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dbNSFP.pm
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dbNSFP.pm
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=head1 LICENSE
Copyright [1999-2015] Wellcome Trust Sanger Institute and the EMBL-European Bioinformatics Institute
Copyright [2016-2021] 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
dbNSFP
=head1 SYNOPSIS
mv dbNSFP.pm ~/.vep/Plugins
./vep -i variations.vcf --plugin dbNSFP,/path/to/dbNSFP.gz,col1,col2
./vep -i variations.vcf --plugin dbNSFP,'consequence=ALL',/path/to/dbNSFP.gz,col1,col2
./vep -i variations.vcf --plugin dbNSFP,'consequence=3_prime_UTR_variant&intron_variant',/path/to/dbNSFP.gz,col1,col2
=head1 DESCRIPTION
A VEP plugin that retrieves data for missense variants from a tabix-indexed
dbNSFP file.
Please cite the dbNSFP publications alongside the VEP if you use this resource:
dbNSFP https://www.ncbi.nlm.nih.gov/pubmed/21520341
dbNSFP v2.0 https://www.ncbi.nlm.nih.gov/pubmed/23843252
dbNSFP v3.0 https://www.ncbi.nlm.nih.gov/pubmed/26555599
dbNSFP v4 https://www.ncbi.nlm.nih.gov/pubmed/33261662
You must have the Bio::DB::HTS module or the tabix utility must be installed
in your path to use this plugin. The dbNSFP data file can be downloaded from
https://sites.google.com/site/jpopgen/dbNSFP.
The file must be processed and indexed with tabix before use by this plugin.
The file must be processed according to the dbNSFP release version and the assembly you use.
It is recommended to use the -T option with the sort command to specify a temporary directory with sufficient space.
Release 3.5a of dbNSFP uses GRCh38/hg38 coordinates and GRCh37/hg19
coordinates.
To use plugin with GRCh37/hg19 data:
> wget ftp://dbnsfp:[email protected]/dbNSFPv3.5a.zip
> unzip dbNSFPv3.5a.zip
> head -n1 dbNSFP3.5a_variant.chr1 > h
> cat dbNSFP3.5a_variant.chr* | grep -v ^#chr | awk '$8 != "."' | sort -T /path/to/tmp_folder -k8,8 -k9,9n - | cat h - | bgzip -c > dbNSFP_hg19.gz
> tabix -s 8 -b 9 -e 9 dbNSFP_hg19.gz
To use plugin with GRCh38/hg38 data:
> wget ftp://dbnsfp:[email protected]/dbNSFPv3.5a.zip
> unzip dbNSFPv3.5a.zip
> head -n1 dbNSFP3.5a_variant.chr1 > h
> cat dbNSFP3.5a_variant.chr* | grep -v ^#chr | sort -T /path/to/tmp_folder -k1,1 -k2,2n - | cat h - | bgzip -c > dbNSFP.gz
> tabix -s 1 -b 2 -e 2 dbNSFP.gz
For release 4.0a with GRCh38/hg38 data:
> wget ftp://dbnsfp:[email protected]/dbNSFP4.0a.zip
> unzip dbNSFP4.0a.zip
> zcat dbNSFP4.0a_variant.chr1.gz | head -n1 > h
> zgrep -h -v ^#chr dbNSFP4.0a_variant.chr* | sort -T /path/to/tmp_folder -k1,1 -k2,2n - | cat h - | bgzip -c > dbNSFP4.0a.gz
> tabix -s 1 -b 2 -e 2 dbNSFP4.0a.gz
For release 4.1a with GRCh38/hg38 data:
> wget ftp://dbnsfp:[email protected]/dbNSFP4.1a.zip
> unzip dbNSFP4.1a.zip
> zcat dbNSFP4.1a_variant.chr1.gz | head -n1 > h
> zgrep -h -v ^#chr dbNSFP4.1a_variant.chr* | sort -T /path/to/tmp_folder -k1,1 -k2,2n - | cat h - | bgzip -c > dbNSFP4.1a_grch38.gz
> tabix -s 1 -b 2 -e 2 dbNSFP4.1a_grch38.gz
For release 4.1a with GRCh37/hg19 data:
> wget ftp://dbnsfp:[email protected]/dbNSFP4.1a.zip
> unzip dbNSFP4.1a.zip
> zcat dbNSFP4.1a_variant.chr1.gz | head -n1 > h
> zgrep -h -v ^#chr dbNSFP4.1a_variant.chr* | awk '$8 != "." ' | sort -T /path/to/tmp_folder -k8,8 -k9,9n - | cat h - | bgzip -c > dbNSFP4.1a_grch37.gz
> tabix -s 8 -b 9 -e 9 dbNSFP4.1a_grch37.gz
When running the plugin you must list at least one column to retrieve from the
dbNSFP file, specified as parameters to the plugin e.g.
