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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;
use Data::Dumper;
my $help_flag;
my $usage = <<__EOUSAGE__;
####################################################################################
#
# required:
#
# --transcripts_fasta <string> fasta file containing transcript sequences.
#
# --gene_trans_map <string> gene-trans mapping file (format: gene_id(tab)transcript_id)
#
# --expr_matrix <string> expression matrix (fpkm or tpm, ideally TMM-normalized)
#
# --samples_file <string> samples file
#
# --min_pct_iso <float> minimum percent of total isoform expression
#
# optional:
#
# --out_prefix <string> output filename prefix ("pruned.\${min_pct_iso}"
#
####################################################################################
__EOUSAGE__
;
my $gene_trans_map_file;
my $expr_matrix;
my $samples_file;
my $min_pct_iso;
my $out_prefix;
my $transcripts_fasta_file;
&GetOptions ( 'h' => \$help_flag,
'gene_trans_map=s' => \$gene_trans_map_file,
'expr_matrix=s' => \$expr_matrix,
'transcripts_fasta=s' => \$transcripts_fasta_file,
'samples_file=s' => \$samples_file,
'min_pct_iso=s' => \$min_pct_iso,
'out_prefix=s' => \$out_prefix,
);
unless ($gene_trans_map_file && $expr_matrix && $samples_file && $min_pct_iso && $transcripts_fasta_file) {
die $usage;
}
unless ($out_prefix) {
$out_prefix = "pruned.$min_pct_iso";
}
main: {
print STDERR "-parsing samples file: $samples_file\n";
my %sample_to_replicates = &parse_samples_file($samples_file);
print STDERR "-parsing gene-trans mapping file: $gene_trans_map_file\n";
my %gene_to_trans = &parse_gene_trans_relationships($gene_trans_map_file);
print STDERR "-parsing expr matrix: $expr_matrix\n";
my %trans_to_avg_expr = &parse_expr_matrix($expr_matrix, \%sample_to_replicates);
my $out_log_filename = "$out_prefix.log";
my $out_fasta_filename = "$out_prefix.fasta";
open(my $out_log_fh, ">$out_log_filename") or die "Error, cannot write to $out_log_filename";
open(my $out_fasta_fh, ">$out_fasta_filename") or die "Error, cannot write to $out_fasta_filename";
print STDERR "-pruning isoforms\n";
## decide on which transcripts to keep
my %trans_retain;
foreach my $gene (keys %gene_to_trans) {
my @trans_ids = keys %{$gene_to_trans{$gene}};
if (scalar(@trans_ids) == 1) {
# no alt splicing, just keep it.
$trans_retain{ $trans_ids[0] } = 1;
next;
}
my %trans_to_sum_expr_all_conditions;
my @trans_to_sample_expr;
my %sample_to_sum_expr;
foreach my $sample_name (keys %sample_to_replicates) {
my $sum_expr = 0;
my @trans_to_expr;
foreach my $trans_id (@trans_ids) {
my $expr = $trans_to_avg_expr{$trans_id}->{$sample_name};
unless (defined $expr) {
die "Error, no expression set for trans_id: [$trans_id] and sample type: [$sample_name] ";
}
$trans_to_sum_expr_all_conditions{$trans_id} += $expr;
push (@trans_to_sample_expr, [$trans_id, $sample_name, $expr]);
$sample_to_sum_expr{$sample_name} += $expr;
}
}
# prioritize transcript by order across experiments
@trans_to_sample_expr = reverse sort {$trans_to_sum_expr_all_conditions{$a->[0]} <=> $trans_to_sum_expr_all_conditions{$b->[0]}} @trans_to_sample_expr;
my %seen_sample;
