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maf2maf.pl
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maf2maf.pl
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#!/usr/bin/env perl
# maf2maf - Reannotate the effects of variants in a MAF by running maf2vcf followed by vcf2maf
use strict;
use warnings;
use IO::File;
use Getopt::Long qw( GetOptions );
use Pod::Usage qw( pod2usage );
use File::Temp qw( tempdir );
use File::Copy qw( move );
use File::Path qw( mkpath );
use Config;
# Set any default paths and constants
my ( $tum_depth_col, $tum_rad_col, $tum_vad_col ) = qw( t_depth t_ref_count t_alt_count );
my ( $nrm_depth_col, $nrm_rad_col, $nrm_vad_col ) = qw( n_depth n_ref_count n_alt_count );
my ( $vep_path, $vep_data, $vep_forks, $buffer_size, $any_allele ) = ( "$ENV{HOME}/miniconda3/bin", "$ENV{HOME}/.vep", 4, 5000, 0 );
my ( $ref_fasta, $filter_vcf ) = ( "$ENV{HOME}/.vep/homo_sapiens/112_GRCh37/Homo_sapiens.GRCh37.dna.toplevel.fa.gz", "" );
my ( $species, $ncbi_build, $cache_version, $maf_center, $max_subpop_af ) = ( "homo_sapiens", "GRCh37", "", ".", 0.0004 );
my $perl_bin = $Config{perlpath};
# Columns that can be safely borrowed from the input MAF
my $retain_cols = "Center,Verification_Status,Validation_Status,Mutation_Status,Sequencing_Phase" .
",Sequence_Source,Validation_Method,Score,BAM_file,Sequencer,Tumor_Sample_UUID" .
",Matched_Norm_Sample_UUID";
# Columns that should never be overridden since they are results of re-annotation
my %force_new_cols = map{ my $c = lc; ( $c, 1 )} qw( Hugo_Symbol Entrez_Gene_Id NCBI_Build
Chromosome Start_Position End_Position Strand Variant_Classification Variant_Type
Reference_Allele Tumor_Seq_Allele1 Tumor_Seq_Allele2 dbSNP_RS Tumor_Sample_Barcode
Matched_Norm_Sample_Barcode Match_Norm_Seq_Allele1 Match_Norm_Seq_Allele2
Tumor_Validation_Allele1 Tumor_Validation_Allele2 Match_Norm_Validation_Allele1
Match_Norm_Validation_Allele2 HGVSc HGVSp HGVSp_Short Transcript_ID Exon_Number t_depth
t_ref_count t_alt_count n_depth n_ref_count n_alt_count all_effects Allele Gene Feature
Feature_type Consequence cDNA_position CDS_position Protein_position Amino_acids Codons
Existing_variation ALLELE_NUM DISTANCE STRAND_VEP SYMBOL SYMBOL_SOURCE HGNC_ID BIOTYPE CANONICAL
CCDS ENSP SWISSPROT TREMBL UNIPARC RefSeq SIFT PolyPhen EXON INTRON DOMAINS AF AFR_AF
AMR_AF ASN_AF EAS_AF EUR_AF SAS_AF AA_AF EA_AF CLIN_SIG SOMATIC PUBMED MOTIF_NAME
MOTIF_POS HIGH_INF_POS MOTIF_SCORE_CHANGE IMPACT PICK VARIANT_CLASS TSL HGVS_OFFSET PHENO
MINIMISED ExAC_AF ExAC_AF_AFR ExAC_AF_AMR ExAC_AF_EAS ExAC_AF_FIN ExAC_AF_NFE ExAC_AF_OTH
ExAC_AF_SAS GENE_PHENO FILTER flanking_bps variant_id variant_qual ExAC_AF_Adj ExAC_AC_AN_Adj
ExAC_AC_AN ExAC_AC_AN_AFR ExAC_AC_AN_AMR ExAC_AC_AN_EAS ExAC_AC_AN_FIN ExAC_AC_AN_NFE
