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gnomADc.pm
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=head1 LICENSE
Copyright [2018-2020] QIMR Berghofer Medical Research 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
Stephen Kazakoff <[email protected]>
=cut
=head1 NAME
gnomADc
=head1 SYNOPSIS
mv gnomADc.pm ~/.vep/Plugins
./vep -i variations.vcf --plugin gnomADc,/path/to/gnomADc.gz
=head1 DESCRIPTION
A VEP plugin that retrieves gnomAD annotation from either the genome
or exome coverage files, available here:
https://gnomad.broadinstitute.org/downloads
To download the gnomad genomes coverage file in TSV format:
wget https://storage.googleapis.com/gcp-public-data--gnomad/release/2.1/coverage/genomes/gnomad.genomes.coverage.summary.tsv.bgz --no-check-certificate
To download the gnomad exomes coverage file in TSV format:
wget https://storage.googleapis.com/gcp-public-data--gnomad/release/2.1/coverage/exomes/gnomad.exomes.coverage.summary.tsv.bgz --no-check-certificate
The coverage summary files must be processed and Tabix indexed before
use by this plugin.
The following steps are necessary to tabix the gnomad genomes coverage file :
mv gnomad.genomes.coverage.summary.tsv.bgz gnomad.genomes.r2.1.gz
gunzip gnomad.genomes.r2.1.gz
sed '1s/.*/#&/' gnomad.genomes.r2.1 > gnomad.genomes.tabbed.tsv
bgzip gnomad.genomes.tabbed.tsv
tabix -s 1 -b 2 -e 2 gnomad.genomes.tabbed.tsv.gz
The following steps are neccessary to tabix the gnomad exomes coverage file :
mv gnomad.exomes.coverage.summary.tsv.bgz gnomad.exomes.r2.1.gz
gunzip gnomad.exomes.r2.1.gz
sed '1s/.*/#&/' gnomad.exomes.r2.1 > gnomad.exomes.tabbed.tsv
bgzip gnomad.exomes.tabbed.tsv
tabix -s 1 -b 2 -e 2 gnomad.exomes.tabbed.tsv.gz
By default, the output field prefix is 'gnomAD'. However if the input file's
basename is 'gnomADg' (genomes) or 'gnomADe' (exomes), then these values are
used instead. This makes it possible to call the plugin twice and include
both genome and exome coverage values in a single run. For example:
./vep -i variations.vcf --plugin gnomADc,/path/to/gnomADg.gz --plugin gnomADc,/path/to/gnomADe.gz
This plugin also tries to be backwards compatible with older versions of the
coverage summary files, including releases 2.0.1 and 2.0.2. These releases
make available one coverage file per chromosome and these can be used "as-is"
without requiring any preprocessing. To annotate against multiple tabix-indexed
chromosome files, instead specify the path to the parent directory. For example:
./vep -i variations.vcf --plugin gnomADc,/path/to/gnomad-public/release/2.0.2/coverage/genomes
When a directory path is supplied, only files immediately under this directory
that have a '.txt.gz' extension will attempt to be loaded. By default, the
output field prefix is simply 'gnomAD'. However if the parent directory is
either 'genomes' or 'exomes', then the output field prefix will be 'gnomADg'
or 'gnomADe', respectively.
If you use this plugin, please see the terms and data information:
https://gnomad.broadinstitute.org/terms
You must have the Bio::DB::HTS module or the tabix utility must be installed
in your path to use this plugin.
=cut
package gnomADc;
use strict;
use warnings;
use File::Basename;
use File::Spec;
use Bio::EnsEMBL::Variation::Utils::BaseVepTabixPlugin;
use base qw(Bio::EnsEMBL::Variation::Utils::BaseVepTabixPlugin);
sub new {
my $class = shift;
my $self = $class->SUPER::new(@_);
$self->expand_left(0);
$self->expand_right(0);
$self->get_user_params();
my $path = shift @{ $self->params };
die("ERROR: gnomADc input file not specified\n") unless $path;
die("ERROR: gnomADc input file not found\n") unless -e $path;
my $prefix = 'gnomAD';
if (-f $path) {
$self->add_file($path);
# use the file's basename to set a column prefix
my $basename = fileparse($path, qr/\.[^.]*/);
my %gnomad_basenames = map { $_ => 1 } qw( gnomADg gnomADe );
$prefix = $basename if exists $gnomad_basenames{$basename};
}
elsif (-d $path) {
opendir (my $fh, $path) or die $!;
for (readdir $fh) {
$self->add_file(File::Spec->catfile($path, $_)) if /\.txt\.gz$/;
}
closedir $fh;
# use the parent directory's basename to set a column prefix
my $basename = basename($path);
my %gnomad_dirnames = map { $_ => 1 } qw( genomes exomes );
$prefix .= substr($basename, 0, 1) if exists $gnomad_dirnames{$basename};
}
my @files = @{ $self->files() };
die("ERROR: Could not find any $prefix coverage files\n") unless @files;
$self->{prefix} = $prefix;
return $self;
}
sub feature_types {
return ['Feature', 'Intergenic'];
}
sub get_header_info {
my $self = shift;
my $prefix = $self->{prefix};
my %header_info;
for (qw(mean median)) {
$header_info{ join('_', $prefix, $_, 'cov') } = "$_ coverage";
}
for (qw(1x 5x 10x 15x 20x 25x 30x 50x 100x)) {
$header_info{ join('_', $prefix, $_, 'cov') } = "Fraction of samples at $_ coverage";
}
return \%header_info;
}
sub run {
my ($self, $vfoa) = @_;
my $vf = $vfoa->variation_feature;
(my $vf_chr = $vf->{chr}) =~ s/^chr//;
my ($vf_start, $vf_end) = ($vf->{start}, $vf->{end});
$vf_end = $vf_start if $vf_start > $vf_end;
my @results = @{ $self->get_data($vf_chr, $vf_start, $vf_end) };
return {} unless @results;
my %sums;
# sum the values across each position
for my $result (@results) {
$sums{$_} += $result->{$_} for keys %$result;
}
# take the average of each of the values
my %avgs = map { $_ => sprintf("%.4f", $sums{$_} / scalar @results) } keys %sums;
return \%avgs;
}
sub parse_data {
my ($self, $line) = @_;
my $prefix = $self->{prefix};
my ($chr, $pos, @cov) = split /\t/, $line;
my @keys = map {
join('_', $prefix, $_, 'cov')
}
qw(mean median 1x 5x 10x 15x 20x 25x 30x 50x 100x);
my %result;
@result{@keys} = @cov;
return \%result;
}
sub get_start {
return $_[1]->{start};
}
sub get_end {
return $_[1]->{end};
}
1;