Mercurial > repos > xuebing > sharplabtool
diff tools/regVariation/compute_q_values.pl @ 0:9071e359b9a3
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author | xuebing |
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date | Fri, 09 Mar 2012 19:37:19 -0500 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/tools/regVariation/compute_q_values.pl Fri Mar 09 19:37:19 2012 -0500 @@ -0,0 +1,95 @@ +# A program to compute the q-values based on the p-values of multiple simultaneous tests. +# The q-valules are computed using a specific R package created by John Storey called "qvalue". +# The input is a TABULAR format file consisting of one column only that represents the p-values +# of multiple simultaneous tests, one line for every p-value. +# The first output is a TABULAR format file consisting of one column only that represents the q-values +# corresponding to p-values, one line for every q-value. +# the second output is a TABULAR format file consisting of three pages: the first page represents +# the p-values histogram, the second page represents the q-values histogram, and the third page represents +# the four Q-plots as introduced in the "qvalue" package manual. + +use strict; +use warnings; +use IO::Handle; +use File::Temp qw/ tempfile tempdir /; +my $tdir = tempdir( CLEANUP => 0 ); + +# check to make sure having correct input and output files +my $usage = "usage: compute_q_values.pl [TABULAR.in] [lambda] [pi0_method] [fdr_level] [robust] [TABULAR.out] [PDF.out] \n"; +die $usage unless @ARGV == 7; + +#get the input arguments +my $p_valuesInputFile = $ARGV[0]; +my $lambdaValue = $ARGV[1]; +my $pi0_method = $ARGV[2]; +my $fdr_level = $ARGV[3]; +my $robustValue = $ARGV[4]; +my $q_valuesOutputFile = $ARGV[5]; +my $p_q_values_histograms_QPlotsFile = $ARGV[6]; + +if($lambdaValue =~ /sequence/){ + $lambdaValue = "seq(0, 0.95, 0.05)"; +} + +#open the input files +open (INPUT, "<", $p_valuesInputFile) || die("Could not open file $p_valuesInputFile \n"); +open (OUTPUT1, ">", $q_valuesOutputFile) || die("Could not open file $q_valuesOutputFile \n"); +open (OUTPUT2, ">", $p_q_values_histograms_QPlotsFile) || die("Could not open file $p_q_values_histograms_QPlotsFile \n"); +#open (ERROR, ">", "error.txt") or die ("Could not open file error.txt \n"); + +#save all error messages into the error file $errorFile using the error file handle ERROR +#STDERR -> fdopen( \*ERROR, "w" ) or die ("Could not direct errors to the error file error.txt \n"); + +#warn "Hello Error File \n"; + +#variable to store the name of the R script file +my $r_script; + +# R script to implement the calcualtion of q-values based on multiple simultaneous tests p-values +# construct an R script file and save it in a temp directory +chdir $tdir; +$r_script = "q_values_computation.r"; + +open(Rcmd,">", $r_script) or die "Cannot open $r_script \n\n"; +print Rcmd " + #options(show.error.messages = FALSE); + + #load necessary packages + suppressPackageStartupMessages(library(tcltk)); + library(qvalue); + + #read the p-values of the multiple simultaneous tests from the input file $p_valuesInputFile + p <- scan(\"$p_valuesInputFile\", quiet = TRUE); + + #compute the q-values that correspond to the p-values of the multiple simultaneous tests + qobj <- qvalue(p, pi0.meth = \"$pi0_method\", lambda = $lambdaValue, fdr.level = $fdr_level, robust = $robustValue); + #qobj <- qvalue(p, pi0.meth = \"smoother\", lambda = seq(0, 0.95, 0.05), fdr.level = 0.05); + #qobj <- qvalue(p, pi0.meth = \"bootstrap\", fdr.level = 0.05); + + #draw the p-values histogram, the q-values histogram, and the four Q-plots + # and save them on multiple pages of the output file $p_q_values_histograms_QPlotsFile + pdf(file = \"$p_q_values_histograms_QPlotsFile\", width = 6.25, height = 6, family = \"Times\", pointsize = 12, onefile = TRUE) + hist(qobj\$pvalues); + #dev.off(); + + hist(qobj\$qvalues); + #dev.off(); + + qplot(qobj); + dev.off(); + + #save the q-values in the output file $q_valuesOutputFile + qobj\$pi0 <- signif(qobj\$pi0,digits=6) + qwrite(qobj, filename=\"$q_valuesOutputFile\"); + + #options(show.error.messages = TRUE); + #eof\n"; +close Rcmd; + +system("R --no-restore --no-save --no-readline < $r_script > $r_script.out"); + +#close the input and output and error files +#close(ERROR); +close(OUTPUT2); +close(OUTPUT1); +close(INPUT);