ExAC_AC_AN_OTH ExAC_AC_AN_SAS ExAC_FILTER gnomADe_AF gnomADe_AFR_AF gnomADe_AMR_AF
gnomADe_ASJ_AF gnomADe_EAS_AF gnomADe_FIN_AF gnomADe_NFE_AF gnomADe_OTH_AF gnomADe_SAS_AF
);
# Check for missing or crappy arguments
unless( @ARGV and $ARGV[0]=~m/^-/ ) {
pod2usage( -verbose => 0, -message => "$0: Missing or invalid arguments!\n", -exitval => 2 );
}
# Parse options and print usage syntax on a syntax error, or if help was explicitly requested
my ( $man, $help ) = ( 0, 0 );
my ( $input_maf, $output_maf, $tmp_dir, $custom_enst_file );
GetOptions(
'help!' => \$help,
'man!' => \$man,
'input-maf=s' => \$input_maf,
'output-maf=s' => \$output_maf,
'tmp-dir=s' => \$tmp_dir,
'tum-depth-col=s' => \$tum_depth_col,
'tum-rad-col=s' => \$tum_rad_col,
'tum-vad-col=s' => \$tum_vad_col,
'nrm-depth-col=s' => \$nrm_depth_col,
'nrm-rad-col=s' => \$nrm_rad_col,
'nrm-vad-col=s' => \$nrm_vad_col,
'retain-cols=s' => \$retain_cols,
'custom-enst=s' => \$custom_enst_file,
'vep-path=s' => \$vep_path,
'vep-data=s' => \$vep_data,
'vep-forks=s' => \$vep_forks,
'buffer-size=i' => \$buffer_size,
'any-allele!' => \$any_allele,
'species=s' => \$species,
'ncbi-build=s' => \$ncbi_build,
'cache-version=s' => \$cache_version,
'ref-fasta=s' => \$ref_fasta,
'max-subpop-af=f' => \$max_subpop_af
) or pod2usage( -verbose => 1, -input => \*DATA, -exitval => 2 );
pod2usage( -verbose => 1, -input => \*DATA, -exitval => 0 ) if( $help );
pod2usage( -verbose => 2, -input => \*DATA, -exitval => 0 ) if( $man );
# Locate the maf2vcf and vcf2maf scripts that should be next to this script
my ( $script_dir ) = $0 =~ m/^(.*)\/maf2maf/;
$script_dir = "." unless( $script_dir );
my ( $maf2vcf_path, $vcf2maf_path ) = ( "$script_dir/maf2vcf.pl", "$script_dir/vcf2maf.pl" );
( -s $maf2vcf_path ) or die "ERROR: Couldn't locate maf2vcf.pl! Must be beside maf2maf.pl\n";
( -s $vcf2maf_path ) or die "ERROR: Couldn't locate vcf2maf.pl! Must be beside maf2maf.pl\n";
# Check if required arguments are missing or problematic
( defined $input_maf ) or die "ERROR: --input-maf must be defined!\n";
( -s $input_maf ) or die "ERROR: Provided --input-maf is missing or empty: $input_maf\n";
( -s $ref_fasta ) or die "ERROR: Provided --ref-fasta is missing or empty: $ref_fasta\n";
( $input_maf !~ m/\.(gz|bz2|bcf)$/ ) or die "ERROR: Unfortunately, --input-maf cannot be in a compressed format\n";
# Create a temporary directory for our intermediate files, unless the user wants to use their own
if( $tmp_dir ) {
mkpath( $tmp_dir );
}
else {
$tmp_dir = tempdir( CLEANUP => 1 );
}
# Construct a maf2vcf command and run it
my $maf2vcf_cmd = "$perl_bin '$maf2vcf_path' --input-maf '$input_maf' --output-dir '$tmp_dir' " .
"--ref-fasta '$ref_fasta' --tum-depth-col $tum_depth_col --tum-rad-col $tum_rad_col " .
"--tum-vad-col $tum_vad_col --nrm-depth-col $nrm_depth_col --nrm-rad-col $nrm_rad_col ".
