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SNPsplit_genome_preparation
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SNPsplit_genome_preparation
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#!/usr/bin/env perl
use warnings;
use strict;
use Getopt::Long;
use FindBin qw($Bin);
use lib "$Bin/../lib";
use Cwd;
## This program is Copyright (C) 2014-23, Felix Krueger ([email protected])
## This program is free software: you can redistribute it and/or modify
## it under the terms of the GNU General Public License as published by
## the Free Software Foundation, either version 3 of the License, or
## (at your option) any later version.
## This program is distributed in the hope that it will be useful,
## but WITHOUT ANY WARRANTY; without even the implied warranty of
## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
## GNU General Public License for more details.
## You should have received a copy of the GNU General Public License
## along with this program. If not, see <http://www.gnu.org/licenses/>.
### This script filters the latest VCF file for various SNPs versus the GRCm39 mouse genome build and writes high confidence SNPs into a folder called 'SNPs_Sanger';
### Update Dec 2022: The current version of the the Mouse Genomes Project (https://www.mousegenomes.org/) is v8. The SNP file may ne obtained here:
### https://ftp.ebi.ac.uk/pub/databases/mousegenomes/REL-2112-v8-SNPs_Indels/: "mgp_REL2021_snps.vcf.gz"
### Older versions of the SNPs/genomes are no longer supported but might still work (e.g.: 'mgp.v5.merged.snps_all.dbSNP142.vcf.gz'). However, please note that older
### files also use the, now outdated, genome build GRCm38!
# Modifying 20 December 2022 - to accept the new release v8 and work with the latest Mouse Genome Project
# https://ftp.ebi.ac.uk/pub/databases/mousegenomes/REL-2112-v8-SNPs_Indels/ "mgp_REL2021_snps.vcf.gz"
## Reading in a BAM or SAM file
my $pipeline_version = '0.6.0';
my $parent_dir = getcwd();
my ($vcf_file,$strain,$strain2,$strain_index,$strain2_index,$genome_folder,$skip_filtering,$nmasking,$full_sequence,$dual_hybrid,$genome_build,$v7) = process_commandline ();
my %snps; # storing all filtered SNPs
my %snps_dual_genome; # storing all SNPs for dual genome
my %homozygous_SNPs; # storing SNP genotypes and FILTER value for dual hybrids
my $snp_file_strain = "all_SNPs_${strain}_${genome_build}.txt.gz";
my $snp_file_strain2;
if ($strain2){
$snp_file_strain2 = "all_SNPs_${strain2}_${genome_build}.txt.gz";
}
else{
$snp_file_strain2 = 'irrelevant_for_single_hybrid_mode';
}
my $new_ref_snp_annoations; # this will store the new Ref/SNP annotations for dual hybrids
warn "Summarising SNPsplit Genome Preparation Parameters\n";
warn "="x50,"\n";
unless ($skip_filtering){
warn "Processing SNPs from VCF file:\t\t$vcf_file\n";
}
if ($skip_filtering){
warn "Reading/filtering VCF file:\t\tNo (skipped by user)\n";
}
else{
warn "Reading/filtering VCF file:\t\tYes (default)\n";
}
warn "Reference genome:\t\t\t$genome_folder\n";
# N-masking
if ($nmasking){
warn "N-masking:\t\t\t\tYes\n";
}
else{
warn "N-masking:\t\t\t\tNo\n";
}
# Full SNP incorporation
if ($full_sequence){
warn "Full SNP genome:\t\t\tYes\n";
}
else{
warn "Full SNP genome:\t\t\tNo\n";
}
warn "SNP strain:\t\t\t\t$strain\n";
if ($strain2){
warn "SNP strain 2:\t\t\t\t$strain2\n";
}
if ($dual_hybrid){
warn "Dual hybrid, new Ref/SNP:\t\t$strain/$strain2\n";
}
warn "\n";
### Dealing with chromosomes
my @chroms;
my %chroms; # here we will keep a record whether a chromosome had been covered with SNPs (this is dictated by the VCF file)
if ($skip_filtering){
# HUMAN GENOME @chroms = (1..22,'X','Y','MT'); # this is currently using chromosomes for the human genome
@chroms = (1..19,'X','Y','MT'); # MOUSE GENOME this is currently using chromosomes for the mouse genome
}
else{ # default
@chroms = detect_chroms();
}
# Keeping a record of chromosomes for which we have have SNP information available
foreach my $c (@chroms){
$chroms{$c} = 1;
}
if ($skip_filtering){
print "Using the following chromosomes (HARDCODED IN!!!):\n";
}
else{
print "Using the following chromosomes (detected from VCF file >>$vcf_file<<):\n";
}
print join ("\t",@chroms),"\n\n";
### Determining and Filtering homozygous high-confidence SNPs for the strain in question
if ($skip_filtering){
