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#!/usr/bin/env perl
use strict;
use warnings;
use Carp;
use Getopt::Long qw(:config posix_default no_ignore_case bundling pass_through);
use lib ("/usr/lib/trinityrnaseq/PerlLib");
use Fasta_reader;
my $help_flag;
my $usage = <<__EOUSAGE__;
##########################################################################################
#
# --matrix|m <string> expression matrix (TPM or FPKM, *not* raw counts)
#
# --transcripts|t <string> transcripts fasta file (eg. Trinity.fasta)
#
#
# # expression level filter:
#
# --min_expr_any <float> minimum expression level required across any sample (default: 0)
#
# # Isoform-level filtering
#
# --min_pct_dom_iso <int> minimum percent of dominant isoform expression (default: 0)
# or
# --highest_iso_only only retain the most highly expressed isoform per gene (default: off)
# (mutually exclusive with --min_pct_dom_iso param)
#
# # requires gene-to-transcript mappings
#
# --trinity_mode targets are Trinity-assembled transcripts
# or
# --gene_to_trans_map <string> file containing gene-to-transcript mappings
# (format is: gene(tab)transcript )
#
#########################################################################################
__EOUSAGE__
;
my $matrix_file;
my $transcripts_file;
my $min_expr_any = 0;
my $min_pct_dom_iso = 0;
my $highest_iso_only_flag = 0;
my $trinity_mode_flag = 0;
my $gene_to_trans_map_file;
&GetOptions ( 'help|h' => \$help_flag,
'matrix|m=s' => \$matrix_file,
'transcripts|t=s' => \$transcripts_file,
'min_expr_any=f' => \$min_expr_any,
'min_pct_dom_iso=i' => \$min_pct_dom_iso,
'highest_iso_only' => \$highest_iso_only_flag,
'trinity_mode' => \$trinity_mode_flag,
'gene_to_trans_map=s' => \$gene_to_trans_map_file,
);
if ($help_flag) {
die $usage;
}
unless ($matrix_file && $transcripts_file &&
($min_expr_any || $min_pct_dom_iso || $highest_iso_only_flag) ) {
die $usage;
}
if ( ($min_pct_dom_iso || $highest_iso_only_flag) && ! ($trinity_mode_flag || $gene_to_trans_map_file) ) {
die "Error, if --min_pct_dom_iso or --highest_iso_only, must also specify either --trinity_mode or --gene_to_trans_map";
}
if ($min_pct_dom_iso && $highest_iso_only_flag) {
die "Error, --min_pct_dom_iso and --highest_iso_only are mutually exclusive parameters. ";
}
main: {
my %expr_vals = &parse_expr_matrix($matrix_file);
if ($min_pct_dom_iso || $highest_iso_only_flag) {
my %gene_to_iso_map = ($trinity_mode_flag)
? &parse_Trinity_gene_mapping($transcripts_file)
: &parse_gene_trans_map_file($gene_to_trans_map_file);
&add_pct_iso_stats(\%expr_vals, \%gene_to_iso_map);
}
my $total_records = 0;
my $retained_records = 0;
my $fasta_reader = new Fasta_reader($transcripts_file);
while (my $seq_obj = $fasta_reader->next()) {
$total_records++;
my $acc = $seq_obj->get_accession();
my $keep_flag = 1;
my $info_struct = $expr_vals{$acc} or die "Error, no expression record stored for acc: [$acc]. Be sure to provide the transcript expression matrix and all transcripts in the $transcripts_file must have records in the transcript expression matrix file.";
if ($min_expr_any && $info_struct->{max_expr} < $min_expr_any) {
$keep_flag = 0;
print STDERR "-excluding $acc, max_expr: $info_struct->{max_expr} < $min_expr_any\n";
}
if ($min_pct_dom_iso && (! $info_struct->{top_iso}) && $info_struct->{pct_dom_iso_expr} < $min_pct_dom_iso) {
