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#!/usr/bin/env perl
use strict;
use warnings;
use FindBin;
use lib ("$FindBin::Bin/../PerlLib");
use Gene_obj;
use GFF3_utils2;
use Fasta_reader;
use Nuc_translator;
use Carp;
use Data::Dumper;
use List::Util qw (max);
use Getopt::Long qw(:config posix_default no_ignore_case bundling pass_through);
use PWM;
use File::Basename;
my $atg_pwm_pos = 20;
my $adj_dist = 30;
my $adj_pct = 15;
my $usage = <<__EOUSAGE__;
#####################################################################################
#
# --transcripts <string> transcripts.fasta file targeted by transdecoder
#
# --gff3_file <string> target gff3 file
#
# optional:
#
# --workdir <string> TransDecoder working dir (default: (--transcripts val) + ".transdecoder_dir")
#
# --adj_dist <int> distance allowed for start adjustment (default: $adj_dist)
#
# --adj_pct <int> pecentage of orf length for examining start adjustment (default: $adj_pct)
#
# --atg_pos <int> atg index position in pwm (default: $atg_pwm_pos)
#
# --debug verbose
#
#######################################################################################
__EOUSAGE__
;
my $transcripts_file;
my $gff3_file;
my $DEBUG = 0;
my $workdir;
&GetOptions('transcripts=s' => \$transcripts_file,
'gff3_file=s' => \$gff3_file,
'adj_dist=i' => \$adj_dist,
'atg_pos=i'=> \$atg_pwm_pos,
'atg_pct=i' => \$adj_pct,
'debug' => \$DEBUG,
'workdir=s' => \$workdir,
);
unless ($transcripts_file && $gff3_file) {
die $usage;
}
if ($adj_pct > 30 || $adj_pct < 0) {
die "Error, --adj_pct is out of range... must be between 0 and 30 ";
}
main: {
# should be in the output directory
# get transdecoder start train files
my $transdecoder_dir = $workdir;
unless ($workdir) {
$workdir = basename($transcripts_file) . ".transdecoder_dir";
}
unless (-d $transdecoder_dir) {
die "Error, cannot locate transdecoder working directory as: $transdecoder_dir";
}
my $pwm_plus = "${transdecoder_dir}/start_refinement.enhanced.+.pwm";
my $pwm_minus = "${transdecoder_dir}/start_refinement.-.pwm";
my $pwm_plus_obj = new PWM();
$pwm_plus_obj->load_pwm_from_file($pwm_plus);
my $pwm_minus_obj = new PWM();
$pwm_minus_obj->load_pwm_from_file($pwm_minus);
my $roc_file = "${transdecoder_dir}/start_refinement.enhanced.feature.scores.roc";
my $auc_file = "${transdecoder_dir}/start_refinement.enhanced.feature.scores.roc.auc";
my ($pwm_range, $min_threshold) = &parse_range_and_thresholds($auc_file, $roc_file);
print STDERR "-best pwm: $pwm_range, with score thresh: $min_threshold\n" if $DEBUG;
my ($pwm_range_left, $pwm_range_right) = split(",", $pwm_range); # extent around the atg
my $pwm_range_aref = [$atg_pwm_pos - $pwm_range_left -1, $atg_pwm_pos + 2 + $pwm_range_right -1]; # zero based
my $start_scores_log_file = "${transdecoder_dir}/start_refinement.alt_start_scores";
open(my $ofh_start_scores, ">$start_scores_log_file") or die "Error, cannot write to $start_scores_log_file";
print STDERR "-reading transcripts: $transcripts_file\n" if $DEBUG;
my $fasta_reader = new Fasta_reader($transcripts_file);
my %seqs = $fasta_reader->retrieve_all_seqs_hash();
print STDERR "-parsing orf annotations: $gff3_file\n" if $DEBUG;
my $gene_obj_indexer_href = {};
my $asmbl_id_to_gene_list_href = &GFF3_utils2::index_GFF3_gene_objs($gff3_file, $gene_obj_indexer_href);
my $num_starts_revised = 0;
foreach my $transcript_acc (sort keys %$asmbl_id_to_gene_list_href) {
print STDERR "-processing: $transcript_acc\n" if $DEBUG;
my @gene_ids = @{$asmbl_id_to_gene_list_href->{$transcript_acc}};
my $transcript_seq = uc $seqs{$transcript_acc};
foreach my $gene_id (@gene_ids) {
my $gene_obj = $gene_obj_indexer_href->{$gene_id};
my $revised_start_flag = &refine_start_codon_position($transcript_acc, $gene_id,
$gene_obj, $pwm_plus_obj, $pwm_minus_obj,
$pwm_range_aref, $min_threshold, $transcript_seq,
$ofh_start_scores);
if ($revised_start_flag) {
$num_starts_revised++;
