions)=c("source_name_ch1","description")
+phenodata<-new("AnnotatedDataFrame",data=conditions)
+
+head(data)
+conditions
+
+eset=ExpressionSet(assayData=data,phenoData=phenodata,annotation=annotation)
+
+if (normalization == "quantile") {
+	eset <- normalize.ExpressionSet.quantiles(eset, transfn="log2")
+} else if (normalization == "log2") {
+	exprs(eset) = log2(exprs(eset)) 
+} 
+
+boxplotnorm="boxplotnorm.png"
+png(boxplotnorm,width=800,height = 400)
+par(mar=c(7,5,1,1))
+boxplot(data.frame(exprs(eset)),las=2,outline=FALSE)
+dev.off()
+htmlfile=gsub(x=htmlfile,pattern = "###BOXPLOTNORM###",replacement = boxplotnorm, fixed = TRUE)
+file.copy(boxplotnorm,result.path)
+
+plotMAnorm="plotMAnorm.png"
+nblines=length(colnames(data))%/%3 + as.numeric((length(colnames(data))%%3)!=0) 
+png(plotMAnorm,width=800,height =300*nblines )
+par(mfrow=c(nblines,3))
+##for (i in 1:length(colnames(data))){
+	MAplot(eset)
+#}
+
+dev.off()
+htmlfile=gsub(x=htmlfile,pattern = "###PLOTMANORM###",replacement = plotMAnorm, fixed = TRUE)
+file.copy(plotMAnorm,result.path)
+#write.table(tolower(c(condition1Name,condition2Name)),quote = FALSE,col.names = FALSE, row.names=FALSE,file=result_export_conditions)
+#saveConditions=c(condition1Name,condition2Name)
+save(eset,file=result_export_eset)
+write(htmlfile,result)
+
+#l=list()
+#for(i in 1:length(esets))
+#{
+#	l[[paste("study",i,sep="")]]<-res[[i]]
+#}
+#l[["Meta"]]=res[[length(res)-1]]
+#showVenn(res,file.path(temp.files.path,"venn.png"))
+#writeLines(c("<h2>Venn diagram</h2>"),file.conn)
+#writeLines(c("<img src='venn.png'><br/><br/>"),file.conn)
+#writeLines(c("</body></html>"),file.conn)
+#close(file.conn)
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/ImportDataFromMatrix.xml	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,94 @@
+<tool id="importMatrixData" name="Import custom data" version="1.0.0">
+
+    <description>Quality control and normalization of a custom matrix expression data</description>
+
+    <requirements>
+        <requirement type="package">bioconductor-biobase</requirement>
+        <requirement type="package">bioconductor-geoquery</requirement>
+        <requirement type="package">bioconductor-geometadb</requirement>
+        <requirement type="package">bioconductor-limma</requirement>
+        <requirement type="package">bioconductor-biobase</requirement>
+        <requirement type="package">bioconductor-affy</requirement>
+        <requirement type="package">bioconductor-affyplm</requirement>
+        <requirement type="package">r-jsonlite</requirement>
+        <requirement type="package">r-dplyr</requirement>
+        <requirement type="package">r-optparse</requirement>
+     </requirements>
+
+    <stdio>
+        <exit_code range="1:" />
+        <regex match="Warning" source="both" level="warning"/>
+    </stdio>
+
+    <command>
+        <![CDATA[ 
+        Rscript --vanilla 
+        ${__tool_directory__}/ImportDataFromMatrix.R
+            --input $input
+            --normalization $normalization
+            --conditions $conditions
+            --annotations $annotations
+            --rdataoutput $result_export_eset
+            --htmloutput $result_html
+            --htmloutputpath $result_html.files_path
+            --htmltemplate ${__tool_directory__}/ImportDataFromMatrix_tpl.html
+        ]]>
+        </command>
+
+    <inputs>
+        <param name="input" type="data" format="tabular" label="Input data" help="Input data"/>
+        <param name="normalization" type="select" label="Preprocessing/normalization">
+            <option value="quantile">quantile normalization + log2</option>
+            <option value="log2">log2 only</option>
+            <option value="none">none</option>
+        </param>
+        <param name="conditions" type="data" format="cond" label="Conditions" help="conditions associated with the input file"/>
+        <param name="annotations" type="text" label="Annotation GPL code" help="GPL code for annotations"/>		
+    </inputs>
+
+    <outputs>
+        <data format="rdata" name="result_export_eset" label="export normalized expressionSet"/>		
+        <data format="html" name="result_html" label="QC result"/>
+    </outputs>
+
+    <help>
+<![CDATA[ 
+**What it does**
+		     	
+This tool imports data stored in a tabular text file. 
+Column titles (chip IDs) must match the IDs of the .cond file.
+GPL annotation code is also required to fetch annotations from GEO.
+
+**Exemple**
+
+Header of input tabular text file
+::
+
+
+""	"GSM80460"	"GSM80461"	"GSM80462"	"GSM80463"	"GSM80464"
+"1007_s_at"	-0.0513991525066443	0.306845500314283	0.0854246562526777	-0.142417044615852	0.0854246562526777
+"1053_at"	-0.187707155126729	-0.488026018218199	-0.282789700980404	0.160920188181103	0.989865622866287
+"117_at"	0.814755482809874	-2.15842936260448	-0.125006361067033	-0.256700472111743	0.0114956388378294
+"121_at"	-0.0558912008920451	-0.0649174766813385	0.49467161164755	-0.0892673380970874	0.113700499164728
+"1294_at"	0.961993677420255	-0.0320936297098533	-0.169744675832317	-0.0969617298870879	-0.181149439104566
+"1316_at"	0.0454429707611671	0.43616183931445	-0.766111939825723	-0.182786075741673	0.599317793698226
+"1405_i_at"	2.23450132056221	0.369606070031838	-1.06190243892591	-0.190997225060914	0.595503660502742
+
+
+The .cond file should look like this 
+::
+
+ GSM80460	series of 16 tumors	GSM80460 OSCE-2T SERIES OF 16 TUMORS
+ GSM80461	series of 16 tumors	GSM80461 OSCE-4T Series of 16 Tumors
+ GSM80462	series of 16 tumors	GSM80462 OSCE-6T Series of 16 Tumors
+ GSM80476	series of 4 normals	GSM80476 OSCE-2N Series of 4 Normals
+ GSM80477	series of 4 normals	GSM80477 OSCE-9N Series of 4 Normals
+
+				
+**Results**
+	- Boxplots and MA plots 
+	- Rdata object containing the data for further analysis.
+]]>
+    </help>
+
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/ImportDataFromMatrix_tpl.html	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,22 @@
+<!DOCTYPE html>
+<html>
+<head>
+	<meta http-equiv="Content-type" content="text/html; charset=utf-8">
+	<meta name="viewport" content="width=device-width,initial-scale=1">
+	<title>Quality Control</title>
+	
+</head>
+
+<body>
+
+<h2>Normalized data</h2>
+<table><tr><td>
+<img src='###BOXPLOTNORM###' width="800"><br/>
+</td></tr></table>
+
+<table><tr><td>
+<img src='###PLOTMANORM###'  width="800"><br/>
+</td></tr></table>
+
+</body>
+</html>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/MetaMA.R	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,227 @@
+#!/usr/bin/env Rscript
+# setup R error handling to go to stderr
+options( show.error.messages=F, error = function () { cat( geterrmessage(), file=stderr() ); q( "no", 1, F ) } )
+
+# we need that to not crash galaxy with an UTF8 error on German LC settings.
+loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8")
+
+library("optparse")
+
+##### Read options
+option_list=list(
+		make_option("--input",type="character",default="NULL",help="List of rdata objects containing eset objects"),
+		make_option("--species",type="character",default="NULL",help="Species for annotations"),
+		make_option("--htmloutput",type="character",default=NULL,help="Output html report"),
+		make_option("--htmloutputpath",type="character",default="NULL",help="Path of output html report"),
+		make_option("--htmltemplate",type="character",default=NULL,help="html template)")
+);
+
+opt_parser = OptionParser(option_list=option_list);
+opt = parse_args(opt_parser);
+
+if(is.null(opt$input)){
+	print_help(opt_parser)
+	stop("input required.", call.=FALSE)
+}
+if(is.null(opt$species)){
+	print_help(opt_parser)
+	stop("input required.", call.=FALSE)
+}
+
+#loading libraries
+
+suppressPackageStartupMessages(require(metaMA))
+suppressPackageStartupMessages(require(affy))
+suppressPackageStartupMessages(require(annaffy))
+suppressPackageStartupMessages(require(VennDiagram))
+suppressPackageStartupMessages(require(GEOquery))
+
+listInput <- trimws( unlist( strsplit(trimws(opt$input), ",") ) )
+species=opt$species
+
+rdataList=list()
+condition1List=list()
+condition2List=list()
+for (input in listInput)
+{
+	load(input)
+	
+	rdataList=c(rdataList,(eset))
+	condition1List=c(condition1List,saveConditions[1])
+	condition2List=c(condition2List,saveConditions[2])
+	
+}
+
+result.html<-opt$htmloutput
+result.path<-opt$htmloutputpath
+result.template<-opt$htmltemplate
+
+showVenn<-function(res,file)
+{
+	venn.plot<-venn.diagram(x = c(res[c(1:(length(res)-3))],meta=list(res$Meta)),
+			filename = NULL, col = "black", 
+			fill = c(1:(length(res)-2)),
+			margin=0.05, alpha = 0.6)
+	jpeg(file)
+	grid.draw(venn.plot)
+	dev.off()
+}
+
+if(!species %in% installed.packages()[,"Package"]) {
+	source("https://bioconductor.org/biocLite.R")
+	biocLite(species)
+}
+
+#library("org.Hs.eg.db")
+x <- org.Hs.egUNIGENE
+mapped_genes <- mappedkeys(x)
+link <- as.list(x[mapped_genes])
+
+probe2unigene<-function(expset){
+	#construction of the map probe->unigene
+	probes=rownames(exprs(expset))
+	gene_id=fData(expset)[probes,"ENTREZ_GENE_ID"]
+	unigene=link[gene_id]
+	names(unigene)<-probes
+	probe_unigene=unigene
+}
+
+unigene2probe<-function(map)
+{
+	suppressWarnings(x <- cbind(unlist(map), names(map)))
+	unigene_probe=split(x[,2], x[,1])
+}
+
+convert2metaMA<-function(listStudies,mergemeth=mean)
+{
+	if (!(class(listStudies) %in% c("list"))) {
+		stop("listStudies must be a list")
+	}
+	conv_unigene=lapply(listStudies,
+			FUN=function(x) unigene2probe(probe2unigene(x)))
+	
+	id=lapply(conv_unigene,names)
+	inter=Reduce(intersect,id)
+	if(length(inter)<=0){stop("no common genes")}
+	print(paste(length(inter),"genes in common"))
+	esets=lapply(1:length(listStudies),FUN=function(i){
+				l=lapply(conv_unigene[[i]][inter],
+						FUN=function(x) exprs(listStudies[[i]])[x,,drop=TRUE])
+				esetsgr=t(sapply(l,FUN=function(ll) if(is.null(dim(ll))){ll}
+									else{apply(ll,2,mergemeth)}))
+				esetsgr
+			})
+	return(list(esets=esets,conv.unigene=conv_unigene))
+}
+
+normalization<-function(data){
+	ex <- exprs(data)
+	qx <- as.numeric(quantile(ex, c(0., 0.25, 0.5, 0.75, 0.99, 1.0), na.rm=T))
+	LogC <- (qx[5] > 100) ||
+			(qx[6]-qx[1] > 50 && qx[2] > 0) ||
+			(qx[2] > 0 && qx[2] < 1 && qx[4] > 1 && qx[4] < 2)
+	if (LogC) { ex[which(ex <= 0)] <- NaN
+		return (log2(ex)) } else {
+		return (ex)
+	}
+}
+
+
+filterCondition<-function(gset,condition1, condition2){
+	selected=c(which((tolower(as.character(pData(gset)["source_name_ch1"][,1]))==condition1)), 
+			which(tolower(as.character(pData(gset)["source_name_ch1"][,1]))==condition2))
+	
+	return(gset[,selected])
+	}
+
+rdatalist <- lapply(rdataList, FUN=function(datalist) normalization(datalist))
+
+classes=list()
+filteredRdataList=list()
+for (i in 1:length(rdatalist))
+{
+	currentData=rdataList[[i]]
+	currentCondition1=condition1List[[i]]
+	currentCondition2=condition2List[[i]]
+	#currentData=filterCondition(currentData,currentCondition1,currentCondition2)
+	currentClasses=as.numeric(tolower(as.character(pData(currentData)["source_name_ch1"][,1]))==currentCondition1)
+	filteredRdataList=c(filteredRdataList,currentData)
+	classes=c(classes,list(currentClasses))
+	#write(file="~/galaxy-modal/classes.txt",classes)
+}
+
+#rdataList=filteredRdataList
+conv=convert2metaMA(rdataList)
+esets=conv$esets
+conv_unigene=conv$conv.unigene
+
+#write(file="~/galaxy-modal/esets.txt",length(esets))
+#write(file="~/galaxy-modal/classes.txt",length(classes))
+res=pvalcombination(esets=esets,classes=classes,moderated="limma")
+resIDDIRR=IDDIRR(res$Meta,res$AllIndStudies)
+length(res$Meta)
+Hs.Meta=rownames(esets[[1]])[res$Meta]
+origId.Meta=lapply(conv_unigene,FUN=function(vec) as.vector(unlist(vec[Hs.Meta])))
+
+gpllist <- lapply(rdataList, FUN=function(ann) annotation(ann))
+platflist <- lapply(gpllist, FUN=function(gpl) getGEO(gpl, AnnotGPL=TRUE))
+ncbifdlist <- lapply(platflist, FUN=function(data) data.frame(attr(dataTable(data), "table")))
+ncbifdresult=lapply(1:length(origId.Meta), FUN=function(i) ncbifdlist[[i]][which(ncbifdlist[[i]]$ID %in% origId.Meta[[i]]),])
+ncbidfannot=do.call(rbind,ncbifdresult)
+ncbidfannot <- subset(ncbidfannot, select=c("Platform_SPOTID","ID","Gene.symbol","Gene.title","Gene.ID","Chromosome.annotation","GO.Function.ID"))
+
+library(jsonlite)
+matrixncbidfannot=as.matrix(ncbidfannot)
+datajson=toJSON(matrixncbidfannot,pretty = TRUE)
+summaryjson=toJSON(as.matrix(t(resIDDIRR)),pretty = TRUE)
+
+
+#vennsplit=strsplit(result.venn,split="/")[[1]]
+#venn=paste0("./",vennsplit[length(vennsplit)])
+
+
+vennFilename="venn.png"
+vennFile=file.path(result.path,vennFilename)
+htmlfile=readChar(result.template, file.info(result.template)$size)
+htmlfile=gsub(x=htmlfile,pattern = "###DATAJSON###",replacement = datajson, fixed = TRUE)
+htmlfile=gsub(x=htmlfile,pattern = "###SUMMARYJSON###",replacement = summaryjson, fixed = TRUE)
+htmlfile=gsub(x=htmlfile,pattern = "###VENN###",replacement = vennFilename, fixed = TRUE)
+write(htmlfile,result.html)
+
+library(VennDiagram)
+flog.threshold(ERROR)
+
+#venn.plot<-venn.diagram(x = c(res[c(1:(length(res)-3))],meta=list(res$Meta)),filename = v, col = "black", fill = c(1:(length(res)-2)), margin=0.05, alpha = 0.6,imagetype = "png")
+dir.create(result.path, showWarnings = TRUE, recursive = FALSE)
+
+showVenn<-function(liste,file)
+{
+	venn.plot<-venn.diagram(x = liste,
+			filename = vennFilename, col = "black",
+			fill = 1:length(liste)+1,
+			margin=0.05, alpha = 0.6,imagetype = "png")
+#	png(file);