warn "Skipped reading the VCF file and filtering SNPs again (specified by user)\n\n";
}
else{
filter_relevant_SNP_calls_from_VCF($strain,$strain_index,'1'); # the last number is the strain identity, here the first strain
warn "Finished filtering and writing out SNPs for strain $strain\n\n";
}
### Storing the entire genome sequence
my %chromosomes; # genomic sequence
read_genome_into_memory($parent_dir);
### Create modified genome
my $new_n_total = 0;
my $new_snp_total = 0;
my $already_total = 0;
my $low_confidence = 0;
# Writing a genome generation report file
my $report = "${strain}_genome_preparation_report.txt";
open (REPORT,'>',$report) or die "Failed to write to file $report: $!\n";
for my $chr (sort keys %chromosomes) {
# If there SNPs associated with the current chromosome, modify the genomic sequence
# this may be N-masking, full sequence or both
if (exists $chroms{$chr} ){
# warn "Got SNP information for chromosome $chr. Creating modified chromosome\n";
create_modified_chromosome($chr,$strain);
}
else{
# warn "Got no SNP information for chromosome $chr. Printing sequence only...\n";
if ($nmasking){
write_SNP_chromosome($chr,$chromosomes{$chr},1,$strain);
}
if ($full_sequence){
write_SNP_chromosome($chr,$chromosomes{$chr},0,$strain);
}
}
}
if ($nmasking){
warn "\n\nSummary\n$new_n_total Ns were newly introduced into the N-masked genome for strain $strain in total\n";
print REPORT "\nSummary\n$new_n_total Ns were newly introduced into the N-masked genome for strain $strain in total\n";
}
if ($full_sequence){
warn "$new_snp_total SNPs were newly introduced into the full sequence genome version for strain $strain in total\n\n";
print REPORT "$new_snp_total SNPs were newly introduced into the full sequence genome version for strain $strain in total\n";
}
warn "\n";
close REPORT;
### Create modified genome 2
if ($dual_hybrid){
warn "Now starting to work on strain 2 [$strain2]\n";
# Need to read and filter the SNP file once more for Strain 2
### Determining and Filtering homozygous high-confidence SNPs for the strain in question
if ($skip_filtering){
warn "Skipped reading the VCF file and filtering SNPs again for strain 2 (specified by user)\n\n";
}
else{
filter_relevant_SNP_calls_from_VCF($strain2,$strain2_index,'2'); # the last number is the strain identity, here the second strain for dual hybrids
warn "Finished filtering and writing out SNPs for strain 2 [$strain2]\n\n";
}
$new_n_total = 0;
$new_snp_total = 0;
$already_total = 0;
$low_confidence = 0;
# Writing a genome generation report file for Strain 2
my $report = "${strain2}_genome_preparation_report.txt";
open (REPORT,'>',$report) or die "Failed to write to file $report: $!\n";
for my $chr (sort keys %chromosomes) {
if (exists $chroms{$chr} ){
# warn "Got SNP information for chromosome $chr. Creating modified chromosome\n";
create_modified_chromosome($chr,$strain2);
}
else{
# warn "Got no SNP information for chromosome $chr. Printing sequence only...\n";
if ($nmasking){
write_SNP_chromosome($chr,$chromosomes{$chr},1,$strain2);
}
if ($full_sequence){
write_SNP_chromosome($chr,$chromosomes{$chr},0,$strain2);
}
}
}
if ($nmasking){
warn "\nSummary\n$new_n_total Ns were newly introduced into the N-masked genome for strain 2 [$strain2] in total\n";
print REPORT "\nSummary\n$new_n_total Ns were newly introduced into the N-masked genome for strain 2 [$strain2] in total\n";
}
if ($full_sequence){
warn "$new_snp_total SNPs were newly introduced into the full sequence genome version for strain 2 [$strain2] in total\n\n";
print REPORT "$new_snp_total SNPs were newly introduced into the full sequence genome version for strain 2 [$strain2] in total\n";
}
close REPORT;
### Final dual genome contruction report
$report = "${strain}_${strain2}_dual_hybrid.genome_preparation_report.txt";
open (REPORT,'>',$report) or die "Failed to write to file $report: $!\n";
### Now just need to construct the dual hybrid genome
determine_SNPs_between_strain_and_strain2();
warn "done...\n";
### Resetting the genomic reference sequence
%chromosomes = (); # genomic sequence
warn "Changing the genomic reference sequence to the full sequence of strain $strain\n\n";
print REPORT "Changing the genomic reference sequence to the full sequence of strain $strain\n\n";
