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read10X <- function(mtx=NULL,genes=NULL,barcodes=NULL,path=".",DGEList=TRUE)
# Read 10X Genomics Matrix Exchange Format files created by CellRanger
# Gordon Smyth
# Created 10 Jan 2018. Last modified 24 Apr 2019.
{
# Get file names
if(is.null(mtx) || is.null(genes) || is.null(barcodes)) {
files <- dir(path)
if(is.null(mtx)) {
if("matrix.mtx.gz" %in% files) mtx <- "matrix.mtx.gz"
if("matrix.mtx" %in% files) mtx <- "matrix.mtx"
if(is.null(mtx)) stop("Can't find matrix.mtx file, please specify filename explicitly")
}
if(is.null(genes)) {
if("genes.tsv.gz" %in% files) genes <- "genes.tsv.gz"
if("genes.tsv" %in% files) genes <- "genes.tsv"
if("features.tsv.gz" %in% files) genes <- "features.tsv.gz"
if("features.tsv" %in% files) genes <- "features.tsv"
if(is.null(genes)) stop("Can't find genes.tsv or features.tsv, please specify filename explicitly")
}
if(is.null(barcodes)) {
if("barcodes.tsv" %in% files) barcodes <- "barcodes.tsv"
if("barcodes.tsv.gz" %in% files) barcodes <- "barcodes.tsv.gz"
}
}
# Add path
mtx <- file.path(path,mtx)
genes <- file.path(path,genes)
if(!is.null(barcodes)) barcodes <- file.path(path,barcodes)
# Fetch header info for checking
N <- scan(mtx,skip=2,what=0L,sep=" ",nmax=3,quiet=TRUE)
ngenes <- N[1]
ncells <- N[2]
nmtx <- N[3]
# Read gene Ids
Genes <- read.table(genes,header=FALSE,comment.char="",sep="\t",row.names=1,colClasses="character")
if(nrow(Genes) != ngenes) stop("Number of feature IDs doesn't agree with header information in mtx file")
names(Genes)[1] <- "Symbol"
if(ncol(Genes) > 1L) names(Genes)[2] <- "Type"
# Read mtx file of counts
m <- read.table(mtx,skip=3,header=FALSE,comment.char="",sep=" ",colClasses="integer",nrows=nmtx)
# Convert Market Exchange Format to ordinary matrix
y <- matrix(0L,ngenes,ncells)
i <- m[,1]+(m[,2]-1L)*ngenes
y[i] <- m[,3]
dimnames(y) <- list(Gene=row.names(Genes),Cell=1:ncells)
# Optionally read barcodes
if(is.null(barcodes)) {
Samples <- NULL
} else {
Barcodes <- scan(barcodes,what="",quiet=TRUE)
if(length(Barcodes) != ncells) stop("Number of barcodes doesn't agree with header information in mtx file")
Samples <- data.frame(Barcode=Barcodes)
}
if(DGEList) {
DGEList(count=y,genes=Genes,samples=Samples)
} else {
list(counts=y,samples=Samples,genes=Genes)
}
}
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