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ftrendtestpluspermutation
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ftrendtestpluspermutation
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#!/usr/bin/perl
use warnings;
use strict;
use fralib;
use File::Basename;
use Getopt::Long;
use Pod::Usage;
use POSIX qw(ceil floor);
=head1 NAME
ftrendtestpluspermutation
=head1 SYNOPSIS
ftrendtestpluspermutation [options] <tg-file>
-h help
-p permutations (default 1000)
-o out-file base name
-s sa-File
i)sample-id
ii)affection
tg-file tg file
example: ftrendtestpluspermutation pscalare.tg -s pscalare.sa
ftrendtestpluspermutation pscalare.tg -s pscalare.sa -o 1
Calculates Trend Test and adds a permutation test.
Outputs trend-<base-name>.mk and perm-<base-name>.txt.
=head1 DESCRIPTION
=cut
#option variables
my $help;
my $mkFile;
my $testFile;
my $permFile;
my $saFile;
my $tgFile;
my $outFileBase;
my $colNo;
my $headerProcessed;
my %label2Column;
my @column2Label;
my %SAMPLE;
my $maxChisq = -1;
my $dieFlag;
my @samplesWithUnknownAffectionStatus = ();
my $permutationNo = 1000;
my @phenotypes;
#initialize options
Getopt::Long::Configure ('bundling');
if(!GetOptions ('h'=>\$help, 's=s'=>\$saFile, 'o=s'=>\$outFileBase, 'p=i'=>\$permutationNo)
|| !defined($saFile)
|| scalar(@ARGV)!=1)
{
if ($help)
{
pod2usage(-verbose => 2);
}
else
{
pod2usage(1);
}
}
$tgFile = $ARGV[0];
isTg($tgFile) || die "$tgFile not a tg-file";
open(SA, $saFile) || die "Cannot open $saFile";
$headerProcessed = 0;
while(<SA>)
{
s/\r?\n?$//;
if(!$headerProcessed)
{
$colNo = s/\t/\t/g + 1;
my @fields = split('\t', $_, $colNo);
SEARCH_LABEL: for my $label('sample-id', 'affection')
{
for my $col (0 .. $#fields)
{
if ($fields[$col] eq $label)
{
$label2Column{$label}=$col;
next SEARCH_LABEL;
}
}
die "Cannot find '$label' in $mkFile";
}
$headerProcessed = 1;
}
else
{
my @fields = split('\t', $_, $colNo);
my $sampleID = $fields[$label2Column{'sample-id'}];
my $affection = $fields[$label2Column{'affection'}];
$SAMPLE{$sampleID}{AFFECTION} = $affection;
}
}
close(SA);
my ($name, $dir, $ext) = fileparse($tgFile, '\..*');
if (!defined($outFileBase))
{
$testFile = "trend-$name.mk";
}
else
{
$testFile = "trend-$outFileBase.mk";
}
open(TEST, ">$testFile") || die "Cannot open $testFile";
print STDERR "Trend Test File: $testFile\n";
print TEST "snp-id\tchisq\n";
open(TG, $tgFile) || die "Cannot open $tgFile";
$headerProcessed = 0;
while(<TG>)
{
s/\r?\n?$//;
if(!$headerProcessed)
{
$colNo = s/\t/\t/g + 1;
my @fields = split('\t', $_, $colNo);
for my $col (1 .. $#fields)
{
$column2Label[$col]=$fields[$col];
if ($SAMPLE{$fields[$col]}{AFFECTION} eq 'case')
{
$phenotypes[$col] = 1;
}
elsif ($SAMPLE{$fields[$col]}{AFFECTION} eq 'control')
{
$phenotypes[$col] = 0;
}
else
{
push(@samplesWithUnknownAffectionStatus, $fields[$col]);
$dieFlag = 1;
}
}
die join(",", @samplesWithUnknownAffectionStatus) . " do not have known affection status" if $dieFlag;
$headerProcessed = 1;
}
else
{
my @genotypes = split('\t', $_, $colNo);
my $snpID = $genotypes[0];
#calculate regular trend test
#calculate sum
my $psum = 0;
my $gsum = 0;
my $count = 0;
my $ppsum = 0;
my $ggsum = 0;
my $pgsum = 0;
for my $col (1..$#genotypes)
{
if ($genotypes[$col]!=-1)
{
$psum += $phenotypes[$col];
$gsum += $genotypes[$col];
$ppsum += square($phenotypes[$col]);
$ggsum += square($genotypes[$col]);
$pgsum += $phenotypes[$col] * $genotypes[$col];
++$count;
}
}
my $pmean = $psum/$count;
my $gmean = $gsum/$count;
my $num = $pgsum/$count - $pmean*$gmean;
my $denom1 = $ppsum/$count - $pmean*$pmean;
my $denom2 = $ggsum/$count - $gmean*$gmean;
my $corr = $num / sqrt($denom1*$denom2);
my $chisq = $count * $corr * $corr;
print TEST "$snpID\t$chisq\n";