"--nrm-vad-col $nrm_vad_col --per-tn-vcfs";
system( $maf2vcf_cmd ) == 0 or die "\nERROR: Failed to run maf2vcf! Command: $maf2vcf_cmd\n";
my $tmp_basename = "$tmp_dir/" . substr( $input_maf, rindex( $input_maf, '/' ) + 1 );
$tmp_basename =~ s/(\.)?(maf|tsv|txt)?$//;
my $vcf_file = $tmp_basename . ".vcf";
my $vep_anno = $tmp_basename . ".vep.vcf";
# Skip running VEP if a VEP-annotated VCF already exists
if( -s $vep_anno ) {
warn "WARNING: Annotated VCF already exists ($vep_anno). Skipping re-annotation.\n";
}
else {
warn "STATUS: Running VEP and writing to: $vep_anno\n";
# Make sure we can find the VEP script
my $vep_script = ( -s "$vep_path/vep" ? "$vep_path/vep" : "$vep_path/variant_effect_predictor.pl" );
( -s $vep_script ) or die "ERROR: Cannot find VEP script in path: $vep_path\n";
# Contruct VEP command using some default options and run it
my $vep_cmd = "$perl_bin '$vep_script' --species $species --assembly $ncbi_build --offline --no_progress --no_stats --buffer_size $buffer_size --sift b --ccds --uniprot --hgvs --symbol --numbers --domains --gene_phenotype --canonical --protein --biotype --uniprot --tsl --pubmed --variant_class --shift_hgvs 1 --check_existing --total_length --allele_number --no_escape --xref_refseq --failed 1 --vcf --flag_pick_allele --pick_order canonical,tsl,biotype,rank,ccds,length --dir '$vep_data' --fasta '$ref_fasta' --format vcf --input_file '$vcf_file' --output_file '$vep_anno'";
# VEP barks if --fork is set to 1. So don't use this argument unless it's >1
$vep_cmd .= " --fork $vep_forks" if( $vep_forks > 1 );
# Require allele match for co-located variants unless user-rejected or we're using a newer VEP
$vep_cmd .= " --check_allele" unless( $any_allele or $vep_script =~ m/vep$/ );
# Add --cache-version only if the user specifically asked for a version
$vep_cmd .= " --cache_version $cache_version" if( $cache_version );
# Add options that only work on human variants
if( $species eq "homo_sapiens" ) {
# Slight change in these arguments if using the newer VEP
$vep_cmd .= " --polyphen b " . ( $vep_script =~ m/vep$/ ? "--af --af_1kg --af_gnomad" : "--gmaf --maf_1kg --maf_esp" );
}
# Add options that work for most species, except a few
$vep_cmd .= " --regulatory" unless( $species eq "canis_familiaris" );
# Make sure it ran without error codes
system( $vep_cmd ) == 0 or die "\nERROR: Failed to run the VEP annotator! Command: $vep_cmd\n";
( -s $vep_anno ) or warn "WARNING: VEP-annotated VCF file is missing or empty: $vep_anno\n";
}
# Load the tumor-normal pairs from the TSV created by maf2vcf
my $tsv_file = $tmp_basename . ".pairs.tsv";
# Store the VEP annotated VCF header so we can duplicate it for per-TN VCFs
my $vep_vcf_header = `grep ^## '$vep_anno'`;
# Split the multi-sample VEP annotated VCF into per-TN VCFs
my ( %tn_pair, %t_col_idx, %n_col_idx, %tn_vep );
my $vep_fh = IO::File->new( $vep_anno ) or die "ERROR: Couldn't open file: $vep_anno\n";
while( my $line = $vep_fh->getline ) {
# Skip comment lines, but parse everything else including the column headers
next if( $line =~ m/^##/ );
my @cols = map{s/^\s+|\s+$|\r|\n//g; $_} split( /\t/, $line );
# Parse the header line to map column names to their indexes
if( $line =~ m/^#CHROM/ ) {
# Initialize VCF header and fill up %tn_pair for each tumor-normal pair
foreach ( `grep -Ev ^# '$tsv_file'` ){
chomp;
my @ids = split( "\t", $_ );
$t_col_idx{ $ids[ 0 ] } = 1;
$n_col_idx{ $ids[ 1 ] } = 1;
# If the same tumor is paired with different normals, treat them as separate TN-pairs
$tn_pair{ $ids[ 0 ] }{ $ids[ 1 ] } = 1;
my $tn_vcf_file = "$tmp_dir/$ids[0]\_vs_$ids[1].vep.vcf";
$tn_vep{ $tn_vcf_file } = $vep_vcf_header . "#CHROM\tPOS\tID\tREF\tALT\tQUAL\tFILTER\tINFO\tFORMAT\t$ids[0]\t$ids[1]\n";