$genome_folder = "${parent_dir}/${strain}_full_sequence/";
read_genome_into_memory("${parent_dir}");
warn "Reading and storing all new SNPs with Ref/SNP: $strain/$strain2 from '$new_ref_snp_annoations'\n";
print REPORT "Reading and storing all new SNPs with Ref/SNP: $strain/$strain2 from '$new_ref_snp_annoations'\n";
read_new_snp_annotation($new_ref_snp_annoations,$strain,$strain2);
$new_n_total = 0;
$new_snp_total = 0;
$already_total = 0;
$low_confidence = 0;
#for my $chr (@chroms) {
# TODO: here we need to loop through %chroms and not @chroms
for my $chr (sort keys %chromosomes) {
if (exists $chroms{$chr} ){
warn "Got SNP information for chromosome $chr. Creating modified chromosome\n";
create_modified_chromosome_dual_hybrid($chr,$strain,$strain2);
}
else{
warn "Got no SNP information for chromosome $chr. Printing sequence only...\n";
if ($nmasking){
write_SNP_chromosome($chr,$chromosomes{$chr},1,"${strain}_${strain2}_dual_hybrid.based_on_${genome_build}");
}
if ($full_sequence){
write_SNP_chromosome($chr,$chromosomes{$chr},0,"${strain}_${strain2}_dual_hybrid.based_on_${genome_build}");
}
}
}
if ($nmasking){
warn "\nSummary\n$new_n_total Ns were newly introduced into the N-masked genome for strain/strain 2 [${strain}/$strain2] in total\n";
print REPORT "\nSummary\n$new_n_total Ns were newly introduced into the N-masked genome for strainstrain 2 [${strain}$strain2] in total\n";
}
if ($full_sequence){
warn "$new_snp_total SNPs were newly introduced into the full sequence genome version for strainstrain 2 [${strain}/$strain2] in total\n\n";
print REPORT "$new_snp_total SNPs were newly introduced into the full sequence genome version for strainstrain 2 [${strain}/$strain2] in total\n";
}
close REPORT;
}
warn "All done. Genome(s) are now ready to be indexed with your favourite aligner!\nFYI, aligners shown to work with SNPsplit are Bowtie2, STAR, HISAT2, HiCUP and Bismark (STAR and Hisat2 require disabling soft-clipping, please check the SNPsplit manual for details)\n\n";
#############################################################
### SUBROUTINES
#############################################################
sub read_new_snp_annotation {
my ($file,$strain,$strain2) = @_;
warn "Reading $strain/$strain2 SNPs from file '$file'\n"; sleep(1);
unless (-e $file) {
die "Couldn't find SNP file '$file'\n";
}
if ($file =~ /gz$/){
open (IN, "gunzip -c $file |") or die $!;
}
else{
open (IN,$file) or die $!;
}
my $count = 0;
while (<IN>) {
chomp;
$count++;
if ($count %1000000 == 0){
warn "Processed $count lines so far\n";
}
# warn "$_\n"; sleep(1);
my (undef,$chr,$pos,$strand,$allele) = split(/\t/);
unless ($allele){
warn "'$_'\n"; sleep(1);
}
# warn "$allele\n";
# ref here is the $strain sequence, SNP is the $strain2 sequence
my ($ref,$snp);
if ($allele =~ /^([GATC])\/([GATC])$/) {
$ref = $1;
$snp = $2;
}
else {
warn "Skipping allele '$allele'\n";
next;
}
if ($strand == -1) {
$ref =~ tr/GATC/CTAG/;
$snp =~ tr/GATC/CTAG/;
}
$snps_dual_genome{$chr} -> {$pos}-> {ref} = $ref;
$snps_dual_genome{$chr} -> {$pos}-> {snp} = $snp;
}
close IN or die;
}
sub determine_SNPs_between_strain_and_strain2{
warn "Determining new Ref [$strain] and SNP [$strain2] annotations\n";
warn "============================================================\n\n";
my $out_strain = "${strain}_specific_SNPs.${genome_build}.txt";
open (OUT_STRAIN,'>',$out_strain) or die $!;
warn "Writing $strain specific SNPs (relative to the $genome_build reference) to >>$out_strain<<\n";
my $out_strain2 = "${strain2}_specific_SNPs.${genome_build}.txt";
open (OUT_STRAIN2,'>',$out_strain2) or die $!;
warn "Writing $strain2 specific SNPs (relative to the $genome_build reference) to >>$out_strain2<<\n";
my $out_common = "${strain}_${strain2}_SNPs_in_common.${genome_build}.txt";
open (OUT_COMMON,'>',$out_common) or die $!;
warn "Writing SNPs in common between $strain and $strain2 (relative to the $genome_build reference) to >>$out_common<<\n";
my $all_strain_strain2 = "all_${strain2}_SNPs_${strain}_reference.based_on_${genome_build}.txt";
open (ALL_STRAIN_STRAIN2,'>',$all_strain_strain2) or die $!;
warn "Writing all new SNPs >>$strain/$strain2 to >>$all_strain_strain2<<\n\n";
$new_ref_snp_annoations = $all_strain_strain2; # required for N-masking etc.