+#	grid.draw(venn.plot);
+#	dev.off();
+	
+}
+
+l=list()
+for(i in 1:length(esets))
+{
+	l[[paste("study",i,sep="")]]<-res[[i]]
+}
+l[["Meta"]]=res[[length(res)-1]]
+showVenn(l,vennFile)
+file.copy(vennFilename,result.path)
+#l=list()
+#for(i in 1:length(esets))
+#{
+#	l[[paste("study",i,sep="")]]<-res[[i]]
+#}
+#l[["Meta"]]=res[[length(res)-1]]
+#showVenn(res,result.venn)
+#writeLines(c("<h2>Venn diagram</h2>"),file.conn)
+#writeLines(c("<img src='venn.png'><br/><br/>"),file.conn)
+#writeLines(c("</body></html>"),file.conn)
+#close(file.conn)
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/MetaMA.xml	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,73 @@
+<tool id="metaMA" name="Microarray data meta-analysis" version="1.0.0">
+
+    <description>Performs meta-analysis thanks to metaMA.</description>
+
+    <requirements>
+        <requirement type="package">bioconductor-affy</requirement>
+        <requirement type="package">bioconductor-annaffy</requirement>
+        <requirement type="package">bioconductor-geoquery</requirement>
+        <requirement type="package">bioconductor-org.hs.eg.db</requirement>
+        <requirement type="package">r-venndiagram</requirement>
+        <requirement type="package">r-metama</requirement>
+        <requirement type="package">r-optparse</requirement>
+    </requirements>
+
+    <stdio>
+        <exit_code range="1:" />
+        <regex match="Warning" source="both" level="warning"/>
+    </stdio>
+
+    <command>
+        <![CDATA[ 
+        Rscript 
+        ${__tool_directory__}/MetaMA.R
+            --input $input
+            --species $species
+            --htmloutput $result_html 
+            --htmloutputpath $result_html.extra_files_path
+            --htmltemplate ${__tool_directory__}/MetaMa_tpl.html
+        ]]>
+	</command>
+
+    <inputs>
+        <param format="rdata" name="input" multiple="true" type="data" optional="false" label="rdata files" help="rdata files containing the results of the analysis to be used in the meta-analysis"/>
+        <param name="species" type="select" optionnal="false" label="species" help="species for annotation">
+            <option value="org.Bt.eg.db">Bovine</option>
+            <option value="org.Cf.eg.db">Canine</option>
+            <option value="org.Gg.eg.db">Chicken</option>
+            <option value="org.Dm.eg.db">Fly</option>
+            <option value="org.Hs.eg.db">Human</option>
+            <option value="org.Mm.eg.db">Mouse</option>
+            <option value="org.Ss.eg.db">Pig</option>
+            <option value="org.Rn.eg.db">Rat</option>
+            <option value="org.Ce.eg.db">Worm</option>
+            <option value="org.Dr.eg.db">Zebrafish</option>
+        </param>
+    </inputs>
+
+    <outputs>
+        <data format="html" name="result_html" label="Meta-analysis results"/>
+    </outputs>
+
+    <help>
+<![CDATA[ 
+**What it does**
+		
+Given several Rdata object this tool run a meta-analysis using the metaMA R package.
+		
+**Results**
+		
+- Venn Diagram summarizing the results of the meta-analysis
+- A list of indicators to evaluate the quality of the performance of the meta-analysis
+		
+	- DE : Number of differentially expressed genes 
+	- IDD (Integration Driven discoveries) : number of genes that are declared differentially expressed in the meta-analysis that were not identified in any of the single studies alone
+	- Loss : Number of genes that are identified differentially expressed in single studies but not in meta-analysis 
+	- DR (Integration-driven Discovery Rate) : corresponding proportion of IDD
+	- IRR (Integration-driven Revision) : corresponding proportion of Loss
+		
+- Fully sortable and requestable table, with gene annotations and hypertext links to NCBI gene database.
+]]>
+    </help>
+
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/MetaMa_tpl.html	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,188 @@
+<!DOCTYPE html>
+<html>
+<head>
+	<meta http-equiv="Content-type" content="text/html; charset=utf-8">
+	<meta name="viewport" content="width=device-width,initial-scale=1">
+	<title>DataTables example - Ajax sourced data</title>
+	<link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/1.10.10/css/jquery.dataTables.min.css">
+	<link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/buttons/1.1.0/css/buttons.dataTables.min.css">
+	
+    <!--link rel="stylesheet" type="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css">
+    <link rel="stylesheet" type="https://cdn.datatables.net/1.10.11/css/dataTables.bootstrap.min.css"-->
+	
+	<style type="text/css" class="init">
+
+td.details-control {
+    background: url('../../../static/images/fugue/toggle-expand.png') no-repeat center center;
+    cursor: pointer;
+}
+tr.shown td.details-control {
+    background: url('../../../static/images/fugue/toggle.png') no-repeat center center;
+}
+
+	.dataTable th,.dataTable td {
+	
+	text-overflow: ellipsis;
+	max-width: 200px;
+	min-width: 40px;
+    	-o-text-overflow: ellipsis;  
+    	-ms-text-overflow: ellipsis;  
+    	-moz-text-overflow: ellipsis;
+	width: 100px;
+	white-space:nowrap; 
+	overflow: hidden;
+	
+	
+	padding: 10px;
+
+}
+
+
+	</style>
+		
+	<script type="text/javascript" language="javascript" src="https://code.jquery.com/jquery-1.12.0.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/1.10.11/js/jquery.dataTables.min.js">
+	</script>
+	<!--script type="text/javascript" language="javascript" src="https://cdn.datatables.net/1.10.11/js/dataTables.bootstrap.min.js">
+	</script-->
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/buttons/1.1.0/js/dataTables.buttons.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/buttons/1.1.0/js/buttons.flash.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdnjs.cloudflare.com/ajax/libs/jszip/2.5.0/jszip.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.rawgit.com/bpampuch/pdfmake/0.1.18/build/pdfmake.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.rawgit.com/bpampuch/pdfmake/0.1.18/build/vfs_fonts.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/buttons/1.1.0/js/buttons.html5.min.js">
+	</script>
+	<script type="text/javascript" class="init">
+
+	
+
+function format ( d ) {
+    // `d` is the original data object for the row
+    var test=d[6].split("///");
+    var strLength=test.length;
+    var result="";
+    for (var i=0;i<strLength;i++) {
+    	result=result+'<a href="http://amigo.geneontology.org/amigo/term/'+test[i]+'">'+test[i]+'</a>'+',&nbsp';
+    }
+    return '<table cellpadding="5" cellspacing="0" border="0" style="padding-left:50px;">'+
+        '<tr>'+
+            '<td>Gene Symbol:</td>'+