}
# Save VCF column indexes of tumors and normals in %t_col_idx and %n_col_idx, respectively.
foreach my $idx ( 9..$#cols ){
my $id = $cols[ $idx ];
$t_col_idx{ $id } = $idx if( exists $t_col_idx{ $id } );
$n_col_idx{ $id } = $idx if( exists $n_col_idx{ $id } );
}
}
# For all other lines containing variants, cache it for the appropriate per-TN VCF
else {
my $GT_idx;
my @format_keys = split( /\:/, $cols[8] );
map{ $GT_idx = $_ if( $format_keys[ $_ ] eq "GT" ) } ( 0..$#format_keys );
# Look for non-null normal genotypes
my @n_cols;
foreach my $n_id ( keys %n_col_idx ){
my $n_idx = $n_col_idx{ $n_id };
next if( $n_idx < 9 );
my @n_info = split( /\:/, $cols[ $n_idx ] );
( $n_info[ $GT_idx ] eq './.' ) or push @n_cols, $n_id;
}
foreach my $t_id ( keys %t_col_idx ){
my $t_idx = $t_col_idx{ $t_id };
next if( $t_idx < 9 );
my @t_info = split( /\:/, $cols[ $t_idx ] );
# Skip variants for TN-pairs where the tumor genotype is null
next if ( $t_info[ $GT_idx ] eq './.' );
# Otherwise write it to the appropriate per-TN VCF file
foreach my $n_id ( @n_cols ){
my $n_idx = $n_col_idx{ $n_id };
my $tn_vcf_file = "$tmp_dir/$t_id\_vs_$n_id.vep.vcf";
$tn_vep{ $tn_vcf_file } .= join( "\t", @cols[0..8,$t_idx,$n_idx] ) . "\n" if( exists $tn_pair{ $t_id }{ $n_id } );
}
}
}
}
# Write the cached contents of per-TN annotated VCFs into files
foreach my $tn_vcf_file ( keys %tn_vep ) {
my $tn_vep_fh = IO::File->new( $tn_vcf_file, ">" ) or die "ERROR: Couldn't open file: $tn_vcf_file\n";
$tn_vep_fh->print( $tn_vep{$tn_vcf_file} );
$tn_vep_fh->close;
}
# For each annotated VCF generated above, contruct a vcf2maf command and run it
my @vcfs = grep{ !m/$tmp_basename/ } glob( "$tmp_dir/*.vep.vcf" );
foreach my $tn_vcf ( @vcfs ) {
my ( $tumor_id, $normal_id ) = $tn_vcf=~m/^.*\/(.*)_vs_(.*)\.vep.vcf/;
my $tn_maf = $tn_vcf;
$tn_maf =~ s/.vep.vcf$/.vep.maf/;
my $vcf2maf_cmd = "$perl_bin '$vcf2maf_path' --input-vcf '$tn_vcf' --output-maf '$tn_maf' --inhibit-vep" .
" --tumor-id $tumor_id --normal-id $normal_id --vep-path '$vep_path' --vep-data '$vep_data' " .
" --ref-fasta '$ref_fasta' --ncbi-build $ncbi_build --species $species --max-subpop-af $max_subpop_af";
$vcf2maf_cmd .= " --custom-enst '$custom_enst_file'" if( $custom_enst_file );
system( $vcf2maf_cmd ) == 0 or die "\nERROR: Failed to run vcf2maf! Command: $vcf2maf_cmd\n";
}
# Fetch the column header from one of the resulting MAFs
my @mafs = glob( "$tmp_dir/*.vep.maf" );
my $maf_header = `grep ^Hugo_Symbol '$mafs[0]' | head -n1`;
chomp( $maf_header );
# If user wants to retain some columns from the input MAF, fetch those and override
my %input_maf_data = ();
if( $retain_cols ) {
# Parse the input MAF and fetch the data for columns that we need to retain/override
my $input_maf_fh = IO::File->new( $input_maf ) or die "ERROR: Couldn't open --input-maf\n";
my %input_maf_col_idx = (); # Hash to map column names to column indexes
while( my $line = $input_maf_fh->getline ) {
next if( $line =~ m/^#/ ); # Skip comments
# Do a thorough removal of carriage returns, line feeds, prefixed/suffixed whitespace
my @cols = map{s/^\s+|\s+$|\r|\n//g; $_} split( /\t/, $line );
# Parse the header line to map column names to their indexes
if( $line =~ m/^(Hugo_Symbol|Chromosome|Tumor_Sample_Barcode)/i ) {
my $idx = 0;
map{ my $c = lc; $input_maf_col_idx{$c} = $idx; ++$idx } @cols;