read_snp_files();
}
sub read_snp_files{
unless (-e "$snp_file_strain"){
die "Expected SNP file [$snp_file_strain] for strain $strain did not exist! Please make sure that it is present in the current working directory\n\n";
}
unless (-e "$snp_file_strain2"){
die "Expected SNP file 2 [$snp_file_strain2}] for strain $strain2 did not exist! Please make sure that it is present in the current working directory\n\n";
}
if ($snp_file_strain =~ /\.gz$/){
open (SNP_STRAIN,"gunzip -c $snp_file_strain |") or die "Failed to read from gzipped file $snp_file_strain: $!\n\n";
}
else{
open (SNP_STRAIN,"$snp_file_strain") or die "Failed to read from $snp_file_strain: $!\n\n";
}
if ($snp_file_strain2 =~ /\.gz$/){
open (SNP_STRAIN2,"gunzip -c $snp_file_strain2 |") or die "Failed to read from gzipped file $snp_file_strain2: $!\n\n";
}
else{
open (SNP_STRAIN2,"$snp_file_strain2") or die "Failed to read from file $snp_file_strain2: $!\n\n";
}
### READING FROM SNP FILE FOR STRAIN 1 (these are only high confidence SNPs)
warn "Storing SNP positions for strain $strain provided in '$snp_file_strain'\n";
sleep (1);
my $snp_count_strain = 0;
while (<SNP_STRAIN>){
++$snp_count_strain;
chomp;
my ($chr,$pos,$diff) = (split /\t/)[1,2,4];
my ($ref,$snp) = (split /\//,$diff);
# warn "$chr\t$pos\tRef: $ref\tSNP: $snp\n"; sleep(1);
$snps{$chr}->{$pos}->{ref} = $ref;
$snps{$chr}->{$pos}->{snp} = $snp;
$snps{$chr}->{$pos}->{read} = 0;
}
warn "Stored $snp_count_strain positions in total\n\n";
### READING FROM SNP FILE FOR STRAIN 2
warn "Now reading and comparing SNP positions for strain $strain2 provided in '$snp_file_strain2'\n";
my $snp_count_strain2 = 0;
my $same = 0;
my $different = 0;
my $unique_ref = 0; # unique ref here means the new Reference, i.e. Strain
my $unique_SNP = 0; # unique SNP here means the new SNP genome, i.e. Strain2
my $confidence_discrepancy = 0; # a measure for how many times a SNP was found as homozygous in both strains but with low confidence in one of them
while (<SNP_STRAIN2>){
++$snp_count_strain2;
chomp;
my ($chr,$pos,$diff) = (split /\t/)[1,2,4];
my $location = join (':',$chr,$pos);
my ($ref,$snp) = (split /\//,$diff);
# warn "$chr\t$pos\tRef: $ref\tSNP: $snp\n"; sleep(1);
if (exists $snps{$chr}->{$pos} ){
$snps{$chr}->{$pos}->{read}++; # SNP is present in both genomes as high confidence SNP.
unless ($ref eq $snps{$chr}->{$pos}->{ref}){
warn "reference was different for the same position!!!\n";
}
# The SNP compared to the GRCm39 genome is the same in SNP=Strain2 ($snp) and Ref=Strain ($snps{$chr}->{$pos}->{snp})
if ($snp eq $snps{$chr}->{$pos}->{snp}){
++$same;
print OUT_COMMON "$_\n";
# warn "SNP is the same in Ref and SNP. Printing to SNPs in common\n";
next;
}
else{
++$different;
# warn "GRCm39 sequence:\t\t$ref\n";
# warn "Strain (=new Ref) sequence:\t$snps{$chr}->{$pos}->{snp}\n";
# warn "SNP (=new SNP) sequence:\t\t$snp\n";
# sleep(1);
### we need a new SNP format where Ref/SNP is now Strain/Strain2
my $new_snp = "$snps{$chr}->{$pos}->{snp}/$snp";
# warn "New $strain/$strain2 SNP is: $new_snp\n";
# sleep (1);
if ($new_snp){
print ALL_STRAIN_STRAIN2 "$different\t$chr\t$pos\t1\t$new_snp\n";
}
else{
warn "'$new_snp' is empty, skipping\n";
}
}
}
else{
# Now we need to check whether the SNP was also present but failing the filter in Strain 1
if (exists $homozygous_SNPs{$location}->{strain1_filter}){
# warn "Strain 1: $location\t$homozygous_SNPs{$location}->{strain1_genotype}\t$homozygous_SNPs{$location}->{strain1_filter}\n";
# warn "Strain 2: $location\t$homozygous_SNPs{$location}->{strain2_genotype}\t$homozygous_SNPs{$location}->{strain2_filter}\n";
if ($homozygous_SNPs{$location}->{strain1_filter} eq 1){
# warn "Fine, positions was high confidence\n";
}
else{ # if the position failed the filter we move on irrespective of what the genotype was
++$confidence_discrepancy;
