Mercurial > repos > peter-waltman > ucsc_cluster_tools
comparison cluster.tools/normalize.matrix.R @ 2:b442996b66ae draft
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| author | peter-waltman |
|---|---|
| date | Wed, 27 Feb 2013 20:17:04 -0500 |
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| 1:e25d2bece0a2 | 2:b442996b66ae |
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| 1 #!/usr/bin/env Rscript | |
| 2 ## Script by Peter Waltman | |
| 3 ## | |
| 4 ## License under Creative Commons Attribution 3.0 Unported (CC BY 3.0) | |
| 5 ## | |
| 6 argspec <- c("TBD | |
| 7 | |
| 8 | |
| 9 Usage: | |
| 10 normalize.matrix.R -d <data.file> | |
| 11 Optional: | |
| 12 -o <output.name> | |
| 13 TBD | |
| 14 \n\n") | |
| 15 | |
| 16 args <- commandArgs(TRUE) | |
| 17 if ( length( args ) == 1 && args =="--help") { | |
| 18 write(argspec, stderr()) | |
| 19 q(); | |
| 20 } | |
| 21 | |
| 22 lib.load.quiet <- function( package ) { | |
| 23 package <- as.character(substitute(package)) | |
| 24 suppressPackageStartupMessages( do.call( "library", list( package=package ) ) ) | |
| 25 } | |
| 26 lib.load.quiet(getopt) | |
| 27 | |
| 28 | |
| 29 spec <- matrix( c( "data.fname", "d", 1, "character", | |
| 30 "center.rows", "r", 2, "character", | |
| 31 "var.adj.rows", "R", 2, "character", | |
| 32 "center.cols", "c", 2, "character", | |
| 33 "var.adj.cols", "C", 2, "character", | |
| 34 "output.fname", "o", 2, "character" | |
| 35 ), | |
| 36 nc=4, | |
| 37 byrow=TRUE | |
| 38 ) | |
| 39 | |
| 40 opt <- getopt( spec=spec ) | |
| 41 | |
| 42 #set some reasonable defaults for the options that are needed, | |
| 43 #but were not specified. | |
| 44 if ( is.null( opt$output.fname ) ) { | |
| 45 out.fname <- "" | |
| 46 if ( ! is.null( opt$center.rows ) ) out.fname <- paste( "row", opt$center.rows, "centered", out.fname, sep="." ) | |
| 47 if ( ! is.null( opt$center.cols ) ) out.fname <- paste( "col", opt$center.cols, "centered", out.fname, sep="." ) | |
| 48 if ( ! is.null( opt$var.adj.rows ) ) out.fname <- paste( "row", opt$var.adj.rows, "var.adjed", out.fname, sep="." ) | |
| 49 if ( ! is.null( opt$var.adj.cols ) ) out.fname <- paste( "col", opt$var.adj.cols, "var.adjed", out.fname, sep="." ) | |
| 50 | |
| 51 opt$output.fname <- paste( out.fname, "centered.matrix", sep="." ) | |
| 52 } | |
| 53 if ( is.null( opt$center.rows ) ) { opt$center.rows <- 'none' } | |
| 54 if ( is.null( opt$center.cols ) ) { opt$center.cols <- 'none' } | |
| 55 if ( is.null( opt$var.adj.rows ) ) { opt$var.adj.rows <- 'none' } | |
| 56 if ( is.null( opt$var.adj.cols ) ) { opt$var.adj.cols <- 'none' } | |
| 57 | |
| 58 data <- as.matrix( read.delim( opt$data.fname, header=T, row.names=1 , check.names=FALSE ) ) | |
| 59 | |
| 60 my.center <- rep( 0, nrow( data ) ) | |
| 61 my.var.adj <- rep( 1, nrow( data ) ) | |
| 62 if ( opt$center.rows != "none" ) { | |
| 63 my.center.fn <- get( opt$center.rows ) | |
| 64 ##data <- sweep( data, 1, apply( data, 1, my.center.fn, na.rm=T ) ) | |
| 65 my.center <- apply( data, 1, my.center.fn, na.rm=T ) | |
| 66 } | |
| 67 if ( opt$var.adj.rows != "none" ) { | |
| 68 my.var.adj.fn <- get( opt$var.adj.rows ) | |
| 69 my.var.adj <- apply( data, 1, my.var.adj.fn, na.rm=T ) | |
| 70 } | |
| 71 data <- t( scale( t( data ), center=my.center, scale=my.var.adj ) ) | |
| 72 | |
| 73 my.center <- rep( 0, nrow( data ) ) | |
| 74 my.var.adj <- rep( 1, nrow( data ) ) | |
| 75 if ( opt$center.cols != "none" ) { | |
| 76 my.center.fn <- get( opt$center.cols ) | |
| 77 ##data <- sweep( data, 2, apply( data, 2, my.center.fn, na.rm=T ) ) | |
| 78 my.center <- apply( data, 2, my.center.fn, na.rm=T ) | |
| 79 } | |
| 80 my.var.adj <- rep( 1, ncol( data ) ) | |
| 81 if ( opt$var.adj.cols != "none" ) { | |
| 82 my.var.adj.fn <- get( opt$var.adj.cols ) | |
| 83 my.var.adj <- apply( data, 2, my.var.adj.fn, na.rm=T ) | |
| 84 } | |
| 85 data <- scale( data, center=my.center, scale=my.var.adj ) | |
| 86 | |
| 87 write.table( data, opt$output.fname, sep="\t", quote=FALSE, col.names=NA ) | |
| 88 |