## update naming convention based on now having an updated start codon.
if ($gene_obj->{com_name} =~ /internal/) {
$gene_obj->{com_name} =~ s/internal/3prime_partial/;
}
elsif ($gene_obj->{com_name} =~ /5prime_partial/) {
$gene_obj->{com_name} =~ s/5prime_partial/complete/;
}
}
print $gene_obj->to_GFF3_format(source => "transdecoder") . "\n";
}
}
close $ofh_start_scores;
print STDERR "-number of revised start positions: $num_starts_revised\n";
exit(0);
}
####
sub parse_range_and_thresholds {
my ($auc_file, $roc_file) = @_;
## get the most accurate search range:
my $best_range = "";
my $best_range_score = 0;
{
open(my $fh, $auc_file) or die "Error, cannot open file: $auc_file";
while (<$fh>) {
chomp;
my ($range, $score) = split(/\t/);
if ($score > $best_range_score) {
$best_range_score = $score;
$best_range = $range;
}
}
close $fh;
}
# get most accurate threshold
my $best_min_threshold = undef;
my $best_F1 = 0;
{
open(my $fh, $roc_file) or die "Error, cannot open file $roc_file";
my $header = <$fh>;
while (<$fh>) {
chomp;
my @x = split(/\t/);
my $cat = $x[0];
unless ($cat eq $best_range) { next; }
my $thresh = $x[1];
my $F1 = $x[8];
if ($F1 > $best_F1) {
$best_F1 = $F1;
$best_min_threshold = $thresh;
}
}
close $fh;
}
return($best_range, $best_min_threshold);
}
####
sub refine_start_codon_position {
my ($transcript_acc, $gene_id,
$gene_obj, $pwm_plus_obj, $pwm_minus_obj,
$pwm_range_aref, $min_threshold, $transcript_seq, $ofh_start_scores) = @_;
my $revised_start_flag = 0;
my $orient = $gene_obj->get_orientation();
my ($lend, $rend) = sort {$a<=>$b} $gene_obj->get_model_span();
my $orf_len = $rend - $lend + 1;
if ($orf_len % 3 != 0) {
die "Error, $orf_len is not mod 3 " . $gene_obj->toString();
}
my $orig_start_pos = $lend;
my $start_pos = $lend;
if ($orient eq '-') {
$transcript_seq = &reverse_complement($transcript_seq);
$start_pos = length($transcript_seq) - $rend + 1;
}
# only work on 5' partials
my $start_index = $start_pos - 1; # zero based
if (substr($transcript_seq, $start_index, 3) eq "ATG") {
return(0);
}
my @alt_starts;
my $max_search_pos = max($start_index + $adj_dist, $start_index + int($adj_pct * $orf_len / 100));
while ($transcript_seq =~ /(ATG)/g) {
my $pos = $-[0];
if ($pos > $max_search_pos) { last; } # too far
if ($pos > $start_index
&&
($pos - $start_index) % 3 == 0) { # in frame start
push (@alt_starts, $pos);
}
}
unless (@alt_starts) {
return($revised_start_flag);
}
my $pwm_len = $pwm_plus_obj->get_pwm_length();
my $best_alt_start = undef;
my $best_alt_start_score = undef;
my @alt_start_scores;
foreach my $alt_start (@alt_starts) {
my $feature_seq_start = $alt_start - $atg_pwm_pos;
if ($feature_seq_start > 0) {
my $feature_seq = substr($transcript_seq, $feature_seq_start, $pwm_len);
unless (length($feature_seq) == $pwm_len) { next; }
my $alt_start_score = $pwm_plus_obj->score_plus_minus_pwm($feature_seq, $pwm_minus_obj,
pwm_range => $pwm_range_aref);
if ($alt_start_score eq "NA") { next; }
$alt_start_score = sprintf("%.3f", $alt_start_score);
my $short_feature_seq = &translate_sequence(substr($transcript_seq, $alt_start, 15), 1);
push (@alt_start_scores, "${alt_start}_${short_feature_seq}_${alt_start_score}");
if ($alt_start_score >= $min_threshold
&&
( (! defined $best_alt_start_score) || $alt_start_score > $best_alt_start_score) ) {
$best_alt_start = $alt_start;
$best_alt_start_score = $alt_start_score;
}
}
}
if ($best_alt_start) {
$best_alt_start++; # make 1-based coord
my $new_start = $best_alt_start;
if ($orient eq '-') {
$new_start = length($transcript_seq) - $best_alt_start + 1;
}
my ($exon_obj) = $gene_obj->get_exons();
my $cds_obj = $exon_obj->get_CDS_obj();
$cds_obj->{end5} = $new_start;
$gene_obj->refine_gene_object();
$revised_start_flag = 1;
print STDERR "# refined start codon: $orig_start_pos -> $new_start\n" if $DEBUG;
print "# refined start codon: $orig_start_pos -> $new_start (score: $best_alt_start_score)\n";
}
if (@alt_start_scores) {
unshift(@alt_start_scores, $transcript_acc, $gene_id);
print $ofh_start_scores join("\t", @alt_start_scores) . "\n";
}
return($revised_start_flag);
}
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