# warn "Strain 1: $location\t$homozygous_SNPs{$location}->{strain1_genotype}\t$homozygous_SNPs{$location}->{strain1_filter}\n";
# warn "Strain 2: $location\t$homozygous_SNPs{$location}->{strain2_genotype}\t$homozygous_SNPs{$location}->{strain2_filter}\n";
# warn "Confidence in Strain 1 SNP call was low, skipping this position irrespective of genotype\n\n";
next;
}
# warn "\n";
}
else{
# warn "SNP did not exist in hash\n";
}
++$unique_SNP;
# warn "SNP is unique to Strain2. Printing...\n";
# warn "$genome_strain sequence: $ref\n";
# warn "SNP (=Strain2) sequence: $snp\n"; sleep(1);
print OUT_STRAIN2 "$_\n"; # Strain has the same sequence as Black6 ($genome_build)
if ($_){
print ALL_STRAIN_STRAIN2 "$_\n";
}
else{
warn "'$_' is empty, skipping\n";
}
}
# last if ($snp_count_strain2 == 10000);
}
warn "Finally, looking at new reference [$strain] specific reads...\n"; sleep (1);
foreach my $chr (keys %snps){
foreach my $pos (keys %{$snps{$chr}}){
my $location = join (':',$chr,$pos);
if ($snps{$chr}->{$pos}->{read} == 0){ # present only for Strain 1
# Now we need to check whether the SNP was also present but failing the filter in Strain 2
if (exists $homozygous_SNPs{$location}->{strain2_filter}){
if ($homozygous_SNPs{$location}->{strain2_filter} eq 1){
# warn "Strain 1: $location\t$homozygous_SNPs{$location}->{strain1_genotype}\t$homozygous_SNPs{$location}->{strain1_filter}\n";
# warn "Strain 2: $location\t$homozygous_SNPs{$location}->{strain2_genotype}\t$homozygous_SNPs{$location}->{strain2_filter}\n";
# warn "Fine, genotype call was good in both strains\n";
}
else{
# warn "Strain 1: $location\t$homozygous_SNPs{$location}->{strain1_genotype}\t$homozygous_SNPs{$location}->{strain1_filter}\n";
# warn "Strain 2: $location\t$homozygous_SNPs{$location}->{strain2_genotype}\t$homozygous_SNPs{$location}->{strain2_filter}\n";
# warn "Confidence in Strain 2 SNP call was low, skipping this position irrespective of genotype\n\n";
++$confidence_discrepancy;
next;
}
}
++$unique_ref;
### here we need to use the SNP position (i.e. Strain sequence) as new reference and the GRCm39 sequence as the SNP (i.e. where Strain2 is the same as GRCm39)
print OUT_STRAIN "$chr\t$pos\t$snps{$chr}->{$pos}->{snp}/$snps{$chr}->{$pos}->{ref}\n"; # writing out an annotation track Strain vs GRCm39
### here we need to use the SNP position (i.e. Strain sequence) as new reference and the GRCm39 sequence as the SNP (i.e. where Strain2 is the same as GRCm39)
print ALL_STRAIN_STRAIN2 "${strain}_${unique_ref}\t$chr\t$pos\t1\t$snps{$chr}->{$pos}->{snp}/$snps{$chr}->{$pos}->{ref}\n";
}
if ($snps{$chr}->{$pos}->{read} >= 2){
die "SNP was present at least twice: $chr\t$pos\tcount: $snps{$chr}->{$pos}->{snp}\n\n";
}
}
}
warn "\nLooked at positions from new Reference strain [$strain]:\t\t$snp_count_strain\n";
warn "Compared positions from new SNP strain [$strain2]:\t\t$snp_count_strain2\n";
warn "======================================================\n";
warn "SNPs were the same in Ref and SNP genome (not written out):\t$same\n";
warn "SNPs were present in both Ref and SNP genome but had a different sequence:\t$different\n";
warn "SNPs were low confidence in one strain and thus ignored:\t$confidence_discrepancy\n";
warn "SNPs were unique to Ref [$strain]:\t\t\t\t$unique_ref\n";
warn "SNPs were unique to SNP [$strain2]:\t\t\t\t$unique_SNP\n\n";
print REPORT "Looked at positions from new Reference strain [$strain]:\t\t$snp_count_strain\n";
print REPORT "Compared positions from new SNP strain [$strain2]:\t\t$snp_count_strain2\n";
print REPORT "======================================================\n";
print REPORT "SNPs were the same in Ref and SNP genome (not written out):\t$same\n";
print REPORT "SNPs were present in both Ref and SNP genome but had a different sequence:\t$different\n";
print REPORT "SNPs were low confidence in one strain and thus ignored:\t$confidence_discrepancy\n";