+            '<td style="width:100%;overflow: hidden;white-space: normal;">'+'<a href="http://www.ncbi.nlm.nih.gov/gene/'+d[4]+'">'+d[2]+'</a>'+'</td>'+
+        '</tr>'+
+        '<tr>'+
+            '<td>Gene Title:</td>'+
+            '<td style="width:100%;overflow: hidden;white-space: normal;">'+d[3]+'</td>'+
+        '</tr>'+
+        '<tr>'+
+            '<td>GO Function ID:</td>'+
+            '<td style="width:100%;overflow: hidden;white-space: normal;">'+result+'</td>'+
+        '</tr>'+
+    '</table>';
+}
+
+var dataSet=###DATAJSON###;
+var summarySet=###SUMMARYJSON###;
+
+$(document).ready(function() {
+        var table = $('#example').DataTable( {
+	"scrollX": true,
+	data: dataSet,
+        "columns": [
+            {
+                "className":      'details-control',
+                "orderable":      false,
+                "data":           null,
+                "defaultContent": ''
+            },
+        {title : "ID" },
+        {title : "Gene_symbol"},
+        {title : "Gene_title"},
+        {title : "Gene_ID"},
+	    {title : "Chromosome_annotation"},
+	    {title : "GO_Function_ID"}
+
+        ],
+        
+	dom: 'Bfrtlip',
+	buttons: [
+            'copy', 'csv', 'excel'
+        ]
+	
+    } );
+     
+    // Add event listener for opening and closing details
+    $('#example tbody').on('click', 'td.details-control', function () {
+        var tr = $(this).closest('tr');
+        var row = table.row( tr );
+ 
+        if ( row.child.isShown() ) {
+            // This row is already open - close it
+            row.child.hide();
+            tr.removeClass('shown');
+        }
+        else {
+            // Open this row
+            row.child( format(row.data()) ).show();
+            tr.addClass('shown');
+        }
+    } );
+} );
+
+
+
+$(document).ready(function() {
+    $('#summary').DataTable( {
+         "columnDefs": [
+    { className: "dt-center", targets: '_all' }
+  ],
+        "paging":   false,
+        "ordering": false,
+        "info":     false,
+        "searching": false,
+        data: summarySet,
+        "columns": [
+            {title : "DE" },
+            {title : "IDD" },
+            {title : "Loss" },
+            {title : "IDR" },
+	    {title : "IRR" },
+	    
+
+        ],
+           	
+    } );
+} );
+
+
+
+	</script>
+</head>
+
+<body>
+
+<table><tr><td>
+<h2>Venn diagram</h2>
+<img src='###VENN###'  height="400" width="400"><br/>
+</td><td>
+
+</td></tr></table>
+
+<h2>Summary</h2>
+<table id="summary" class="compact stripe row-border" cellspacing="0" width="100%">  </table>
+</br>
+DE : Number of differentially expressed genes </br>
+IDD (Integration  Driven  discoveries) : number of genes that are declared DE in the meta-analysis that were not identified in any of the individual studies alone</br>
+Loss : Number of genes that are identified DE in individual studies but not in meta-analysis </br>
+IDR (Integration-driven Discovery Rate) : corresponding proportions of IDD </br>
+IRR (Integration-driven Revision) : corresponding proportions of Loss</br>
+<h2>Details</h2>
+<table id="example" class="compact stripe row-border" cellspacing="0" width="100%">
+</table>
+</body>
+</html>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/MetaRNASeq.R	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,258 @@
+#!/usr/bin/env Rscript
+# setup R error handling to go to stderr
+options( show.error.messages=F, error = function () { cat( geterrmessage(), file=stderr() ); q( "no", 1, F ) } )
+
+# we need that to not crash galaxy with an UTF8 error on German LC settings.
+loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8")
+
+library("optparse")
+
+##### Read options
+option_list=list(
+		make_option("--input",type="character",default="NULL",help="list of rdata objects containing eset objects"),
+		make_option("--result",type="character",default=NULL,help="text file containing result of the meta-analysis"),
+		make_option("--htmloutput",type="character",default=NULL,help="Output html report"),
+		make_option("--htmloutputpath",type="character",default="NULL",help="Path of output html report"),
+		make_option("--htmltemplate",type="character",default=NULL,help="html template)")
+);
+
+opt_parser = OptionParser(option_list=option_list);
+opt = parse_args(opt_parser);
+
+if(is.null(opt$input)){
+	print_help(opt_parser)
+	stop("input required.", call.=FALSE)
+}
+
+#loading libraries
+
+suppressPackageStartupMessages(require(affy))
+suppressPackageStartupMessages(require(annaffy))
+suppressPackageStartupMessages(require(VennDiagram))
+suppressPackageStartupMessages(require(GEOquery))
+
+listInput <- trimws( unlist( strsplit(trimws(opt$input), ",") ) )
+
+listfiles=vector()
+listfilenames=vector()
+
+for (i in 1:length(listInput))
+{
+	inputFileInfo <- unlist( strsplit( listInput[i], ';' ) )
+	listfiles=c(listfiles,inputFileInfo[1])
+	listfilenames=c(listfilenames,inputFileInfo[2])
+}
+
+cargs <- commandArgs()
+cargs <- cargs[(which(cargs == "--args")+1):length(cargs)]
+nbargs=length(cargs)
+listfiles=vector()
+listfilenames=vector()
+for (i in seq(1,nbargs-6,2)) {
+	listfiles=c(listfiles,cargs[[i]])
+	listfilenames=c(listfilenames,cargs[[i+1]])
+}
+#mod<-cargs[[length(cargs) - 6]]
+outputfile <- opt$result
+result.html = opt$htmloutput
+html.files.path=opt$htmloutputpath
+result.template=opt$htmltemplate
+
+alpha=0.05
+
+#print(comparison)
+
+listData=lapply(listfiles,read.table)
+orderData=lapply(listData, function(x) x[order(x[1]), ])
+rawpval=lapply(orderData,function(x) x[6])
+rawpval=lapply(rawpval, function(x) as.numeric(unlist(x)))
+
+DE=list()
+DE=lapply(orderData, function(x) ifelse(x[7]<=0.05,1,0))
+
+FC=list()
+FC=lapply(orderData, function(x) x[3])
+
+DE=as.data.frame(DE)
+colnames(DE)=listfilenames
+FC=as.data.frame(FC)
+colnames(FC)=listfilenames
+# the comparison must only have two values and the conds must
+# be a vector from those values, at least one of each.
+
+#if (length(comparison) != 2) {
+#	stop("Comparison type must be a tuple: ", cargs[length(cargs) - 8])
+#}
+
+sink("/dev/null")
+dir.create(html.files.path, recursive=TRUE)
+#library(DESeq)
+#library(HTSFilter)
+
+#DE=list()
+#FC=list()
+#i=1
+
+# Open the html output file
+#file.conn = file(diag.html, open="w")
+
+#writeLines( c("<html><body>"), file.conn)
+
+# Perform deseq analysis on each study
+#for(i in 1:length(listfiles))
+#{
+#  f=listfiles[i]
+#  fname=listfilenames[i]
+#  study_name=unlist(strsplit(fname,"[.]"))[1]
+#  print(paste0("study.name ",study_name))
+#  d <- read.table(f, sep=" ", header=TRUE, row.names=1)
+#  conds<-sapply(strsplit(colnames(d),"[.]"),FUN=function(x) x[1])
+#  if (length(unique(conds)) != 2) {
+#  	warning(as.data.frame(strsplit(colnames(d),"[.]")))