--plugin dbNSFP,/path/to/dbNSFP.gz,LRT_score,GERP++_RS
You may include all columns with ALL; this fetches a large amount of data per
variant!:
--plugin dbNSFP,/path/to/dbNSFP.gz,ALL
Tabix also allows the data file to be hosted on a remote server. This plugin is
fully compatible with such a setup - simply use the URL of the remote file:
--plugin dbNSFP,http://my.files.com/dbNSFP.gz,col1,col2
The plugin replaces occurrences of ';' with ',' and '|' with '&'. However, some
data field columns, e.g. Interpro_domain, use the replacement characters. We
added a file with replacement logic for customising the required replacement
of ';' and '|' in dbNSFP data columns. In addition to the default replacements
(; to , and | to &) users can add customised replacements. Users can either modify
the file dbNSFP_replacement_logic in the VEP_plugins directory or provide their own
file as second argument when calling the plugin:
--plugin dbNSFP,/path/to/dbNSFP.gz,/path/to/dbNSFP_replacement_logic,LRT_score,GERP++_RS
Note that transcript sequences referred to in dbNSFP may be out of sync with
those in the latest release of Ensembl; this may lead to discrepancies with
scores retrieved from other sources.
If the dbNSFP README file is found in the same directory as the data file,
column descriptions will be read from this and incorporated into the VEP output
file header.
The plugin matches rows in the tabix-indexed dbNSFP file on:
position
alt allele
aaref - reference amino acid
aaalt - alternative amino acid
To match only on the first position and the alt allele use --pep_match=0
--plugin dbNSFP,/path/to/dbNSFP.gz,pep_match=0,col1,col2
=cut
package dbNSFP;
use strict;
use warnings;
use Bio::EnsEMBL::Utils::Sequence qw(reverse_comp);
use Bio::EnsEMBL::Variation::Utils::BaseVepTabixPlugin;
use base qw(Bio::EnsEMBL::Variation::Utils::BaseVepTabixPlugin);
my %INCLUDE_SO = map {$_ => 1} qw(missense_variant stop_lost stop_gained start_lost);
sub new {
my $class = shift;
my $self = $class->SUPER::new(@_);
$self->expand_left(0);
$self->expand_right(0);
my $index = 0;
$self->{consequence} = 'filter';
if ($self->params->[$index] =~ /^consequence=/) {
# parse consequences
my $consequences = $self->params->[$index];
$consequences =~ s/consequence=//;
if (uc $consequences eq 'ALL') {
$self->{consequence} = 'ALL';
} else {
%INCLUDE_SO = map {$_ => 1} split/&/, $consequences;
}
$index++;
}
# get dbNSFP file
my $file = $self->params->[$index];
my $version;
if ($file =~ /2\.9/) {
$version = '2.9';
} elsif ($file =~ /4\.0b1/) { # we need to treat this version as a special case because the name of the location column is different from other releases
$version = '4.0.1';
} elsif ($file =~ /4\./) {
$version = '4';
} elsif ($file =~ /3\./) {
$version = 3;
} else {
die "ERROR: Could not retrieve dbNSFP version from filename $file\n";
}
$self->{dbNSFP_version} = $version;
$self->add_file($file);
# get headers
open HEAD, "tabix -fh $file 1:1-1 2>&1 | ";
while(<HEAD>) {
next unless /^\#/;
chomp;
$_ =~ s/^\#//;
$self->{headers} = [split];
}
close HEAD;
die "ERROR: Could not read headers from $file\n" unless defined($self->{headers}) && scalar @{$self->{headers}};
# check alt and Ensembl_transcriptid headers
foreach my $h(qw(alt Ensembl_transcriptid)) {
die "ERROR: Could not find required column $h in $file\n" unless grep {$_ eq $h} @{$self->{headers}};
}