print REPORT "SNPs were unique to Ref [$strain]:\t\t\t\t$unique_ref\n";
print REPORT "SNPs were unique to SNP [$strain2]:\t\t\t\t$unique_SNP\n\n";
close OUT_STRAIN;
close OUT_STRAIN2;
close OUT_COMMON;
close ALL_STRAIN_STRAIN2;
}
sub create_modified_chromosome {
my ($chr,$strain) = @_; # $strain may be strain 1 or 2
warn "Processing chromosome $chr (for strain $strain)\n";
unless ($chromosomes{$chr}){
warn "\nThe chromosome name given in the VCF file was '$chr' and was not found in the reference genome.\nA rather common mistake might be that the VCF file was downloaded from Ensembl (who use chromosome names such as 1, 2, X, MT)\nbut the genome from UCSC (who use chromosome names such as chr1, chr2, chrX, chrM)\n";
warn "The chromosome names in the reference genome folder were:\n";
foreach my $c (sort keys %chromosomes){
warn "$c\n";
}
die "[FATAL ERROR] Please ensure that the same version of the genome is used for both VCF annotations and reference genome (FastA files). Exiting...\n\n";
}
my $sequence = $chromosomes{$chr};
my $n_sequence;
if ($nmasking){
$n_sequence = $sequence;
}
my @snps = @{read_snps($chr,$strain)};
unless (@snps){
@snps = ();
warn "Clearing SNP array...\n"
}
my $count = 0;
my $lastPos = 0;
my $already = 0;
my $warn = 0;
my $new_n = 0;
my $new_snp = 0;
foreach my $snp (@snps) {
# Apply the SNP
++$count;
# warn "$snp->[0]\t$snp->[1]/$snp->[2]\n";
if ($snp->[0] == $lastPos) {
# Duplicate SNP
next;
}
$lastPos = $snp->[0];
# Check if the reference base is the same as the SNP base
if (substr ($sequence,$snp->[0]-1,1) eq $snp->[2]) {
# warn "Skipping $snp->[0] $snp->[1]/$snp->[2] since the ref and SNP base are the same\n";
++$already;
next;
}
# Check the reference base is correct
if (substr ($sequence,$snp->[0]-1,1) ne $snp->[1]) {
# warn "Skipping $snp->[0] $snp->[1]/$snp->[2] since the reference base didn't match\n";
$warn++;
next;
}
### Ref/Alt bases are matching, so we can proceed to changing the ref base for the SNP base or Ns (N-masking)
### N-masking
if ($nmasking){ # default
my $return = substr($n_sequence,($snp->[0])-1,1,'N'); # Replacing the base with 'N'
unless ($return){
warn "Replacing failed...\n";
}
++$new_n;
}
if ($full_sequence){
my $return = substr($sequence,$snp->[0]-1,1,$snp->[2]); # Replacing the reference with the SNP base
unless ($return){
warn "Replacing failed...\n";
}
++$new_snp;
}
}
$new_n_total += $new_n;
$new_snp_total += $new_snp;
$already_total += $already;
if ($nmasking){
write_SNP_chromosome($chr,$n_sequence,1,$strain);
}
if ($full_sequence){
write_SNP_chromosome($chr,$sequence,0,$strain);
}
warn "$count SNPs total for chromosome $chr\n";
if ($nmasking){ # default
warn "$new_n positions on chromosome $chr were changed to 'N'\n";
print REPORT "$new_n positions on chromosome $chr were changed to 'N'\n";
}
if ($full_sequence){
warn "$new_snp reference positions on chromosome $chr were changed to the SNP alternative base\n\n";
print REPORT "$new_snp reference positions on chromosome $chr were changed to the SNP alternative base\n\n";
}
warn "\n";
}
sub create_modified_chromosome_dual_hybrid {
my ($chr,$strain,$strain2) = @_;
warn "Processing chr$chr (to create new genome for $strain/$strain2)\n";
my $sequence = $chromosomes{$chr};
my $n_sequence;
if ($nmasking){
$n_sequence = $sequence;
}
my $count = 0;
my $lastPos = 0;
my $already = 0;
my $warn = 0;
my $new_n = 0;
my $new_snp = 0;
foreach my $pos (keys %{$snps_dual_genome{$chr}}) {
# Apply the SNP
++$count;
if ($pos == $lastPos) {
# Duplicate SNP
next;
}
$lastPos = $pos;
# Check if the reference base is the same as the SNP base
if (substr ($sequence,$pos-1,1) eq $snps_dual_genome{$chr}->{$pos}->{snp}) {
# warn "Skipping $pos $snps_dual_genome{$chr}->{$pos}->{ref}/$snps_dual_genome{$chr}->{$pos}->{snp} since the ref and SNP base are the same\n";
++$already;
next;
}
# Check the reference base is correct
if (substr ($sequence,$pos-1,1) ne $snps_dual_genome{$chr}->{$pos}->{ref}) {
