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GeneSplicer.pm
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GeneSplicer.pm
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=head1 LICENSE
Copyright [1999-2015] Wellcome Trust Sanger Institute and the EMBL-European Bioinformatics Institute
Copyright [2016-2023] EMBL-European Bioinformatics Institute
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
=head1 CONTACT
Ensembl <http://www.ensembl.org/info/about/contact/index.html>
=cut
=head1 NAME
GeneSplicer
=head1 SYNOPSIS
mv GeneSplicer.pm ~/.vep/Plugins
./vep -i variants.vcf --plugin GeneSplicer,[path_to_genesplicer_bin],[path_to_training_dir],[option1=value],[option2=value]
=head1 DESCRIPTION
This is a plugin for the Ensembl Variant Effect Predictor (VEP) that
runs GeneSplicer (https://ccb.jhu.edu/software/genesplicer/) to get
splice site predictions.
It evaluates a tract of sequence either side of and including the
variant, both in reference and alternate states. The amount of
sequence included either side defaults to 100bp, but can be modified
by passing e.g. "context=50" as a parameter to the plugin.
Any predicted splicing regions that overlap the variant are reported
in the output with one of four states: no_change, diff, gain, loss
There follows a "/"-separated string consisting of the following data:
1) type (donor, acceptor)
2) coordinates (start-end)
3) confidence (Low, Medium, High)
4) score
Example: loss/acceptor/727006-727007/High/16.231924
If multiple sites are predicted, their reports are separated by ",".
For diff, the confidence and score for both the reference and alternate
sequences is reported as REF-ALT.
Example: diff/donor/621915-621914/Medium-Medium/7.020731-6.988368
Several parameters can be modified by passing them to the plugin string:
context : change the amount of sequence added either side of
the variant (default: 100bp)
tmpdir : change the temporary directory used (default: /tmp)
cache_size : change how many sequences' scores are cached in memory
(default: 50)
Example: --plugin GeneSplicer,$GS/bin/linux/genesplicer,$GS/human,context=200,tmpdir=/mytmp
On some systems the binaries provided will not execute, but can be compiled from source:
cd $GS/sources
make
cd -
./vep [options] --plugin GeneSplicer,$GS/sources/genesplicer,$GS/human
On Mac OSX the make step is known to fail; the genesplicer.cpp file requires modification:
cd $GS/sources
perl -pi -e "s/^main /int main /" genesplicer.cpp
make
=cut
package GeneSplicer;
use strict;
use warnings;
use Digest::MD5 qw(md5_hex);
use Bio::EnsEMBL::Utils::Sequence qw(reverse_comp);
use Bio::EnsEMBL::Variation::Utils::VariationEffect qw(overlap);
use Bio::EnsEMBL::Variation::Utils::BaseVepPlugin;
use base qw(Bio::EnsEMBL::Variation::Utils::BaseVepPlugin);
our %DEFAULTS = (
context => 100,
tmpdir => '/tmp',
cache_size => 50,
);
sub new {
my $class = shift;
my $self = $class->SUPER::new(@_);
# we need sequence, so no offline mode unless we have FASTA
die("ERROR: cannot function in offline mode without a FASTA file\n") if $self->{config}->{offline} && !$self->{config}->{fasta};
my $params = $self->params;
my $bin = shift @$params;
die("ERROR: genesplicer binary not specified\n") unless $bin;
die("ERROR: genesplicer binary not found\n") unless -e $bin;
my $test = `$bin 2>&1`;
die("ERROR: failed to run genesplicer binary:\n$test\n") unless $test =~ /^USAGE/;
$self->{_bin} = $bin;
my $training_dir = shift @$params;
die("ERROR: training directory not specified\n") unless $training_dir;
die("ERROR: training directory not found\n") unless -d $training_dir;
$self->{_training_dir} = $training_dir;
# defaults
$self->{'_param_'.$_} = $DEFAULTS{$_} for keys %DEFAULTS;
# REST API passes 1 as first param
shift @$params if $params->[0] && $params->[0] eq '1';
# set/override with user params
foreach my $param(@$params) {
my ($key, $val) = split('=', $param);
die("ERROR: Failed to parse parameter $param\n") unless defined($key) && defined($val);
$self->{'_param_'.$key} = $val;
}
return $self;
}
sub feature_types {
return ['Transcript'];
}
sub get_header_info {
return {
GeneSplicer => "GeneSplicer predictions"
};
}
sub run {
my ($self, $tva) = @_;
my $vf = $tva->variation_feature;
# get up and downstream sequences
my $up_seq = $vf->{slice}->sub_Slice(