$maxChisq = max($maxChisq, $chisq);
}
}
my $totalNoSNPs = $.-1;
close(TEST);
close(TG);
#PERMUTATION TEST
#generate permutations
my $caseNo;
my $controlNo;
my $N = $#phenotypes;
my $originalPermutationString = "";
my $permutationString = "";
my %PERMUTATIONS;
map {$caseNo+=$phenotypes[$_]; $originalPermutationString .= $phenotypes[$_]} (1..$#phenotypes);
$controlNo = scalar(@phenotypes) - 1 - $caseNo;
print STDERR "Max Chisq: $maxChisq\n";
print STDERR "case: $caseNo\n";
print STDERR "control: $controlNo\n";
print STDERR "permutations: $permutationNo\n";
print STDERR "No. of samples: " . length($originalPermutationString) . "\n";
print STDERR "Generating permutations\n";
$PERMUTATIONS{$originalPermutationString} = 1;
my $permutationsGenerated = 0;
my @permutation;
while ($permutationsGenerated != $permutationNo)
{
for my $col (0..$#phenotypes-1)
{
$permutation[$col] = 0;
}
my $caseNoCount = 0;
my $i;
while ($caseNoCount!=$caseNo)
{
$i = int(rand($N));
if ($permutation[$i]==0)
{
$permutation[$i]=1;
$caseNoCount++;
}
}
$permutationString = join("", @permutation);
if (!exists($PERMUTATIONS{$permutationString}))
{
$PERMUTATIONS{$permutationString} = 1;
$permutationsGenerated++;
}
}
#remove original permutation
delete($PERMUTATIONS{$originalPermutationString});
print STDERR "Inspecting permutations\n";
my @permutationDistribution;
for my $permutation (keys(%PERMUTATIONS))
{
my @permutation = split("", $permutation);
for my $col (0 .. $#permutation)
{
$permutationDistribution[$col] += $permutation[$col];
}
}
#print "count\n";
#map {print "$_\n"} @permutationDistribution;
my @orderedPermutations;
my @maxChisqs;
my $i=0;
for my $permutation (keys(%PERMUTATIONS))
{
my @permutation = split('', $permutation);
unshift(@permutation, 'dummy');
$orderedPermutations[$i] = \@permutation;
$maxChisqs[$i] = -1;
$i++;
}
open(TG, $tgFile) || die "Cannot open $tgFile";
$headerProcessed = 0;
while(<TG>)
{
s/\r?\n?$//;
if(!$headerProcessed)
{
$headerProcessed = 1;
}
else
{
my @genotypes = split('\t', $_, $colNo);
my $snpID = $genotypes[0];
print STDERR "\rProcessing " . ($.-1) . " /$totalNoSNPs";
for my $i (0 .. $#orderedPermutations)
{
if ($maxChisqs[$i]<=$maxChisq)
{
#calculate regular trend test
#calculate sum
my $psum = 0;
my $gsum = 0;
my $count = 0;
my $ppsum = 0;
my $ggsum = 0;
my $pgsum = 0;
my @phenotypes = @{$orderedPermutations[$i]};
for my $col (1..$#genotypes)
{
if ($genotypes[$col]!=-1)
{
$psum += $phenotypes[$col];
$gsum += $genotypes[$col];
$ppsum += square($phenotypes[$col]);
$ggsum += square($genotypes[$col]);
$pgsum += $phenotypes[$col] * $genotypes[$col];
++$count;
}
}
my $pmean = $psum/$count;
my $gmean = $gsum/$count;
my $num = $pgsum/$count - $pmean*$gmean;
my $denom1 = $ppsum/$count - $pmean*$pmean;
my $denom2 = $ggsum/$count - $gmean*$gmean;
my $corr = $num / sqrt($denom1*$denom2);
my $chisq = $count * $corr * $corr;
$maxChisqs[$i] = max($maxChisqs[$i],$chisq);
}
}
}
}
close(TG);
if (!defined($outFileBase))
{
$permFile = "perm-$name.txt";
}
else
{
$permFile = "perm-$outFileBase.txt";
}
print STDERR "\nPermutation File: $permFile\n";
open(PERM, ">$permFile") || die "Cannot open $permFile";
#print out maxChisq for each permutation
print PERM "permutation\tmax-chisq\n";
for my $col (0..$#orderedPermutations)
{
my @permutation = @{$orderedPermutations[$col]};
shift(@permutation);
print PERM join("", @permutation) . "\t$maxChisqs[$col]\n";
}
close(PERM);
my $overallP = 0;
for my $maxPermutationChisq (@maxChisqs)
{
++$overallP if ($maxPermutationChisq>$maxChisq);
}
$overallP /= $permutationNo;
printf STDERR "overallP $overallP(%g)\n", $overallP;
#$testFile = "trend-$name.mk";
#open(TEST, ">$testFile") || die "Cannot open $testFile";
#close(TEST);
sub square
{
return $_[0]*$_[0];
}