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
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