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pLI.pm
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pLI.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 <https://www.ensembl.org/info/about/contact/index.html>
=cut
=head1 NAME
pLI - Add pLI score to the VEP output
=head1 SYNOPSIS
mv pLI.pm ~/.vep/Plugins
mv pLI_values.txt ~/.vep/Plugins
./vep -i variants.vcf --plugin pLI
=head1 DESCRIPTION
A VEP plugin that adds the probabililty of a gene being
loss-of-function intolerant (pLI) to the VEP output.
Lek et al. (2016) estimated pLI using the expectation-maximization
(EM) algorithm and data from 60,706 individuals from
ExAC (http://exac.broadinstitute.org). The closer pLI is to 1,
the more likely the gene is loss-of-function (LoF) intolerant.
Note: the pLI was calculated using a representative transcript and
is reported by gene in the plugin.
The data for the plugin is provided by Kaitlin Samocha and Daniel MacArthur.
See https://www.ncbi.nlm.nih.gov/pubmed/27535533 for a description
of the dataset and analysis.
The pLI_values.txt file is found alongside the plugin in the
VEP_plugins GitHub repository. The file contains the fields gene and pLI
extracted from the file at
https://ftp.broadinstitute.org/pub/ExAC_release/release0.3/functional_gene_constraint/
fordist_cleaned_exac_r03_march16_z_pli_rec_null_data.txt
From this file, extract gene or transcipt pLI scores:
To extract gene scores :
awk '{print $2, $20 }' fordist_cleaned_exac_r03_march16_z_pli_rec_null_data.txt > plI_gene.txt
NB: The gene scores file can also be found in the VEP_plugins directory.
To extract transcript scores:
awk '{print $1, $20 }' fordist_cleaned_exac_r03_march16_z_pli_rec_null_data.txt > plI_transcript.txt
NB: Using this file, No transcript score will be returned.
To use another values file, add it as a parameter i.e.
./vep -i variants.vcf --plugin pLI,values_file.txt
./vep -i variants.vcf --plugin pLI,values_file.txt,transcript # to check for the transcript score.
=cut
package pLI;
use strict;
use warnings;
use DBI;
use base qw(Bio::EnsEMBL::Variation::Utils::BaseVepPlugin);
use List::MoreUtils qw/zip/;
my %include_columns = (
"transcript" => {
"name" => "pLI_transcript_value"
},
"gene" => {
"name" => "pLI_gene_value"
}
);
sub new {
my $class = shift;
my $self = $class->SUPER::new(@_);
my $file = $self->params->[0];
my %scores;
my $value = $self->params->[1] if (defined ($self->params->[1]));
if(!$file) {
my $plugin_dir = $INC{'pLI.pm'};
$plugin_dir =~ s/pLI\.pm//i;
$file = $plugin_dir.'/pLI_values.txt';
}
die("ERROR: pLI values file $file not found\n") unless $file && -e $file;
# to get only the first line
open IN, "<", $file;
while (<IN>){
next unless m/gene|transcript/;
chomp;
$_ =~ m/gene|transcript|pLI/;
$self->{headers} = [split];
}
close IN;
die "ERROR: Could not read headers from $file\n" unless defined($self->{headers});
if (grep {$_ eq "gene"} @{$self->{headers}}){
$self->{header}{$include_columns{"gene"}{"name"}} = "pLI value by gene";
open my $fh, "<", $file;
while (<$fh>) {
chomp;
my ($gene, $score) = split;
next if $score eq 'pLI';
$scores{lc($gene)} = sprintf("%.2f", $score);
}
close $fh;
}
if (grep {$_ eq "transcript"} @{$self->{headers}}) {
open my $fh, "<", $file;
while (<$fh>) {
chomp;
my ($transcript, $score) = split;
next if $score eq "pLI";
$scores{lc($transcript)} = sprintf("%.2f", $score) ;
}
close $fh;
}
if (!defined ($self->params->[1]) || defined($self->params->[1]) eq 'gene' ){
die "Error: File does not have a gene column\n" unless grep {$_ eq "gene"} @{$self->{headers}};
$self->{header}{$include_columns{"gene"}{"name"}} = "pLI value by gene";
open my $fh, "<", $file;
while (<$fh>) {
chomp;
my ($gene, $score) = split;
next if $score eq 'pLI';
$scores{lc($gene)} = sprintf("%.2f", $score);
}
close $fh;
}
if ( defined($self->params->[1]) && $self->params->[1] eq 'transcript') {
die "Error: Could not find transcript in the headers\n" unless grep {$_ eq "transcript"} @{$self->{headers}};
$self->{header}{$include_columns{"transcript"}{"name"}} = "pLI value by transcript";
open my $fh, "<", $file;
while (<$fh>) {
chomp;
my ($transcript, $score) = split;
next if $score eq "pLI";
$scores{lc($transcript)} = sprintf("%.2f", $score) ;
}
close $fh;
}
die("ERROR: No scores read from $file\n") unless scalar keys %scores;
$self->{scores} = \%scores;
return $self;
}
sub feature_types {
return ['Transcript'];
}
sub get_header_info {
my $self = shift;
return $self->{header};
}
sub run {
my $self = shift;
my $tva = shift;
my $transcript = $tva->transcript;
return {} unless $transcript;
if (!defined ($self->params->[1]) || defined($self->{option}) eq "gene") {
my $symbol = $tva->transcript->{_gene_symbol} || $tva->transcript->{_gene_hgnc};
return {} unless $symbol;
return $self->{scores}->{lc($symbol)} ? { $include_columns{"gene"}{"name"} => $self->{scores}->{lc($symbol)}} : {};
}
if (defined($self->{option}) eq "transcript" || defined ($self->params->[1]) ) {
my $transcript = $tva->transcript->stable_id;
return {} unless $transcript;
return $self->{scores}->{lc($transcript)} ? { $include_columns{"transcript"}{"name"} => $self->{scores}->{lc($transcript)}} : {};
}
}
1;