+#  	stop("You can only have two columns types: ", paste(conds,collapse=" "))
+#  }
+#  if (!identical(sort(comparison), sort(unique(conds)))) {
+#  	stop("Column types must use the two names from Comparison type, and vice versa.  Must have at least one of each in the Column types.\nColumn types: ", cargs[2], "\n", "Comparison type: ", cargs[3])
+#  }
+#  if (length(d) != length(conds)) {
+#  	stop("Number of total sample columns in counts file must correspond to the columns types field.  E.g. if column types is 'kidney,kidney,liver,liver' then number of sample columns in counts file must be 4 as well.")
+#  }
+#  
+#  cds <- newCountDataSet(d, conds)
+#  cds <- estimateSizeFactors(cds)
+#  
+#  cdsBlind <- estimateDispersions( cds, method="blind" )
+#  
+#  if (length(conds) != 2) {
+#  	cds <- estimateDispersions( cds )
+#  	norep = FALSE
+#  }
+#  
+#  if (length(conds) == 2) {
+#  	cds <- estimateDispersions( cds, method=method, sharingMode=mod, fitType="parametric" )
+#  	norep = TRUE
+#  }
+#  
+#  filter<-HTSFilter(cds, plot=FALSE)
+#  cds.filter<-filter$filteredData
+#  on.index<-which(filter$on==1)
+#
+#  res<-as.data.frame(matrix(NA,nrow=nrow(cds),ncol=ncol(cds)))
+#  nbT <- nbinomTest(cds.filter, comparison[1], comparison[2])
+#  colnames(res)<-colnames(nbT)
+#  res[on.index,]<-nbT
+#  #write.table(res[order(res$padj), ], file=outputfile, quote=FALSE, row.names=FALSE, sep="\t")
+#  
+#
+#  temp.pval.plot = file.path( html.files.path, paste("PvalHist",i,".png",sep=""))
+#  png( temp.pval.plot, width=500, height=500 )
+#  hist(res$pval, breaks=100, col="skyblue", border="slateblue", main="")
+#  dev.off()
+#  
+#  writeLines( c("<h2>P-value histogram for ",study_name,"</h2>"), file.conn)
+#  writeLines( c("<img src='PvalHist",i,".png'><br/><br/>"), file.conn)
+#  
+#  #on enregistre la p-value
+#  rawpval[[study_name]]<-res$pval
+#  DE[[study_name]]<-ifelse(res$padj<=alpha,1,0)
+#  FC[[study_name]]<-res$log2FoldChange 
+#  
+#  i=i+1
+#}
+
+
+# combinations
+library(metaRNASeq)
+fishcomb<-fishercomb(rawpval, BHth=alpha)
+warning(length(rawpval))
+invnormcomb<-invnorm(rawpval, nrep=c(8,8), BHth=alpha)
+#DE[["fishercomb"]]<-ifelse(fishcomb$adjpval<=alpha,1,0)
+#DE[["invnormcomb"]]<-ifelse(invnormcomb$adjpval<=alpha,1,0)
+
+signsFC<-mapply(FC,FUN=function(x) sign(x))
+sumsigns<-apply(signsFC,1,sum)
+commonsgnFC<-ifelse(abs(sumsigns)==dim(signsFC)[2],sign(sumsigns),0)
+
+DEresults <- data.frame(DE=DE,"DE.fishercomb"=ifelse(fishcomb$adjpval<=alpha,1,0),"DE.invnorm"=ifelse(invnormcomb$adjpval<=alpha,1,0))
+
+unionDE <- unique(c(fishcomb$DEindices,invnormcomb$DEindices))
+FC.selecDE <- data.frame(DEresults[unionDE,],FC[unionDE,],signFC=commonsgnFC[unionDE])
+keepDE <- FC.selecDE[which(abs(FC.selecDE$signFC)==1),]
+
+fishcomb_de <- rownames(keepDE)[which(keepDE[,"DE.fishercomb"]==1)]
+invnorm_de <- rownames(keepDE)[which(keepDE[,"DE.invnorm"]==1)]
+indstudy_de = list()
+for (i in 1:length(listfiles)) {
+	currentIndstudy_de = rownames(keepDE)[which(keepDE[,i]==1)]
+	indstudy_de[[listfilenames[i]]]=currentIndstudy_de
+}
+
+IDDIRRfishcomb=IDD.IRR(fishcomb_de,indstudy_de)
+IDDIRRinvnorm=IDD.IRR(invnorm_de,indstudy_de)
+
+#conflits<-data.frame(ID=listData[[1]][rownames(DEresults),1],Fishercomb=DEresults[["DE.fishercomb"]],Invnormcomb=DEresults[["DE.invnorm"]],sign=commonsgnFC)
+conflits<-data.frame(ID=listData[[1]][rownames(DEresults),1],DE=DEresults,FC=FC,signFC=commonsgnFC)
+#write DE outputfile
+write.table(conflits, outputfile,sep="\t",,row.names=FALSE)
+library(VennDiagram)
+DE_num=apply(DEresults, 2, FUN=function(x) which(x==1))
+venn.plot<-venn.diagram(x=as.list(DE_num),filename=NULL, col="black", fill=1:length(DE_num)+1,alpha=0.6)
+temp.venn.plot = file.path( html.files.path, paste("venn.png"))
+png(temp.venn.plot,width=500,height=500)
+grid.draw(venn.plot)
+dev.off()
+
+library(jsonlite)
+matrixConflits=as.matrix(conflits)
+datajson=toJSON(matrixConflits,pretty = TRUE)
+summaryFishcombjson=toJSON(as.matrix(t(IDDIRRfishcomb)),pretty = TRUE)
+summaryinvnormjson=toJSON(as.matrix(t(IDDIRRinvnorm)),pretty = TRUE)
+
+
+#vennsplit=strsplit(result.venn,split="/")[[1]]
+#venn=paste0("./",vennsplit[length(vennsplit)])
+
+
+vennFilename="venn.png"
+vennFile=file.path(html.files.path,vennFilename)
+htmlfile=readChar(result.template, file.info(result.template)$size)
+htmlfile=gsub(x=htmlfile,pattern = "###DATAJSON###",replacement = datajson, fixed = TRUE)
+htmlfile=gsub(x=htmlfile,pattern = "###FISHSUMMARYJSON###",replacement = summaryFishcombjson, fixed = TRUE)
+htmlfile=gsub(x=htmlfile,pattern = "###INVSUMMARYJSON###",replacement = summaryinvnormjson, fixed = TRUE)
+htmlfile=gsub(x=htmlfile,pattern = "###VENN###",replacement = vennFilename, fixed = TRUE)
+write(htmlfile,result.html)
+
+#library(VennDiagram)
+#flog.threshold(ERROR)
+#
+##venn.plot<-venn.diagram(x = c(res[c(1:(length(res)-3))],meta=list(res$Meta)),filename = v, col = "black", fill = c(1:(length(res)-2)), margin=0.05, alpha = 0.6,imagetype = "png")
+#dir.create(result.path, showWarnings = TRUE, recursive = FALSE)
+#
+#showVenn<-function(liste,file)
+#{
+#	venn.plot<-venn.diagram(x = liste,
+#			filename = vennFilename, col = "black",
+#			fill = 1:length(liste)+1,
+#			margin=0.05, alpha = 0.6,imagetype = "png")
+##	png(file);
+##	grid.draw(venn.plot);
+##	dev.off();
+#	
+#}
+#
+#l=list()
+#for(i in 1:length(esets))
+#{
+#	l[[paste("study",i,sep="")]]<-res[[i]]
+#}
+#l[["Meta"]]=res[[length(res)-1]]
+#showVenn(l,vennFile)
+#file.copy(vennFilename,result.path)
+
+
+#writeLines( c("<h2>Venn Plot</h2>"), file.conn)
+#writeLines( c("<img src='venn.png'><br/><br/>"), file.conn)
+#writeLines( c("</body></html>"), file.conn)
+#close(file.conn)
+#print("passe6")
+#sink(NULL)
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/MetaRNASeq_tpl.html	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,167 @@
+<!DOCTYPE html>
+<html>
+<head>
