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MetaPrism_table.pl
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MetaPrism_table.pl
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# Author: Jiwoong Kim (jiwoongbio@gmail.com)
use strict;
use warnings;
local $SIG{__WARN__} = sub { die "ERROR in $0: ", $_[0] };
use Cwd 'abs_path';
use Getopt::Long qw(:config no_ignore_case);
use Statistics::R;
use Bio::DB::Taxonomy;
(my $codePath = abs_path($0)) =~ s/\/[^\/]*$//;
my $dataPath = "$codePath/MetaPrism_data";
system("mkdir -p $dataPath");
GetOptions(
'h' => \(my $help = ''),
'A=s' => \(my $abundanceColumn = 'meanDepth/genome'),
'R=s' => \(my $taxonRank = 'genus'),
'F=s' => \(my $featureType = 'gene_taxon'),
's' => \(my $scale = ''),
);
my @featureTypeList = ('gene_taxon', 'gene', 'gene_average', 'taxon', 'taxon_average');
my $featureTypes = join(', ', map {"\"$_\""} @featureTypeList);
if($help || scalar(@ARGV) == 0) {
die <<EOF;
Usage: perl MetaPrism_table.pl [options] [sample=]abundance.txt [...] > table.txt
Options: -h display this help message
-A STR abundance column [$abundanceColumn]
-R STR taxon rank [$taxonRank]
-F STR feature type, $featureTypes [$featureType]
-s scale
EOF
}
die "ERROR in $0: The feature type is not available.\n" if(scalar(grep {$featureType eq $_} @featureTypeList) == 0);
my (@sampleFileList) = @ARGV;
if(not -r "$dataPath/nodes.dmp" or not -r "$dataPath/names.dmp") {
my $URL = "ftp://ftp.ncbi.nlm.nih.gov/pub/taxonomy/taxdump.tar.gz";
my $file = "$dataPath/taxdump.tar.gz";
system("wget --no-verbose -O $file $URL") if(not -r $file);
die "ERROR in $0: '$file' has zero size.\n" if(-z $file);
system("cd $dataPath; tar -zxf taxdump.tar.gz nodes.dmp");
system("cd $dataPath; tar -zxf taxdump.tar.gz names.dmp");
system("rm -f $dataPath/$_") foreach('nodes', 'parents', 'names2id', 'id2names');
}
my $db = Bio::DB::Taxonomy->new(-source => 'flatfile', -directory => $dataPath, -nodesfile => "$dataPath/nodes.dmp", -namesfile => "$dataPath/names.dmp");
my @sampleList = ();
my %sampleFeatureAbundanceHash = ();
my %sampleFeatureCountHash = ();
my %geneDefinitionHash = ();
@sampleFileList = map {[$_->[0], $_->[-1]]} map {[split(/=/, $_, 2)]} @sampleFileList;
foreach(@sampleFileList) {
my ($sample, $file) = @$_;
if(-s $file) {
push(@sampleList, $sample);
open(my $reader, $file);
chomp(my $line = <$reader>);
my @columnList = split(/\t/, $line, -1);
while(my $line = <$reader>) {
chomp($line);
my %tokenHash = ();
@tokenHash{@columnList} = split(/\t/, $line, -1);
my $feature = '';
if($featureType eq 'gene_taxon') {
if((my $taxonName = getTaxonName($tokenHash{'taxon'})) ne '') {
$feature = join("\t", $tokenHash{'gene'}, $taxonName);
}
} elsif($featureType eq 'gene' || $featureType eq 'gene_average') {
$feature = $tokenHash{'gene'};
} elsif($featureType eq 'taxon' || $featureType eq 'taxon_average') {
if((my $taxonName = getTaxonName($tokenHash{'taxon'})) ne '') {
$feature = $taxonName;
}
}
if($feature ne '') {
$sampleFeatureAbundanceHash{$sample}->{$feature} += $tokenHash{$abundanceColumn};
$sampleFeatureCountHash{$sample}->{$feature} += 1;
}
$geneDefinitionHash{$tokenHash{'gene'}} = $tokenHash{'definition'} if(defined($tokenHash{'definition'}) && $tokenHash{'definition'} ne '');
}
close($reader);
}
}
if($featureType eq 'gene_average' || $featureType eq 'taxon_average') {
foreach my $sample (@sampleList) {