# Check for columns to retain that are not in old MAF, or columns we shouldn't override in new MAF
foreach my $c ( split( ",", $retain_cols )) {
my $c_lc = lc( $c );
if( !defined $input_maf_col_idx{$c_lc} ) {
warn "WARNING: Column '$c' not found in old MAF.\n";
}
elsif( $force_new_cols{$c_lc} ) {
warn "WARNING: Column '$c' cannot be overridden in new MAF.\n";
}
}
}
else {
# Extract minimal variant info, and figure out which of the tumor alleles is non-REF
my ( $chr, $pos, $ref, $al1, $al2, $sample_id ) = map{ my $c = lc; ( defined $input_maf_col_idx{$c} ? $cols[$input_maf_col_idx{$c}] : "" ) } qw( Chromosome Start_Position Reference_Allele Tumor_Seq_Allele1 Tumor_Seq_Allele2 Tumor_Sample_Barcode );
# Prefer Tumor_Seq_Allele2 over Tumor_Seq_Allele1 if both are non-REF
my $var = (( defined $al2 and $al2 and $al2 ne $ref ) ? $al2 : $al1 );
# Remove (only one) prefixed reference bp from alleles, using "-" for simple indels
if( $ref and $var and substr( $ref, 0, 1 ) eq substr( $var, 0, 1 ) and $ref ne $var ) {
( $ref, $var ) = map{$_ = substr( $_, 1 ); ( $_ ? $_ : "-" )} ( $ref, $var );
++$pos unless( $ref eq "-" );
}
# Create a key for this variant using Chromosome:Start_Position:Tumor_Sample_Barcode:Reference_Allele:Variant_Allele
my $key = join( ":", $chr, $pos, $sample_id, $ref, $var );
%{$input_maf_data{$key}} = ();
# Store values for this variant into a hash, adding column names to the key
foreach my $c ( map{lc} split( ",", $retain_cols )) {
if( defined $input_maf_col_idx{$c} and defined $cols[$input_maf_col_idx{$c}] ) {
$input_maf_data{$key}{$c} = $cols[$input_maf_col_idx{$c}];
}
}
}
}
$input_maf_fh->close;
# Add additional column headers for the output MAF, if any
my %maf_cols = map{ my $c = lc; ( $c, 1 )} split( /\t/, $maf_header );
my @addl_maf_cols = grep{ my $c = lc; !$maf_cols{$c} } split( ",", $retain_cols );
map{ $maf_header .= "\t$_" } @addl_maf_cols;
# Retain/override data in each of the per-TN-pair MAFs
foreach my $tn_maf ( @mafs ) {
my $tn_maf_fh = IO::File->new( $tn_maf ) or die "ERROR: Couldn't open file: $tn_maf\n";
my %output_maf_col_idx = (); # Hash to map column names to column indexes
my $tmp_tn_maf_fh = IO::File->new( "$tn_maf.tmp", ">" ) or die "ERROR: Couldn't open file: $tn_maf.tmp\n";
while( my $line = $tn_maf_fh->getline ) {
# Do a thorough removal of carriage returns, line feeds, prefixed/suffixed whitespace
my @cols = map{ s/^\s+|\s+$|\r|\n//g; $_ } split( /\t/, $line );
# Copy comment lines to the new MAF unchanged
if( $line =~ m/^#/ ) {
$tmp_tn_maf_fh->print( $line );
}
# Print the MAF header prepared earlier, but also create a hash with column indexes
elsif( $line =~ m/^Hugo_Symbol/ ) {
my $idx = 0;
map{ my $c = lc; $output_maf_col_idx{$c} = $idx; ++$idx } ( @cols, @addl_maf_cols );
$tmp_tn_maf_fh->print( "$maf_header\n" );
}
# For all other lines, insert the data collected from the original input MAF
else {
my $key = join( ":", map{ my $c = lc; $cols[$output_maf_col_idx{$c}] } qw( Chromosome Start_Position Tumor_Sample_Barcode Reference_Allele Tumor_Seq_Allele2 ));
foreach my $c ( map{lc} split( /\t/, $maf_header )){
if( !$force_new_cols{$c} ) {
$cols[$output_maf_col_idx{$c}] = $input_maf_data{$key}{$c} if( defined $input_maf_data{$key}{$c} );
}
}
$tmp_tn_maf_fh->print( join( "\t", @cols ) . "\n" );
}
}
$tmp_tn_maf_fh->close;
$tn_maf_fh->close;
# Overwrite the old MAF with the new one containing data from the original input MAF
move( "$tn_maf.tmp", $tn_maf );