# warn "Skipping $pos $snps_dual_genome{$chr}->{$pos}->{ref}/$snps_dual_genome{$chr}->{$pos}->{snp} since the reference base didn't match\n";
$warn++;
next;
}
### Ref/Alt bases are matching, so we can proceed to changing the ref base for the SNP base or Ns (N-masking)
### N-masking
if ($nmasking){ # default
my $return = substr($n_sequence,$pos-1,1,'N'); # Replacing the base with 'N'
unless ($return){
warn "Replacing failed...\n";
}
++$new_n;
}
if ($full_sequence){
my $return = substr($sequence,$pos-1,1,$snps_dual_genome{$chr}->{$pos}->{snp}); # Replacing the reference with the SNP base
unless ($return){
warn "Replacing failed...\n";
}
++$new_snp;
}
}
$new_n_total += $new_n;
$new_snp_total += $new_snp;
$already_total += $already;
if ($nmasking){
write_SNP_chromosome($chr,$n_sequence,1,"${strain}_${strain2}_dual_hybrid.based_on_${genome_build}");
}
if ($full_sequence){
write_SNP_chromosome($chr,$sequence,0,"${strain}_${strain2}_dual_hybrid.based_on_${genome_build}");
}
warn "$count SNPs total for chromosome $chr\n";
if ($nmasking){ # default
warn "$new_n positions on chromosome $chr were changed to 'N'\n";
print REPORT "$new_n positions on chromosome $chr were changed to 'N'\n";
}
if ($full_sequence){
warn "$new_snp reference positions on chromosome $chr were changed to the SNP alternative base\n\n";
print REPORT "$new_snp reference positions on chromosome $chr were changed to the SNP alternative base\n\n";
}
warn "\n";
}
sub write_SNP_chromosome {
my ($chr,$sequence,$nm,$strain) = @_; # $nm will discriminate between N-masking and full sequence output
if ($nm){
warn "Writing modified chromosome (N-masking)\n";
}
else{
warn "Writing modified chromosome (incorporating SNPs)\n";
}
my $type;
my $outfile;
if ($nm){
$type = 'N-masked';
$outfile = "chr${chr}.N-masked.fa";
}
if ($nm == 0){
$type = 'full_sequence';
$outfile = "chr${chr}.SNPs_introduced.fa";
}
# warn "Starting sequence is ".length($sequence)." bp\n";
if ($nm){
warn "Writing N-masked output to: ${parent_dir}/${strain}_${type}/$outfile\n";
unless (-d "${parent_dir}/${strain}_${type}/"){ # creating the output directory if required
mkdir "${parent_dir}/${strain}_${type}/";
}
open (OUT,'>',"${parent_dir}/${strain}_${type}/${outfile}") or die "Failed to write to file ${parent_dir}/${strain}_${type}/${outfile}: $!\n\n";
print OUT ">$chr\n";
}
elsif ($nm == 0){
warn "Writing full sequence output to: ${parent_dir}/${strain}_${type}/$outfile\n";
unless (-d "${parent_dir}/${strain}_${type}/"){ # creating the output directory if required
mkdir "${parent_dir}/${strain}_${type}/";
}
open (OUT,'>',"${parent_dir}/${strain}_${type}/${outfile}") or die "Failed to write to file ${parent_dir}/${strain}_${type}/${outfile}: $!\n\n";
print OUT ">$chr\n";
}
else{
warn "Running out of options...\n\n";
}
my $pos = 0;
# Writing out chromosome files with 100 characters per line
while ($pos < length($sequence)-100) {
print OUT substr($sequence,$pos,100),"\n";
$pos += 100;
}
print OUT substr($sequence,$pos),"\n"; # rest
close OUT or die $!;
}
sub read_snps {
my ($chr,$strain) = @_;
my @snps = ();
my $file = "${parent_dir}/SNPs_${strain}/chr$chr.txt";
### If the SNP folder doesn't exist we can be certain that something is going wrong
unless (-d "${parent_dir}/SNPs_${strain}"){
die "Folder >>${parent_dir}/SNPs_${strain}<< doesn't exist. Try losing the option --skip_filtering to generate the folder and SNP files from the VCF file\n\n";
}
### not sure but I think for some chromosomes there might not be any SNP files, e.g. chr MT or chrY. In this case the sequence is written out again unmodified
unless (-e $file) {
warn "Couldn't find SNP file for chromosome '$chr' '$file' didn't exist. Skipping...\n";
return \@snps;
}
warn "Reading SNPs from file $file\n";
open (IN,$file) or die $!;
while (<IN>) {
$_ =~ s/\r//; # Windows line endings...
