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November 17, 2016 09:38
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R script for merging Kallisto TPMs from output directories below path given as command-line argument
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args = commandArgs(trailingOnly=TRUE) | |
path=args[1] | |
files=Sys.glob(paste0(path,"/*/abundance.tsv")) | |
#print(files) | |
merge_two <- function(x,y){ | |
#print(dim(x)) | |
if ("tpm" %in% colnames(x)){ | |
x_ <- x[,c(1,5)] | |
} | |
else{ | |
x_ <- x | |
} | |
y_ <- y[,c(1,5)] | |
z <- merge(x_, y_, by="target_id") | |
return(z) | |
} | |
read.delim.print <- function(x){ | |
print(x) | |
read.delim(x, header=TRUE) | |
} | |
#x <- lapply(files, function(f) read.delim.print(f)) | |
#suppressWarnings(mx <- Reduce(merge_two, x)) | |
ctr = 0 | |
#print(files[1]) | |
mx <- read.delim(files[1],header=TRUE) | |
for(i in 2:length(files)){ | |
f2 = files[i] | |
print(paste('Merge', ctr)) | |
tmp <- merge_two(mx, read.delim(f2, header=TRUE)) | |
mx <- tmp | |
ctr <- ctr + 1 | |
} | |
rn <- mx[,1] | |
mx <- mx[-1] | |
rownames(mx) <- rn | |
colnames(mx) <- sapply(files, function(x) unlist(strsplit(x, split="/"))[2]) | |
write.table(mx,file="kallisto_TPM.txt",quote=FALSE,sep="\t") |
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Originally implemented by reading all files into memory and merging by Reduce() applied to merge, this was rewritten to do it file by file due to memory issues on a machine where I tried to do this on 200 samples.
Run by
Rscript merge_kallisto_TPM.R directory above Kallisto output directories