+++ /dev/null
-MergeGene <-
-function(GeneSIMout, Num, Path="./"){
-NumSample=ncol(GeneSIMout[[i]]$generateData)
-
-NumGene=rep(0,Num)
-for (i in 1:Num)NumGene[i]=nrow(GeneSIMout[[i]]$generateData)
-
-MinNumGene=min(NumGene)
-AproxNumDE=length(GeneSIMout[[1]]$TrueDE)
-
-GeneMergeTable=matrix(rep(0,12),nrow=6)
- for(i in 1:Num)GeneMergeTable=GeneMergeTable+GeneSIMout[[i]][[1]]
- GeneMergeTable=GeneMergeTable/Num
- GeneMergeTable=round(GeneMergeTable,2)
-
- GeneMergeDVD=rep(0,2)
- for(i in 1:Num)GeneMergeDVD=GeneMergeDVD+GeneSIMout[[i]][[3]]
- GeneMergeDVD=round(GeneMergeDVD/Num,2)
-
- GeneMergePhi=matrix(rep(0,2),nrow=2)
- for(i in 1:Num)GeneMergePhi=GeneMergePhi+GeneSIMout[[i]][[4]]
- GeneMergePhi=round(GeneMergePhi/Num,2)
-## Write
-TXTname=paste(paste(Path,paste("Gene","DVD",GeneMergeDVD[1], GeneMergeDVD[2],"Phi",GeneMergePhi[1], GeneMergePhi[2],"Sample",NumSample,sep="_"),sep=""),".txt",sep="")
-write.table(GeneMergeTable, file=TXTname)
-
-
-####### Note everytime # DE genes and # total genes may different. (since NA issue)
- GeneMergeFD=matrix(rep(0,5*MinNumGene),ncol=5)
- GeneMergeFD.p=matrix(rep(0,5*MinNumGene),ncol=5)
- GeneMergeTP.p=matrix(rep(0,5*MinNumGene),ncol=5)
- GeneMergeFN.p=matrix(rep(0,5*MinNumGene),ncol=5)
- GeneMergeTN.p=matrix(rep(0,5*MinNumGene),ncol=5)
-
- GeneMergeFDR=matrix(rep(0,5*MinNumGene),ncol=5)
- GeneMergeTPR=matrix(rep(0,5*MinNumGene),ncol=5)
- GeneMergeFPR=matrix(rep(0,5*MinNumGene),ncol=5)
-
-
- for(i in 1:Num){
- # Make sure names in the same order
- # Get FD number for each number of genes found
- TotalNum=nrow(GeneSIMout[[i]]$generateData)
- NumDE=length(GeneSIMout[[i]]$TrueDE)
- EBSeqNames=names(GeneSIMout[[i]]$EBSeqPP)
- tmpMatrix=cbind(GeneSIMout[[i]]$DESeqP[EBSeqNames],GeneSIMout[[i]]$edgeRP[EBSeqNames], exp(GeneSIMout[[i]]$BaySeqPP[EBSeqNames,2]),GeneSIMout[[i]]$BBSeqP[EBSeqNames],GeneSIMout[[i]]$EBSeqPP)
- # Bayseq and EBseq are PP. Others are p value
- tmpFD=TopCts(tmpMatrix, c(0,0,1,0,1), GeneSIMout[[i]]$TrueDE[GeneSIMout[[i]]$TrueDE%in%EBSeqNames], MinNumGene)
- # Get percentage for FP, TP, TN, FN!
- tmpFD.p=tmpFD/TotalNum
- # TP = Find - FD
- tmpTP.p=(c(1:MinNumGene)-tmpFD)/TotalNum
- # FN = TrueDE - TP
- tmpFN.p=NumDE/TotalNum - tmpTP.p
- # TN = TrueEE - FD
- tmpTN.p=(TotalNum-NumDE)/TotalNum - tmpFD.p
-
-
- tmpFDR=tmpFD.p/(tmpFD.p+tmpTP.p)
- tmpFPR=tmpFD.p/(tmpFD.p+tmpTN.p)
- tmpTPR=tmpTP.p/(tmpFN.p+tmpTP.p)
- GeneMergeFDR=GeneMergeFDR+tmpFDR
- GeneMergeTPR=GeneMergeTPR+tmpTPR
- GeneMergeFPR=GeneMergeFPR+tmpFPR
-
- GeneMergeFD.p=GeneMergeFD.p+tmpFD.p
- GeneMergeTP.p=GeneMergeTP.p+tmpTP.p
- GeneMergeFN.p=GeneMergeFN.p+tmpFN.p
- GeneMergeTN.p=GeneMergeTN.p+tmpTN.p
-
- GeneMergeFD=GeneMergeFD+tmpFD
- }
- GeneMergeFD=GeneMergeFD/Num
- GeneMergeFD.p=GeneMergeFD.p/Num
- GeneMergeTP.p=GeneMergeTP.p/Num
- GeneMergeFN.p=GeneMergeFN.p/Num
- GeneMergeTN.p=GeneMergeTN.p/Num
-
- GeneMergeFDR=GeneMergeFDR/Num
- GeneMergeTPR=GeneMergeTPR/Num
- GeneMergeFPR=GeneMergeFPR/Num
-
-
-PlotTopName=paste(paste(Path,paste("Top","Gene","DVD",GeneMergeDVD[1], GeneMergeDVD[2],"Phi",GeneMergePhi[1], GeneMergePhi[2],"Sample",NumSample, sep="_"),sep=""),".pdf",sep="")
-
-TrueDELength=length(GeneSIMout[[i]]$TrueDE[GeneSIMout[[i]]$TrueDE%in%EBSeqNames])
-pdf(PlotTopName)
- PlotTopCts(TrueDELength,GeneMergeFD[1:TrueDELength,],c("DESeq","edgeR","BaySeq","BBSeq","EBSeq"))
-dev.off()
-
-
-PlotFDName=paste(paste(Path,paste("FDTP","Gene","DVD",GeneMergeDVD[1], GeneMergeDVD[2],"Phi",GeneMergePhi[1], GeneMergePhi[2],"Sample",NumSample,sep="_"),sep=""),".pdf",sep="")
-pdf(PlotFDName)
- PlotFDTP(MinNumGene,GeneMergeFDR, GeneMergeTPR, c("DESeq","edgeR","BaySeq","BBSeq","EBSeq"))
-dev.off()
-
-PlotFPName=paste(paste(Path,paste("FPRTP","Gene","DVD",GeneMergeDVD[1], GeneMergeDVD[2],"Phi",GeneMergePhi[1], GeneMergePhi[2],"Sample",NumSample,sep="_"),sep=""),".pdf",sep="")
-pdf(PlotFPName)
- PlotFPTP(MinNumGene,GeneMergeFPR, GeneMergeTPR, c("DESeq","edgeR","BaySeq","BBSeq","EBSeq"))
- dev.off()
-
-
-out=list(GeneMergeTable=GeneMergeTable, GeneMergeDVD=GeneMergeDVD, GeneMergePhi=GeneMergePhi, GeneMergeFD=GeneMergeFD)
-
-
-}
-