$vf->{start} - $self->{'_param_context'},
$vf->{start} - 1,
$vf->strand
)->seq;
my $down_seq = $vf->{slice}->sub_Slice(
$vf->{end} + 1,
$vf->{end} + $self->{'_param_context'},
$vf->strand
)->seq;
# create ref seq by grabbing reference TVA
my $ref_seq = join("",
$up_seq,
$tva->transcript_variation->get_reference_TranscriptVariationAllele->variation_feature_seq,
$down_seq
);
return {} unless $ref_seq =~ /^[ACGT]+$/;
# create alt seq
my $alt_allele = $tva->variation_feature_seq;
$alt_allele =~ s/\-//g;
my $alt_seq = $up_seq.$alt_allele.$down_seq;
return {} unless $alt_seq =~ /^[ACGT]+$/;
# reverse comp if strands differ
if($tva->transcript->strand != $vf->strand) {
reverse_comp(\$ref_seq);
reverse_comp(\$alt_seq);
}
# get results
my $ref_results = $self->results_from_cache($ref_seq) || $self->results_from_seq($ref_seq);
my $alt_results = $self->results_from_cache($alt_seq) || $self->results_from_seq($alt_seq);
# compare results both ways
my $diff_ref_to_alt = $self->compare_results($ref_results, $alt_results);
my $diff_alt_to_ref = $self->compare_results($alt_results, $ref_results);
# get VF pos relative to tested sequence
my ($vf_start, $vf_end) = ($self->{'_param_context'} + 1, $self->{'_param_context'} + (($vf->{end} - $vf->{start}) + 1));
# get overlapping losses and gains
# and map to chromosome coords
my @losses =
map {$_->{gl} = 'loss'; $_}
@{$diff_ref_to_alt->{lost}};
my @gains =
map {$_->{gl} = 'gain'; $_}
@{$diff_alt_to_ref->{lost}};
my @diffs =
map {$_->{gl} = 'diff'; $_}
@{$diff_ref_to_alt->{diff}};
my $return = join(',',
map {
join('/',
$_->[0]->{gl},
$_->[0]->{type},
$_->[1]->{end5}.'-'.$_->[1]->{end3},
$_->[0]->{confidence},
$_->[0]->{score}
)
}
map {[$_, $self->map_ss_coords($_, $vf)]}
grep {overlap($vf_start, $vf_end, $_->{end5}, $_->{end3})}
(@losses, @gains, @diffs)
);
# probably of interest to report splice sites were found
# but no difference between ref and alt
if(!$return && grep {overlap($vf_start, $vf_end, $_->{end5}, $_->{end3})} @$ref_results) {
$return = join(',',
map {
join('/',
'no_change',
$_->[0]->{type},
$_->[1]->{end5}.'-'.$_->[1]->{end3},
$_->[0]->{confidence},
$_->[0]->{score}
)
}
map {[$_, $self->map_ss_coords($_, $vf)]}
grep {overlap($vf_start, $vf_end, $_->{end5}, $_->{end3})} @$ref_results
);
}
return $return ? { GeneSplicer => $return } : {};
}
sub results_from_seq {
my $self = shift;
my $seq = shift;
# write seqs to file
my $seq_file = $self->{'_param_tmpdir'}."/genesplicer_$$.fa";
open SEQ, ">$seq_file" or die("ERROR: Could not write to temporary sequence file $seq_file\n");
print SEQ ">SEQ\n$seq\n";
close SEQ;
my $result_file = $self->{'_param_tmpdir'}."/genesplicer_$$.results";
my $cmd = sprintf(
'%s %s %s -f %s',
$self->{'_bin'},
$seq_file,
$self->{'_training_dir'},
$result_file
);
my $output = `$cmd 2>&1`;
unlink($seq_file);
return [] unless -e $result_file;
open RES, $result_file;
my @results;
while(<RES>) {
chomp;
my ($end5, $end3, $score, $confidence, $type) = split;
push @results, {
end5 => $end5,
end3 => $end3,
score => $score,
confidence => $confidence,
type => $type
};
}
close RES;
unlink($result_file);
push @{$self->{cache}}, { hex => md5_hex($seq), results => \@results};
shift @{$self->{cache}} while scalar @{$self->{cache}} > $self->{_param_cache_size};
return \@results;
}
sub results_from_cache {
my $self = shift;
my $seq = shift;
my ($results) = map {$_->{results}} grep {$_->{hex} eq md5_hex($seq)} @{$self->{cache} || []};
return $results;
}
sub compare_results {
my $self = shift;
my $a = shift;
my $b = shift;
my (@diff, @lost);
foreach my $res_a(@$a) {
my @match = grep {
$_->{end5} == $res_a->{end5} &&
$_->{end3} == $res_a->{end3} &&
$_->{type} eq $res_a->{type}
} @$b;
# result not found in b
if(!@match) {
push @lost, $res_a;
}
# >1 result found
elsif(scalar @match > 1) {
warn("WARNING: Found two matches?\n");
}
# 1 match
elsif($match[0]->{score} != $res_a->{score}) {
my %diff = %$res_a;
$diff{score} .= '-'.$match[0]->{score};
$diff{confidence} .= '-'.$match[0]->{confidence};
push @diff, \%diff;
}
}
return { diff => \@diff, lost => \@lost};
}
sub map_ss_coords {
my $self = shift;
my $res = shift;
my $vf = shift;
my $return = {};
foreach my $coord(qw(end5 end3)) {
$return->{$coord} = (($res->{$coord} - $self->{'_param_context'}) + $vf->{start}) - 1;
}
return $return;
}
1;