chomp;
# warn "$_\n"; sleep(1);
next unless ($_);
my (undef,undef,$pos,$strand,$allele) = split(/\t/);
# warn "$pos , $strand , $allele\n";
next unless ($allele);
my ($ref_allele,$snp_allele);
if ($allele =~ /^([GATC])\/([GATC])$/) {
$ref_allele = $1;
$snp_allele = $2;
}
else {
warn "Skipping allele '$allele' as it appears to contain non DNA bases (only G,A,T,C allowed)\n";
next;
}
if ($strand == -1) { # if the strand is given as -1 it means that the SNP is on the reverse strand and thus needs reverse-coplementing
$ref_allele =~ tr/GATC/CTAG/;
$snp_allele =~ tr/GATC/CTAG/;
}
# warn "$pos , $ref_allele , $snp_allele\n"; sleep(1);
push @snps,[$pos,$ref_allele,$snp_allele];
}
# sorting snps
@snps = sort {$a->[0] <=> $b->[0]} @snps;
return \@snps;
close IN or warn "Failed to close filehandle IN for file $file: $!\n\n";
}
###
sub filter_relevant_SNP_calls_from_VCF{
my ($strain, $strain_index, $strain_identity) = @_;
if ($vcf_file =~ /gz$/){
open (IN,"gunzip -c $vcf_file |") or die "Failed to open file '$vcf_file': $!\n";
}
else{
open (IN, $vcf_file) or die "Failed to read Input VCF file '$vcf_file': $!\n";
}
my %all_SNPs; # storing filtered SNPs
my $count = 0;
my $other = 0;
my $too_many = 0;
my %fhs;
my $hcg_count = 0;
my $low_confidence = 0;
my $same = 0;
my $homozygous = 0;
my $indel_pos = 0;
my $format_index; # required to get extract entries from FORMAT field
my $info_index; # required to look at INFO field, e.g. for INDELs
my $gt_index; # required to get GENOTYPE
my $fi_index; # required to get FILTER value
my $dir = "SNPs_$strain";
unless (-d $dir){
warn "Folder '$dir' doesn't exist. Creating it for you...\n\n";
mkdir $dir or die "Failed to created directory $dir\n: $!\n\n";
}
# Opening filehandles for the SNP files
for my $chr (@chroms) {
my $filename = "SNPs_$strain/chr".$chr.'.txt';
open (my $fh,'>',$filename) or die "Couldn't open filehandle $!\n";
$fhs{$chr} = $fh;
print {$fhs{$chr}} ">$chr\n";
}
while (<IN>){
$_ =~ s/(\r|\n)//g; # removing end of line characters
# warn "$_\n"; sleep(1);
next if ($_ =~ /^\#\#/); # filters out header information lines
if ($_ =~ /^\#CHROM/){ # Table Header
my ($name) = (split /\t/)[$strain_index];
warn "Analysing SNP fields for name >$name<\n";
my @format_fields = split /\t/;
my $field_index = 0;
foreach my $field (@format_fields){
# warn "$field_index\t$field\n";#
if ($field eq "FORMAT"){#
$format_index = $field_index;
}
if ($field eq "INFO"){#
$info_index = $field_index;
}
$field_index++;
}
if (defined $format_index){
warn "Using FORMAT field index: $format_index\n";
}
else{
die "Failed to extract index of field 'FORMAT'. Hmmm...";
}
if (defined $info_index){
warn "Using INFO field index: $info_index\n";
}
else{
die "Failed to extract index of field 'INFO'. Hmmm...";
}
next;
}
$count++;
if ($count%1000000 ==0){
warn "processed $count lines\n";
}
# warn "$_\n"; sleep(1);
# last if ($count == 10000);
my ($chr,$pos,$ref,$alt,$info,$format,$strain) = (split /\t/)[0,1,3,4,$info_index,$format_index,$strain_index];
# warn "$chr , $pos , $ref , $alt , $info , $format, $strain\n"; sleep(1);
# 06 April 2021: adapting for variable VCF format
unless (defined $gt_index){ # only needed once
warn "GT index not defined, checking...\n";
my %strain_hash;
my @keys;
my @values;
my $i;
@keys = split/:/,$format;
# warn "Number of elements in keys:", scalar @keys;
for( $i = 0; $i < scalar @keys; $i++){
$strain_hash{$keys[$i]} = $i;
}
# foreach my $k (keys %strain_hash){
# warn "$k\t$strain_hash{$k}\n";
# }
if(exists($strain_hash{'GT'})){
$gt_index = $strain_hash{'GT'};
warn "Setting GT index to >>$strain_hash{'GT'}<<\n";
}