# check if 2nd argument is a file that specifies replacement logic
# read replacement logic
$index++;
my $replacement_file = $self->params->[$index];
if (defined $replacement_file && -e $replacement_file) {
$self->add_replacement_logic($replacement_file);
$index++;
} else {
$self->add_replacement_logic();
}
# Peptide matching on by default
$self->{pep_match} = 1;
if ($self->params->[$index] =~ /^pep_match=/) {
my $pep_match = $self->params->[$index];
$pep_match =~ s/pep_match=//;
$index++;
if ($pep_match == 0) {
$self->{pep_match} = 0;
}
}
if ($self->{pep_match}) {
# Check the columns for the aa are there
foreach my $h (qw(aaalt aaref)) {
die("ERROR: Could not find the required column $h for pep_match option in $file\n") unless grep{$_ eq $h} @{$self->{headers}};
}
}
# get required columns
while(defined($self->params->[$index])) {
my $col = $self->params->[$index];
if($col eq 'ALL') {
$self->{cols} = {map {$_ => 1} @{$self->{headers}}};
last;
}
die "ERROR: Column $col not found in header for file $file. Available columns are:\n".join(",", @{$self->{headers}})."\n" unless grep {$_ eq $col} @{$self->{headers}};
$self->{cols}->{$self->params->[$index]} = 1;
$index++;
}
die "ERROR: No columns selected to fetch. Available columns are:\n".join(",", @{$self->{headers}})."\n" unless defined($self->{cols}) && scalar keys %{$self->{cols}};
return $self;
}
sub feature_types {
return ['Transcript'];
}
sub get_header_info {
my $self = shift;
if(!exists($self->{_header_info})) {
# look for readme
my $file_dir = $self->files->[0];
my %rm_descs;
# won't work for remote
if($file_dir !~ /tp\:\/\//) {
# get just dir
$file_dir =~ s/\/[^\/]+$/\//;
if(opendir DIR, $file_dir) {
my ($readme_file) = grep {/dbnsfp.*readme\.txt/i} readdir DIR;
closedir DIR;
if(open RM, $file_dir.$readme_file) {
my ($col, $reading);
# parse dbNSFP readme
# relevant lines look like:
#
# 1 column1_name: description blah blah
# blah blah blah
# 2 column2_name: description blah blah
# blah blah blah
while(<RM>) {
chomp;
s/\r$//g;
if(/^\d+\s/) {
$reading = 1;
m/^\d+\s+(.+?)\:\s+(.+)/;
$col = $1;
$rm_descs{$col} = '(from dbNSFP) '.$2 if $col && $2;
}
elsif($reading && /\w/) {
s/^\s+//;
$rm_descs{$col} .= ' '.$_;
}
else {
$reading = 0;
}
}
close RM;
# remove multiple spaces
$rm_descs{$_} =~ s/\s+/ /g for keys %rm_descs;
}
}
}
$self->{_header_info} = {map {$_ => $rm_descs{$_} || ($_.' from dbNSFP file')} keys %{$self->{cols}}};
}
return $self->{_header_info};
}
sub run {
my ($self, $tva) = @_;
# only for missense variants
if ($self->{consequence} eq 'filter') {
return {} unless grep {$INCLUDE_SO{$_->SO_term}} @{$tva->get_all_OverlapConsequences};
}
my $vf = $tva->variation_feature;
my $tv = $tva->transcript_variation;
return {} unless $vf->{start} == $vf->{end};
# get allele, reverse comp if needed
my $allele = $tva->variation_feature_seq;
reverse_comp(\$allele) if $vf->{strand} < 0;
return {} unless $allele =~ /^[ACGT]$/;
# get transcript stable ID
my $tr_id = $tva->transcript->stable_id;
my $data;
my $pos;
my $allele_string;
my $assembly = $self->{config}->{assembly};
my $chr = ($vf->{chr} =~ /MT/i) ? 'M' : $vf->{chr};
foreach my $tmp_data(@{$self->get_data($chr, $vf->{start} - 1, $vf->{end})}) {
# compare allele and transcript
if ($assembly eq 'GRCh37') {
if (exists $tmp_data->{'pos(1-coor)'} && $self->{dbNSFP_version} eq '2.9') {
# for dbNSFP version 2.9.1
$pos = $tmp_data->{'pos(1-coor)'}