$sampleFeatureAbundanceHash{$sample}->{$_} /= $sampleFeatureCountHash{$sample}->{$_} foreach(keys %{$sampleFeatureAbundanceHash{$sample}});
}
}
my %featureHash = ();
foreach my $sample (@sampleList) {
$featureHash{$_} = 1 foreach(keys %{$sampleFeatureAbundanceHash{$sample}});
}
if(my @featureList = sort keys %featureHash) {
if($featureType eq 'gene_taxon') {
if(%geneDefinitionHash) {
my @featureColumnList = ('gene', 'taxon', 'definition');
print join("\t", @featureColumnList, @sampleList), "\n";
foreach my $feature (@featureList) {
my %tokenHash = ();
@tokenHash{'gene', 'taxon'} = split(/\t/, $feature);
$tokenHash{'definition'} = $geneDefinitionHash{$tokenHash{'gene'}};
my @abundanceList = map {defined($_) ? $_ : 0} map {$_->{$feature}} @sampleFeatureAbundanceHash{@sampleList};
@abundanceList = scale(@abundanceList) if($scale);
print join("\t", (map {defined($_) ? $_ : ''} @tokenHash{@featureColumnList}), @abundanceList), "\n";
}
} else {
my @featureColumnList = ('gene', 'taxon');
print join("\t", @featureColumnList, @sampleList), "\n";
foreach my $feature (@featureList) {
my %tokenHash = ();
@tokenHash{'gene', 'taxon'} = split(/\t/, $feature);
my @abundanceList = map {defined($_) ? $_ : 0} map {$_->{$feature}} @sampleFeatureAbundanceHash{@sampleList};
@abundanceList = scale(@abundanceList) if($scale);
print join("\t", (map {defined($_) ? $_ : ''} @tokenHash{@featureColumnList}), @abundanceList), "\n";
}
}
} elsif($featureType eq 'gene' || $featureType eq 'gene_average') {
if(%geneDefinitionHash) {
my @featureColumnList = ('gene', 'definition');
print join("\t", @featureColumnList, @sampleList), "\n";
foreach my $feature (@featureList) {
my %tokenHash = ();
$tokenHash{'gene'} = $feature;
$tokenHash{'definition'} = $geneDefinitionHash{$tokenHash{'gene'}};
my @abundanceList = map {defined($_) ? $_ : 0} map {$_->{$feature}} @sampleFeatureAbundanceHash{@sampleList};
@abundanceList = scale(@abundanceList) if($scale);
print join("\t", (map {defined($_) ? $_ : ''} @tokenHash{@featureColumnList}), @abundanceList), "\n";
}
} else {
my @featureColumnList = ('gene');
print join("\t", @featureColumnList, @sampleList), "\n";
foreach my $feature (@featureList) {
my %tokenHash = ();
$tokenHash{'gene'} = $feature;
my @abundanceList = map {defined($_) ? $_ : 0} map {$_->{$feature}} @sampleFeatureAbundanceHash{@sampleList};
@abundanceList = scale(@abundanceList) if($scale);
print join("\t", (map {defined($_) ? $_ : ''} @tokenHash{@featureColumnList}), @abundanceList), "\n";
}
}
} elsif($featureType eq 'taxon' || $featureType eq 'taxon_average') {
my @featureColumnList = ('taxon');
print join("\t", @featureColumnList, @sampleList), "\n";
foreach my $feature (@featureList) {
my %tokenHash = ();
$tokenHash{'taxon'} = $feature;
my @abundanceList = map {defined($_) ? $_ : 0} map {$_->{$feature}} @sampleFeatureAbundanceHash{@sampleList};
@abundanceList = scale(@abundanceList) if($scale);
print join("\t", (map {defined($_) ? $_ : ''} @tokenHash{@featureColumnList}), @abundanceList), "\n";
}
}
}
sub scale {
my @valueList = @_;
my $mean = 0;
$mean += $_ foreach(@valueList);
$mean /= scalar(@valueList);
my $sd = 0;
$sd += ($_ - $mean) ** 2 foreach(@valueList);
$sd /= scalar(@valueList) - 1;
$sd = $sd ** 0.5;
return map {($_ - $mean) / $sd} @valueList;
}
sub getTaxonName {
my ($taxonId) = @_;
if(defined(my $taxon = $db->get_taxon(-taxonid => $taxonId))) {
do {
return $taxon->scientific_name if($taxon->rank eq $taxonRank);
} while(defined($taxon = $taxon->ancestor));
}
return '';
}