+	<meta http-equiv="Content-type" content="text/html; charset=utf-8">
+	<meta name="viewport" content="width=device-width,initial-scale=1">
+	<title>DataTables example - Ajax sourced data</title>
+	<link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/1.10.10/css/jquery.dataTables.min.css">
+	<link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/buttons/1.1.0/css/buttons.dataTables.min.css">
+	
+    <!--link rel="stylesheet" type="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css">
+    <link rel="stylesheet" type="https://cdn.datatables.net/1.10.11/css/dataTables.bootstrap.min.css"-->
+	
+	<style type="text/css" class="init">
+
+td.details-control {
+    background: url('../../../static/images/fugue/toggle-expand.png') no-repeat center center;
+    cursor: pointer;
+}
+tr.shown td.details-control {
+    background: url('../../../static/images/fugue/toggle.png') no-repeat center center;
+}
+
+	.dataTable th,.dataTable td {
+	
+	text-overflow: ellipsis;
+	max-width: 200px;
+	min-width: 40px;
+    	-o-text-overflow: ellipsis;  
+    	-ms-text-overflow: ellipsis;  
+    	-moz-text-overflow: ellipsis;
+	width: 100px;
+	white-space:nowrap; 
+	overflow: hidden;
+	
+	
+	padding: 10px;
+
+}
+
+
+	</style>
+		
+	<script type="text/javascript" language="javascript" src="https://code.jquery.com/jquery-1.12.0.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/1.10.11/js/jquery.dataTables.min.js">
+	</script>
+	<!--script type="text/javascript" language="javascript" src="https://cdn.datatables.net/1.10.11/js/dataTables.bootstrap.min.js">
+	</script-->
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/buttons/1.1.0/js/dataTables.buttons.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/buttons/1.1.0/js/buttons.flash.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdnjs.cloudflare.com/ajax/libs/jszip/2.5.0/jszip.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.rawgit.com/bpampuch/pdfmake/0.1.18/build/pdfmake.min.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.rawgit.com/bpampuch/pdfmake/0.1.18/build/vfs_fonts.js">
+	</script>
+	<script type="text/javascript" language="javascript" src="https://cdn.datatables.net/buttons/1.1.0/js/buttons.html5.min.js">
+	</script>
+	<script type="text/javascript" class="init">
+
+var dataSet=###DATAJSON###;
+var fishsummarySet=###FISHSUMMARYJSON###;
+var invsummarySet=###INVSUMMARYJSON###;
+
+$(document).ready(function() {
+    var table = $('#example').DataTable( {
+	"scrollX": true,
+	data: dataSet,
+        "columns": [
+            {title : "ID" },
+            {title : "Fishercomb" },
+            {title : "Invnormcomb" },
+            {title : "Sign" },
+	   ],
+        "order": [[0, 'asc']],
+	dom: 'Bfrtlip',
+	buttons: [
+            'copy', 'csv', 'excel'
+        ]
+	
+    } );
+   
+} );
+
+
+
+$(document).ready(function() {
+    $('#fishsummary').DataTable( {
+     "columnDefs": [
+    { className: "dt-center", targets: '_all' }],
+        "paging":   false,
+        "ordering": false,
+        "info":     false,
+        "searching": false,
+        data: fishsummarySet,
+        "columns": [
+            {title : "DE" },
+            {title : "IDD" },
+            {title : "Loss" },
+            {title : "IDR" },
+	    {title : "IRR" }
+	    
+
+        ]
+           	
+    } );
+} );
+
+$(document).ready(function() {
+    $('#invsummary').DataTable( {
+        "columnDefs": [
+    { className: "dt-center", targets: '_all' }
+  ],
+        "paging":   false,
+        "ordering": false,
+        "info":     false,
+        "searching": false,
+        data: invsummarySet,
+        "columns": [
+            {title : "DE" },
+            {title : "IDD" },
+            {title : "Loss" },
+            {title : "IDR" },
+	    {title : "IRR" }
+	    
+
+        ]
+           	
+    } );
+} );
+
+
+
+	</script>
+</head>
+
+<body>
+
+<table><tr><td>
+<h2>Venn diagram</h2>
+<img src='###VENN###'  height="400" width="400"><br/>
+</td><td>
+
+</td></tr></table>
+
+<h2>Fisher combination summary</h2>
+<table id="fishsummary" class="compact stripe row-border" cellspacing="0" width="100%">  </table>
+</br>
+
+<h2>Invnorm combination summary</h2>
+<table id="invsummary" class="compact stripe row-border" cellspacing="0" width="100%">  </table>
+</br>
+DE : Number of differentially expressed genes </br>
+IDD (Integration  Driven  discoveries) : number of genes that are declared DE in the meta-analysis that were not identifed in any of the individual studies alone</br>
+Loss : Number of genes that are identified DE in individual studies but not in meta-analysis </br>
+IDR (Integration-driven Discovery Rate) : corresponding proportions of IDD </br>
+IRR (Integration-driven Revision) : corresponding proportions of Loss</br>
+<!--h2>Details</h2-->
+
+
+
+<!--table id="example" class="compact stripe row-border" cellspacing="0" width="100%">
+</table-->
+</body>
+</html>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/MetaRNAseq.xml	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,50 @@
+<tool id="metarnaseq" name="RNA-seq data meta-analysis" version="1.0.0">
+
+    <description>Performs meta-analysis thanks to metaRNAseq</description>
+
+    <requirements>
+        <requirement type="package">bioconductor-affy</requirement>
+        <requirement type="package">bioconductor-annaffy</requirement>
+        <requirement type="package">bioconductor-geoquery</requirement>
+        <requirement type="package">r-venndiagram</requirement>
+        <requirement type="package">r-jsonlite</requirement> 
+        <requirement type="package">r-metarnaseq</requirement>
+        <requirement type="package">r-optparse</requirement>
+    </requirements>	
+
+    <stdio>
+        <exit_code range="1:" />
+        <regex match="Warning" source="both" level="warning"/>
+    </stdio>
+
+    <command>
+
+    <![CDATA[ 	
+        Rscript 
+        ${__tool_directory__}/MetaRNASeq.R 