# notice we'll still keep the dominant isoform for the gene even if it's pct iso < $min_pct_dom_iso.
## dont want to be silly and throw out the gene altogther... :)
print STDERR "-excluding $acc, pct_dom_iso_expr $info_struct->{pct_dom_iso_expr} < $min_pct_dom_iso\n";
$keep_flag = 0;
}
if ($highest_iso_only_flag && ! $info_struct->{top_iso}) {
print STDERR "-excluding $acc, not top_iso\n";
$keep_flag = 0;
}
if ($keep_flag) {
$retained_records++;
my $fasta_record = $seq_obj->get_FASTA_format();
chomp $fasta_record;
my ($header_line, @seq_lines) = split(/\n/, $fasta_record);
# tack on the pct expr info onto the header
my $top_iso_flag = $info_struct->{top_iso};
my $pct_iso_expr = (defined $info_struct->{pct_iso_expr}) ? $info_struct->{pct_iso_expr} : "NA";
my $pct_dom_iso_expr = (defined $info_struct->{pct_dom_iso_expr}) ? $info_struct->{pct_dom_iso_expr} : "NA";
$header_line .= " top_iso:$top_iso_flag pct_iso_expr=$pct_iso_expr pct_dom_iso_expr=$pct_dom_iso_expr max_expr_any=$info_struct->{max_expr}";
print join("\n", $header_line, @seq_lines) . "\n";
}
}
my $pct_records_retained = sprintf("%.2f", $retained_records / $total_records * 100);
print STDERR "\n\n\tRetained $retained_records / $total_records = $pct_records_retained\% of total transcripts.\n\n\n";
exit(0);
}
####
sub add_pct_iso_stats {
my ($expr_vals_href, $gene_to_iso_map_href) = @_;
foreach my $gene (keys %$gene_to_iso_map_href) {
my @isoforms = keys %{$gene_to_iso_map_href->{$gene}};
if (scalar @isoforms == 1) {
# only one isoform, so must be 100% of that gene.
$expr_vals_href->{ $isoforms[0] }->{pct_iso_expr} = 100;
$expr_vals_href->{ $isoforms[0] }->{pct_dom_iso_expr} = 100;
$expr_vals_href->{ $isoforms[0] }->{top_iso} = 1;
}
else {
# determine fraction of total gene expr
# first, get sum of gene expr across isoforms
my $gene_sum_expr = 0;
my $dominant_iso_expr = 0;
foreach my $iso (@isoforms) {
my $expr = $expr_vals_href->{$iso}->{sum_expr};
if (!defined($expr)) {
use Data::Dumper;
print STDERR "ISO: $iso\t" . Dumper($expr_vals_href->{$iso});
}
if ($expr > $dominant_iso_expr) {
$dominant_iso_expr = $expr;
}
$gene_sum_expr += $expr;
}
# now compute pct iso
foreach my $iso (@isoforms) {
my $expr = $expr_vals_href->{$iso}->{sum_expr};
my $pct_iso = 0;
if ($gene_sum_expr > 0) {
$pct_iso = sprintf("%.2f", $expr / $gene_sum_expr * 100);
}
$expr_vals_href->{$iso}->{pct_iso_expr} = $pct_iso;
my $pct_dom_iso_expr = 0;
if ($dominant_iso_expr > 0) {
$pct_dom_iso_expr = sprintf("%.2f", $expr / $dominant_iso_expr * 100);
}
$expr_vals_href->{$iso}->{pct_dom_iso_expr} = $pct_dom_iso_expr;
}
# set top iso
@isoforms = sort { $expr_vals_href->{$a}->{pct_iso_expr} <=> $expr_vals_href->{$b}->{pct_iso_expr} } @isoforms;
my $top_isoform = pop @isoforms; # note, if there's no gene expression for some reason, choice isn't informative.
$expr_vals_href->{$top_isoform}->{top_iso} = 1;
}
}
}
####
sub parse_expr_matrix {
my ($matrix_file) = @_;
my %expr_vals;
open (my $fh, $matrix_file) or die "Error, cannot open file $matrix_file";
my $header = <$fh>;
while (<$fh>) {
chomp;
my @expr = split(/\t/);
my $acc = shift @expr;
my $max_val = 0;
my $sum = 0;
foreach my $expr_val (@expr) {
$sum += $expr_val;
if ($expr_val > $max_val) {
$max_val = $expr_val;
}
}
$expr_vals{$acc}->{max_expr} = $max_val;
$expr_vals{$acc}->{sum_expr} = $sum;
$expr_vals{$acc}->{pct_iso_expr} = undef; # set later
$expr_vals{$acc}->{pct_dom_iso_expr} = undef;
$expr_vals{$acc}->{top_iso} = 0; # set later to the isoform with highest expression for that gene.
}
close $fh;
return(%expr_vals);
}
####
sub parse_Trinity_gene_mapping {
my ($transcripts_file) = @_;
my %gene_to_iso_map;
open (my $fh, $transcripts_file) or die "Error, cannot open file $transcripts_file";
while (<$fh>) {
if (/^>(\S+)/) {
my $acc = $1;
$acc =~ /^(\S+)(_i\d+)$/ or die "Error, cannot parse Trinity accession: $acc";
my $gene_id = $1;
$gene_to_iso_map{$gene_id}->{$acc} = 1;
}
}
close $fh;
return(%gene_to_iso_map);
}
####
sub parse_gene_trans_map_file {
my ($gene_to_trans_map_file) = @_;
my %gene_to_iso_map;
open (my $fh, $gene_to_trans_map_file) or die "Error, cannot open file $gene_to_trans_map_file";
while (<$fh>) {
chomp;
my ($gene, $trans) = split(/\t/);
$gene_to_iso_map{$gene}->{$trans} = 1;
}
close $fh;
return (%gene_to_iso_map);
}
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