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read.idat <- function(idatfiles, bgxfile, dateinfo=FALSE, annotation="Symbol", tolerance=0L, verbose=TRUE)
# Read GenomeStudio IDAT files for Illumina gene expression BeadChips
# Matt Ritchie and Gordon Smyth
# Created 30 September 2013. Last modified 9 May 2017.
{
# Need illuminaio package
OK <- requireNamespace("illuminaio",quietly=TRUE)
if(!OK) stop("illuminaio package required but is not installed (or can't be loaded)")
# Check idatfiles
idatafiles <- as.character(idatfiles)
nsamples <- length(idatfiles)
# Initialize EListRaw object
elist <- new("EListRaw")
elist$source <- "illumina"
elist$targets <- data.frame("IDATfile"=idatfiles,stringsAsFactors=FALSE)
if(dateinfo) elist$targets$DecodeInfo <- elist$targets$ScanInfo <- rep_len("", nsamples)
# Read bead manifest file
if(verbose) cat("Reading manifest file", bgxfile, "... ")
bgx <- illuminaio::readBGX(bgxfile)
if(verbose) cat("Done\n")
nregprobes <- nrow(bgx$probes)
nctrlprobes <- nrow(bgx$control)
nprobes <- nregprobes+nctrlprobes
# Assemble gene annotation
elist$genes <- rbind(bgx$probes[,c("Probe_Id","Array_Address_Id")], bgx$controls[,c("Probe_Id","Array_Address_Id")])
# Set probe control status
elist$genes$Status <- "regular"
elist$genes$Status[(nregprobes+1):nprobes] <- bgx$controls[,"Reporter_Group_Name"]
# Add optional annotation columns
if(!is.null(annotation) && !is.na(annotation)) {
annotation <- as.character(annotation)
annotation <- intersect(names(bgx$probes),annotation)
}
if(length(annotation)) {
ac <- annotation %in% names(bgx$controls)
for (i in 1:length(annotation)) {
elist$genes[[annotation[i]]] <- NA_character_
elist$genes[[annotation[i]]][1:nregprobes] <- bgx$probes[[annotation[i]]]
if(ac[i]) elist$genes[[annotation[i]]][(nregprobes+1L):nprobes] <- bgx$controls[[annotation[i]]]
}
}
# Initalize expression matrices
elist$E <- matrix(0, nprobes, nsamples)
elist$E[] <- NA
colnames(elist$E) <- removeExt(idatfiles)
rownames(elist$E) <- elist$genes[,"Array_Address_Id"]
elist$other$STDEV <- elist$other$NumBeads <- elist$E
# Read IDAT files
for(j in 1:nsamples) {
if(verbose) cat("\t", idatfiles[j], "... ")
tmp <- illuminaio::readIDAT(idatfiles[j])
if(verbose) cat("Done\n")
if("IllumicodeBinData" %in% colnames(tmp$Quants)) {
ind <- match(elist$genes$Array_Address_Id, tmp$Quants$IllumicodeBinData)
} else {
ind <- match(elist$genes$Array_Address_Id, rownames(tmp$Quants))
}
# Check for whether values are available for all probes
if(anyNA(ind)) {
nna <- sum(is.na(ind))
if(nna > tolerance)
stop("Can't match all ids in manifest with those in idat file ", idatfiles[i], "\n", sum(is.na(ind)),
" missing - please check that you have the right files, or consider setting \'tolerance\'=", sum(is.na(ind)))
i <- which(!is.na(ind))
ind <- ind[i]
if("MeanBinData" %in% colnames(tmp$Quants) && "DevBinData" %in% colnames(tmp$Quants) && "NumGoodBeadsBinData" %in% colnames(tmp$Quants)) {
elist$E[i,j] <- tmp$Quants$MeanBinData[ind]
elist$other$STDEV[i,j] <- tmp$Quants$DevBinData[ind]
elist$other$NumBeads[i,j] <- tmp$Quants$NumGoodBeadsBinData[ind]
} else { # if idat is in SNP format, use different headings
elist$E[i,j] <- tmp$Quants[ind,"Mean"]
elist$other$STDEV[i,j] <- tmp$Quants[ind,"SD"]
elist$other$NumBeads[i,j] <- tmp$Quants[ind,"NBeads"]
}
} else { # When no data is missing...
if("MeanBinData" %in% colnames(tmp$Quants) && "DevBinData" %in% colnames(tmp$Quants) && "NumGoodBeadsBinData" %in% colnames(tmp$Quants)) {
elist$E[,j] <- tmp$Quants$MeanBinData[ind]
elist$other$STDEV[,j] <- tmp$Quants$DevBinData[ind]
elist$other$NumBeads[,j] <- tmp$Quants$NumGoodBeadsBinData[ind]
} else { # if idat is in SNP format, use different headings
elist$E[,j] <- tmp$Quants[ind,"Mean"]
elist$other$STDEV[,j] <- tmp$Quants[ind,"SD"]
elist$other$NumBeads[,j] <- tmp$Quants[ind,"NBeads"]
}
}
if(dateinfo) {
elist$targets$DecodeInfo[j] = paste(tmp$RunInfo[1,], collapse=" ")
elist$targets$ScanInfo[j] = paste(tmp$RunInfo[2,], collapse=" ")
}
}
if(verbose) cat("Finished reading data.\n")
return(elist)
}
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