foreach my $trans_info_aref (@trans_to_sample_expr) {
# always retain top isoform in any sample type.
my ($trans_id, $sample_name, $expr) = @$trans_info_aref;
$expr = sprintf("%.3f", $expr);
my $retain_flag = 0;
my $selected_top_entry = 0;
if (! $seen_sample{$sample_name}) {
# top expr entry for that sample
$seen_sample{$sample_name} = 1;
$selected_top_entry = 1;
$retain_flag = 1;
}
my $sum_sample_expr = $sample_to_sum_expr{$sample_name};
my $pct_iso = 0;
if ($sum_sample_expr > 0) {
$pct_iso = sprintf("%.2f", $expr / $sum_sample_expr * 100);
if ($pct_iso >= $min_pct_iso) {
$retain_flag = 1;
}
}
if ($retain_flag) {
$trans_retain{$trans_id} = 1;
}
## output log entry
my $out_text = join("\t", $gene, $trans_id, $sample_name, $expr, $pct_iso);
if ($retain_flag) {
$out_text .= "\t[RETAINED]";
}
if ($selected_top_entry) {
$out_text .= "\t[TOP_EXPR]";
}
print $out_log_fh "$out_text\n";
}
print $out_log_fh "\n"; # spacer between genes.
}
close $out_log_fh;
my $fasta_reader = new Fasta_reader($transcripts_fasta_file) or die $!;
my %to_retrieve = %trans_retain;
print STDERR "-outputting filtered transcripts as: $out_fasta_filename\n";
while (my $seq_obj = $fasta_reader->next()) {
my $acc = $seq_obj->get_accession();
if ($trans_retain{$acc}) {
my $fasta_entry = $seq_obj->get_FASTA_format();
chomp $fasta_entry;
print $out_fasta_fh "$fasta_entry\n";
delete($to_retrieve{$acc});
}
}
if (%to_retrieve) {
die "Failed to retrieve fasta records for transcripts: " . Dumper(\%to_retrieve);
}
close $out_fasta_fh;
print STDERR "-done. See outputs: $out_prefix.\*\n\n";
exit(0);
}
####
sub parse_gene_trans_relationships {
my ($gene_trans_map_file) = @_;
my %gene_to_trans;
open(my $fh, $gene_trans_map_file) or die "Error, cannot open file $gene_trans_map_file";
while (<$fh>) {
unless (/\w/) { next; }
if (/^\#/) { next; }
chomp;
my ($gene_id, $trans_id) = split(/\t/);
$gene_to_trans{$gene_id}->{$trans_id} = 1;
}
close $fh;
return(%gene_to_trans);
}
####
sub parse_samples_file {
my ($filename) = @_;
my %sample_to_reps;
open (my $fh, $filename) or die "Error, cannot open file $filename";
while (<$fh>) {
chomp;
my ($condition, $replicate_name, @rest) = split(/\t/);
$sample_to_reps{$condition}->{$replicate_name} = 1;
}
return(%sample_to_reps);
}
####
sub parse_expr_matrix {
my ($expr_matrix, $sample_to_replicates_href) = @_;
open(my $fh, $expr_matrix) or die "Error, cannot open file $expr_matrix";
my $header = <$fh>;
chomp $header;
my @header_fields = split(/\t/, $header);
my %replicate_to_col_number;
my %trans_expr;
my $first_data_row = 1;
while(<$fh>) {
chomp;
my @x = split(/\t/);
# process column info as needed.
if ($first_data_row) {
if (scalar(@header_fields) == scalar(@x) - 1) {
# adjust header
unshift(@header_fields, '');
}
# assign header column numbers
for (my $i = 1; $i <= $#header_fields; $i++) {
my $rep_name = $header_fields[$i];
$replicate_to_col_number{$rep_name} = $i;
}
$first_data_row = 0;
}
my $trans_id = $x[0];
## process data, compute averages
foreach my $sample_name (keys %$sample_to_replicates_href) {
my @expr_vals;
my @rep_names = keys %{$sample_to_replicates_href->{$sample_name}};
foreach my $rep_name (@rep_names) {
my $col_id = $replicate_to_col_number{$rep_name} || die "Error, no column identified for replicate name: [$rep_name] ";
my $expr_val = $x[$col_id];
push (@expr_vals, $expr_val);
}
my $avg_expr = &sum(@expr_vals) / scalar(@expr_vals);
$trans_expr{$trans_id}->{$sample_name} = $avg_expr;
}
}
return(%trans_expr);
}
####
sub sum {
my @vals = @_;
my $sum_val = 0;
foreach my $v (@vals) {
$sum_val += $v;
}
return($sum_val);
}
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