+            --input "#for $input in $inputs# $input;$input.name, #end for#"
+            --result $top_table
+            --htmloutput $result_html 
+            --htmloutputpath $result_html.extra_files_path
+            --htmltemplate ${__tool_directory__}/MetaRNASeq_tpl.html	
+    ]]>	
+    </command>
+
+    <inputs>
+        <param format="tabular" name="inputList" multiple="true" type="data" optional="false" label="Counts file" help="Must have the same number of row in each study. The experimental conditions must be specified in the header of each file"/>
+    </inputs>
+
+    <outputs>
+        <data format="tabular" name="top_table" label="Summary of meta-analysis and single studie analysis from ${tool.name} on ${on_string}"/>
+        <data format="html" name="diagnostic_html" label="Charts for ${tool.name} on ${on_string}"/>
+    </outputs>
+    
+    <tests>
+        
+    </tests>
+
+    <help>
+
+    </help>
+
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/gplToBioc.csv	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,79 @@
+"","gpl","bioc_package","title"
+"1","GPL32","mgu74a","[MG_U74A] Affymetrix Murine Genome U74A Array"
+"2","GPL33","mgu74b","[MG_U74B] Affymetrix Murine Genome U74B Array"
+"3","GPL34","mgu74c","[MG_U74C] Affymetrix Murine Genome U74C Array"
+"4","GPL71","ag","[AG] Affymetrix Arabidopsis Genome Array"
+"5","GPL72","drosgenome1","[DrosGenome1] Affymetrix Drosophila Genome Array"
+"6","GPL74","hcg110","[HC_G110] Affymetrix Human Cancer Array"
+"7","GPL75","mu11ksuba","[Mu11KsubA] Affymetrix Murine 11K SubA Array"
+"8","GPL76","mu11ksubb","[Mu11KsubB] Affymetrix Murine 11K SubB Array"
+"9","GPL77","mu19ksuba","[Mu19KsubA] Affymetrix Murine 19K SubA Array"
+"10","GPL78","mu19ksubb","[Mu19KsubB] Affymetrix Murine 19K SubB Array"
+"11","GPL79","mu19ksubc","[Mu19KsubC] Affymetrix Murine 19K SubC Array"
+"12","GPL80","hu6800","[Hu6800] Affymetrix Human Full Length HuGeneFL Array"
+"13","GPL81","mgu74av2","[MG_U74Av2] Affymetrix Murine Genome U74A Version 2 Array"
+"14","GPL82","mgu74bv2","[MG_U74Bv2] Affymetrix Murine Genome U74B Version 2 Array"
+"15","GPL83","mgu74cv2","[MG_U74Cv2] Affymetrix Murine Genome U74 Version 2 Array"
+"16","GPL85","rgu34a","[RG_U34A] Affymetrix Rat Genome U34 Array"
+"17","GPL86","rgu34b","[RG_U34B] Affymetrix Rat Genome U34 Array"
+"18","GPL87","rgu34c","[RG_U34C] Affymetrix Rat Genome U34 Array"
+"19","GPL88","rnu34","[RN_U34] Affymetrix Rat Neurobiology U34 Array"
+"20","GPL89","rtu34","[RT_U34] Affymetrix Rat Toxicology U34 Array"
+"21","GPL90","ygs98","[YG_S98] Affymetrix Yeast Genome S98 Array"
+"22","GPL91","hgu95av2","[HG_U95A] Affymetrix Human Genome U95A Array"
+"23","GPL92","hgu95b","[HG_U95B] Affymetrix Human Genome U95B Array"
+"24","GPL93","hgu95c","[HG_U95C] Affymetrix Human Genome U95C Array"
+"25","GPL94","hgu95d","[HG_U95D] Affymetrix Human Genome U95D Array"
+"26","GPL95","hgu95e","[HG_U95E] Affymetrix Human Genome U95E Array"
+"27","GPL96","hgu133a","[HG-U133A] Affymetrix Human Genome U133A Array"
+"28","GPL97","hgu133b","[HG-U133B] Affymetrix Human Genome U133B Array"
+"29","GPL98","hu35ksuba","[Hu35KsubA] Affymetrix Human 35K SubA Array"
+"30","GPL99","hu35ksubb","[Hu35KsubB] Affymetrix Human 35K SubB Array"
+"31","GPL100","hu35ksubc","[Hu35KsubC] Affymetrix Human 35K SubC Array"
+"32","GPL101","hu35ksubd","[Hu35KsubD] Affymetrix Human 35K SubD Array"
+"33","GPL198","ath1121501","[ATH1-121501] Affymetrix Arabidopsis ATH1 Genome Array"
+"34","GPL199","ecoli2","[Ecoli_ASv2] Affymetrix E. coli Antisense Genome Array"
+"35","GPL200","celegans","[Celegans] Affymetrix C. elegans Genome Array"
+"36","GPL201","hgfocus","[HG-Focus] Affymetrix Human HG-Focus Target Array"
+"37","GPL339","moe430a","[MOE430A] Affymetrix Mouse Expression 430A Array"
+"38","GPL340","mouse4302","[MOE430B] Affymetrix Mouse Expression 430B Array"
+"39","GPL341","rae230a","[RAE230A] Affymetrix Rat Expression 230A Array"
+"40","GPL342","rae230b","[RAE230B] Affymetrix Rat Expression 230B Array"
+"41","GPL570","hgu133plus2","[HG-U133_Plus_2] Affymetrix Human Genome U133 Plus 2.0 Array"
+"42","GPL571","hgu133a2","[HG-U133A_2] Affymetrix Human Genome U133A 2.0 Array"
+"43","GPL886","hgug4111a","Agilent-011871 Human 1B Microarray G4111A (Feature Number version)"
+"44","GPL887","hgug4110b","Agilent-012097 Human 1A Microarray (V2) G4110B (Feature Number version)"
+"45","GPL1261","mouse430a2","[Mouse430_2] Affymetrix Mouse Genome 430 2.0 Array"
+"46","GPL1318","xenopuslaevis","[Xenopus_laevis] Affymetrix Xenopus laevis Genome Array"
+"47","GPL1319","zebrafish","[Zebrafish] Affymetrix Zebrafish Genome Array"
+"48","GPL1322","drosophila2","[Drosophila_2] Affymetrix Drosophila Genome 2.0 Array"
+"49","GPL1352","u133x3p","[U133_X3P] Affymetrix Human X3P Array"
+"50","GPL1355","rat2302","[Rat230_2] Affymetrix Rat Genome 230 2.0 Array"
+"51","GPL1708","hgug4112a","Agilent-012391 Whole Human Genome Oligo Microarray G4112A (Feature Number version)"
+"52","GPL2112","bovine","[Bovine] Affymetrix Bovine Genome Array"
+"53","GPL2529","yeast2","[Yeast_2] Affymetrix Yeast Genome 2.0 Array"
+"54","GPL2891","h20kcod","GE Healthcare/Amersham Biosciences CodeLinkâ„¢   UniSet Human 20K I Bioarray"
+"55","GPL2898","adme16cod","GE Healthcare/Amersham Biosciences CodeLinkâ„¢   ADME Rat 16-Assay Bioarray"
+"56","GPL3154","ecoli2","[E_coli_2] Affymetrix E. coli Genome 2.0 Array"
+"57","GPL3213","chicken","[Chicken] Affymetrix Chicken Genome Array"
+"58","GPL3533","porcine","[Porcine] Affymetrix Porcine Genome Array"
+"59","GPL3738","canine2","[Canine_2] Affymetrix Canine Genome 2.0 Array"
+"60","GPL3921","hthgu133a","[HT_HG-U133A] Affymetrix HT Human Genome U133A Array"
+"61","GPL3979","canine","[Canine] Affymetrix Canine Genome 1.0 Array"
+"62","GPL4032","","[Maize] Affymetrix Maize Genome Array"
+"63","GPL4191","h10kcod","CodeLink UniSet Human I Bioarray"