}
}
# Concatenate the per-TN-pair MAFs into the user-specified final MAF
# Default to printing to screen if an output MAF was not defined
my $maf_fh = *STDOUT;
if( $output_maf ) {
$maf_fh = IO::File->new( $output_maf, ">" ) or die "ERROR: Couldn't open --output-maf\n";
}
$maf_fh->print( "#version 2.4\n$maf_header\n" );
foreach my $tn_maf ( @mafs ) {
my @maf_lines = `grep -Ev "^#|^Hugo_Symbol" '$tn_maf'`;
$maf_fh->print( @maf_lines );
}
$maf_fh->close;
__DATA__
=head1 NAME
maf2maf.pl - Reannotate the effects of variants in a MAF by running maf2vcf followed by vcf2maf
=head1 SYNOPSIS
perl maf2maf.pl --help
perl maf2maf.pl --input-maf test.maf --output-maf test.vep.maf
=head1 OPTIONS
--input-maf Path to input file in MAF format
--output-maf Path to output MAF file [Default: STDOUT]
--tmp-dir Folder to retain intermediate VCFs/MAFs after runtime [Default: usually /tmp]
--tum-depth-col Name of MAF column for read depth in tumor BAM [t_depth]
--tum-rad-col Name of MAF column for reference allele depth in tumor BAM [t_ref_count]
--tum-vad-col Name of MAF column for variant allele depth in tumor BAM [t_alt_count]
--nrm-depth-col Name of MAF column for read depth in normal BAM [n_depth]
--nrm-rad-col Name of MAF column for reference allele depth in normal BAM [n_ref_count]
--nrm-vad-col Name of MAF column for variant allele depth in normal BAM [n_alt_count]
--retain-cols Comma-delimited list of columns to retain from the input MAF [Center,Verification_Status,Validation_Status,Mutation_Status,Sequencing_Phase,Sequence_Source,Validation_Method,Score,BAM_file,Sequencer,Tumor_Sample_UUID,Matched_Norm_Sample_UUID]
--custom-enst List of custom ENST IDs that override canonical selection
--vep-path Folder containing the vep script [~/miniconda3/bin]
--vep-data VEP's base cache/plugin directory [~/.vep]
--vep-forks Number of forked processes to use when running VEP [4]
--buffer-size Number of variants VEP loads at a time; Reduce this for low memory systems [5000]
--any-allele When reporting co-located variants, allow mismatched variant alleles too
--max-subpop-af Add FILTER tag common_variant if gnomAD reports any subpopulation AFs greater than this [0.0004]
--species Ensembl-friendly name of species (e.g. mus_musculus for mouse) [homo_sapiens]
--ncbi-build NCBI reference assembly of variants in MAF (e.g. GRCm38 for mouse) [GRCh37]
--cache-version Version of offline cache to use with VEP (e.g. 75, 84, 91) [Default: Installed version]
--ref-fasta Reference FASTA file [~/.vep/homo_sapiens/112_GRCh37/Homo_sapiens.GRCh37.dna.toplevel.fa.gz]
--help Print a brief help message and quit
--man Print the detailed manual
=head1 DESCRIPTION
This script runs a given MAF through maf2vcf to generate per-TN-pair VCFs in a temporary folder, and then runs vcf2maf on each VCF to reannotate variant effects and create a new combined MAF
=head2 Relevant links:
Homepage: https://github.com/ckandoth/vcf2maf
VCF format: http://samtools.github.io/hts-specs/
MAF format: https://docs.gdc.cancer.gov/Data/File_Formats/MAF_Format
VEP: http://ensembl.org/info/docs/tools/vep/index.html
VEP annotated VCF format: http://ensembl.org/info/docs/tools/vep/vep_formats.html#vcfout
=head1 AUTHORS
Cyriac Kandoth (ckandoth@gmail.com)
=head1 LICENSE
Apache-2.0 | Apache License, Version 2.0 | https://www.apache.org/licenses/LICENSE-2.0
=cut