} elsif (exists $tmp_data->{'hg19_pos(1-based)'}) {
# for dbNSFP version 3.5c indexed for hg19/(=GRCh37)
$pos = $tmp_data->{'hg19_pos(1-based)'}
} else {
die "dbNSFP file does not contain required columns (pos(1-coor) for version 2.9.1 or hg19_pos(1-based) for the other versions) to use with GRCh37\n";
}
} else {
if (exists $tmp_data->{'pos(1-based)'}) {
$pos = $tmp_data->{'pos(1-based)'}
} elsif (exists $tmp_data->{'pos(1-coor)'} && $self->{dbNSFP_version} eq '4.0.1' ) {
$pos = $tmp_data->{'pos(1-coor)'};
} else {
die "dbNSFP file does not contain required column pos(1-based) to use with GRCh38 or pos(1-coor) for dbNSFP version ".$self->{dbNSFP_version} ."\n" ;
}
}
next unless
$pos == $vf->{start} &&
defined($tmp_data->{alt}) &&
$tmp_data->{alt} eq $allele;
if ($self->{pep_match}) {
$allele_string = join('/', $tmp_data->{aaref}, $tmp_data->{aaalt});
$allele_string =~ s/X/*/g;
next if ($tva->pep_allele_string() ne $allele_string);
}
# make a clean copy as we're going to edit it
%$data = %$tmp_data;
# convert data with multiple transcript values
# if($data->{Ensembl_transcriptid} =~ m/\;/) {
# # find the "index" of this transcript
# my @tr_ids = split(';', $data->{Ensembl_transcriptid});
# my $tr_index;
# for my $i(0..$#tr_ids) {
# $tr_index = $i;
# last if $tr_ids[$tr_index] =~ /^$tr_id(\.\d+)?$/;
# }
# next unless defined($tr_index);
# # now alter other fields
# foreach my $key(keys %$data) {
# if($data->{$key} =~ m/\;/) {
# my @split = split(';', $data->{$key});
# die("ERROR: Transcript index out of range") if $tr_index > $#split;
# $data->{$key} = $split[$tr_index];
# }
# }
# }
last;
}
return {} unless scalar keys %$data;
# get required data
my @from = @{$self->{replacement}->{default}->{from}};
my @to = @{$self->{replacement}->{default}->{to}};
my %return;
foreach my $colname (keys %$data) {
next if(!defined($self->{cols}->{$colname}));
next if($data->{$colname} eq '.');
my @from = @{$self->{replacement}->{default}->{from}};
my @to = @{$self->{replacement}->{default}->{to}};
@from = @{$self->{replacement}->{$colname}->{from}} if (defined $self->{replacement}->{$colname});
@to = @{$self->{replacement}->{$colname}->{to}} if (defined $self->{replacement}->{$colname});
for my $i (0 .. $#from) {
$data->{$colname} =~ s/\Q$from[$i]\E/$to[$i]/g;
}
$return{$colname} = $data->{$colname};
}
return \%return;
}
sub parse_data {
my ($self, $line) = @_;
$line =~ s/\r$//g;
my @split = split /\t/, $line;
# parse data into hash of col names and values
my %data = map {$self->{headers}->[$_] => $split[$_]} (0..(scalar @{$self->{headers}} - 1));
return \%data;
}
sub get_start {
return $_[1]->{'pos(1-based)'};
}
sub get_end {
return $_[1]->{'pos(1-based)'};
}
sub add_replacement_logic {
my $self = shift;
my $file = shift;
$file ||= 'dbNSFP_replacement_logic';
if (! -e $file) {
$self->{replacement}->{default}->{from} = [';', '|'];
$self->{replacement}->{default}->{to} = [',', '&'];
} else {
open FILE, $file;
while(<FILE>) {
chomp;
next if /^colname/;
my ($colname, $from, $to) = split/\s+/;
die ("ERROR: 3 values separated by whitespace are required: colname from to.") if(!($colname && $from && $to));
push @{$self->{replacement}->{$colname}->{from}}, $from;
push @{$self->{replacement}->{$colname}->{to}}, $to;
}
close FILE;
die("ERROR: No default replacement logic has been specified.\n") if (!defined $self->{replacement}->{default});
}
}
1;