+"64","GPL5689","hgug4100a","Agilent Human 1 cDNA Microarray (G4100A) [layout C]"
+"65","GPL6097","illuminaHumanv1","Illumina human-6 v1.0 expression beadchip"
+"66","GPL6102","illuminaHumanv2","Illumina human-6 v2.0 expression beadchip"
+"67","GPL6244","hugene10sttranscriptcluster","[HuGene-1_0-st] Affymetrix Human Gene 1.0 ST Array [transcript (gene) version]"
+"68","GPL6947","illuminaHumanv3","Illumina HumanHT-12 V3.0 expression beadchip"
+"69","GPL8300","hgu95av2","[HG_U95Av2] Affymetrix Human Genome U95 Version 2 Array"
+"70","GPL8490","IlluminaHumanMethylation27k","Illumina HumanMethylation27 BeadChip (HumanMethylation27_270596_v.1.2)"
+"71","GPL10558","illuminaHumanv4","Illumina HumanHT-12 V4.0 expression beadchip"
+"72","GPL11532","hugene11sttranscriptcluster","[HuGene-1_1-st] Affymetrix Human Gene 1.1 ST Array [transcript (gene) version]"
+"73","GPL13497","HsAgilentDesign026652","Agilent-026652 Whole Human Genome Microarray 4x44K v2 (Probe Name version)"
+"74","GPL13534","IlluminaHumanMethylation450k","Illumina HumanMethylation450 BeadChip (HumanMethylation450_15017482)"
+"75","GPL13667","hgu219","[HG-U219] Affymetrix Human Genome U219 Array"
+"76","GPL15380","GGHumanMethCancerPanelv1","Illumina Sentrix Array Matrix (SAM) - GoldenGate Methylation Cancer Panel I"
+"77","GPL15396","hthgu133b","[HT_HG-U133B] Affymetrix HT Human Genome U133B Array [custom CDF: ENTREZ brainarray v. 14]"
+"78","GPL17897","hthgu133a","[HT_HG-U133A] Affymetrix Human Genome U133A Array (custom CDF: HTHGU133A_Hs_ENTREZG.cdf version 17.0.0)"
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/repository_dependencies.xml	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,4 @@
+<?xml version="1.0"?>
+<repositories description="smagexp datatypes">
+  <repository changeset_revision="f174dc3d2641" name="smagexp_datatypes" owner="sblanck" toolshed="https://testtoolshed.g2.bx.psu.edu" />
+</repositories>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/GSE3524_analysis.tabular	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,11 @@
+ID	adj_P_Val	P_Value	t	B	logFC	Gene_symbol	Gene_title	Gene_ID	Chromosome_annotation	GO_Function_ID
+212314_at	3.3e-06	2.3e-10	11.19	13.33	 3.46	SEL1L3	SEL1L family member 3	23231	Chromosome 4, NC_000004.12 (25697790..25863595, complement)	
+204439_at	7.1e-06	1.0e-09	10.31	12.05	 6.64	IFI44L	interferon induced protein 44 like	10964	Chromosome 1, NC_000001.11 (78620382..78646145)	GO:0005525
+218396_at	1.0e-05	2.3e-09	 9.85	11.33	 2.20	VPS13C	vacuolar protein sorting 13 homolog C	54832	Chromosome 15, NC_000015.10 (61852389..62060465, complement)	
+204777_s_at	1.0e-05	2.9e-09	-9.71	11.10	-5.81	MAL	mal, T-cell differentiation protein	4118	Chromosome 2, NC_000002.12 (95025655..95053992)	GO:0015267///GO:0008289///GO:0016505///GO:0005515///GO:0019911
+206605_at	1.3e-05	4.5e-09	-9.47	10.72	-6.39	ENDOU	endonuclease, poly(U) specific	8909	Chromosome 12, NC_000012.12 (47709734..47725572, complement)	GO:0003723///GO:0004521///GO:0008083///GO:0030145///GO:0030247///GO:0005044///GO:0008236///NOT GO:0008236
+202983_at	1.4e-05	6.0e-09	 9.32	10.47	 2.17	HLTF	helicase like transcription factor	6596	Chromosome 3, NC_000003.12 (149030064..149086554, complement)	GO:0005524///GO:0016887///GO:0003677///GO:0000978///GO:0004386///GO:0016874///GO:0044822///GO:0005515///GO:0001077///GO:0061630///GO:0031625///GO:0008270
+203596_s_at	3.9e-05	1.9e-08	 8.70	 9.41	 3.31	IFIT5	interferon induced protein with tetratricopeptide repeats 5	24138	Chromosome 10, NC_000010.11 (89414568..89421002)	GO:0003723///GO:0044822///GO:0003727///GO:0000049
+206004_at	7.0e-05	4.0e-08	-8.33	 8.75	-5.21	TGM3	transglutaminase 3	7053	Chromosome 20, NC_000020.11 (2295967..2341079)	GO:0005509///GO:0003824///GO:0003810///GO:0016746
+219684_at	8.3e-05	5.3e-08	 8.18	 8.48	 3.80	RTP4	receptor transporter protein 4	64108	Chromosome 3, NC_000003.12 (187368380..187371584)	GO:0031849///GO:0005515
+206513_at	1.0e-04	7.1e-08	 8.04	 8.21	 2.39	AIM2	absent in melanoma 2	9447	Chromosome 1, NC_000001.11 (159059226..159132351, complement)	GO:0003690///GO:0042802///GO:0005515
Binary file test-data/GSE3524_data.rdata has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/conditions.cond	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,20 @@
+GSM80460	series of 16 tumors	GSM80460 OSCE-2T SERIES OF 16 TUMORS
+GSM80461	series of 16 tumors	GSM80461 OSCE-4T Series of 16 Tumors
+GSM80462	series of 16 tumors	GSM80462 OSCE-6T Series of 16 Tumors
+GSM80463	series of 16 tumors	GSM80463 OSCE-5T Series of 16 Tumors
+GSM80464	series of 16 tumors	GSM80464 OSCE-7T Series of 16 Tumors
+GSM80465	series of 16 tumors	GSM80465 OSCE-8T Series of 16 Tumors
+GSM80466	series of 16 tumors	GSM80466 OSCE-9T Series of 16 Tumors
+GSM80467	series of 16 tumors	GSM80467 OSCE-10T Series of 16 Tumors
+GSM80468	series of 16 tumors	GSM80468 OSCE-11T Series of 16 Tumors
+GSM80469	series of 16 tumors	GSM80469 OSCE-12T Series of 16 Tumors
+GSM80470	series of 16 tumors	GSM80470 OSCE-13T Series of 16 Tumors
+GSM80471	series of 16 tumors	GSM80471 OSCE-14T Series of 16 Tumors
+GSM80472	series of 16 tumors	GSM80472 OSCE-15T Series of 16 Tumors
+GSM80473	series of 16 tumors	GSM80473 OSCE-16T Series of 16 Tumors
+GSM80474	series of 16 tumors	GSM80474 OSCE-17T Series of 16 Tumors
+GSM80475	series of 16 tumors	GSM80475 OSCE-18T Series of 16 Tumors
+GSM80476	series of 4 normals	GSM80476 OSCE-2N Series of 4 Normals
+GSM80477	series of 4 normals	GSM80477 OSCE-9N Series of 4 Normals
+GSM80520	series of 4 normals	GSM80520 OSCE-14N Series of 4 Normals
+GSM80521	series of 4 normals	GSM80521 OSCE-18N Series of 4 Normals
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/deseq_results1.txt	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,26408 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/deseq_results2.txt	Thu Feb 22 08:38:22 2018 -0500
@@ -0,0 +1,26408 @@
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