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bismark_genome_preparation
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bismark_genome_preparation
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#!/usr/bin/env perl
use strict;
use warnings;
use Cwd;
use Getopt::Long;
$|++;
## This program is Copyright (C) 2010-18, Felix Krueger (felix.krueger@babraham.ac.uk)
## 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/>.
my $verbose;
my $help;
my $version;
my $man;
my $path_to_bowtie;
my $parallel;
my $multi_fasta;
my $single_fasta;
my $bowtie2;
my $bowtie1;
my $parent_dir = getcwd();
my $genomic_composition;
my %genomic_freqs; # storing the genomic sequence composition
my %freqs;
my $bismark_version = 'v0.20.0_dev';
GetOptions ('verbose' => \$verbose,
'help' => \$help,
'man' => \$man,
'version' => \$version,
'path_to_bowtie:s' => \$path_to_bowtie,
'parallel:i' => \$parallel,
'single_fasta' => \$single_fasta,
'bowtie2' => \$bowtie2,
'bowtie1' => \$bowtie1,
'genomic_composition' => \$genomic_composition,
);
if ($help or $man){
print_helpfile();
exit;
}
if ($version){
print << "VERSION";
Bismark - Bisulfite Mapper and Methylation Caller.
Bismark Genome Preparation Version: $bismark_version
Copyright 2010-18 Felix Krueger, Babraham Bioinformatics
www.bioinformatics.babraham.ac.uk/projects/
VERSION
exit;
}
my $genome_folder = shift @ARGV; # mandatory
my %chromosomes; # checking if chromosome names are unique (required)
# Ensuring a genome folder has been specified
if ($genome_folder){
unless ($genome_folder =~ /\/$/){
$genome_folder =~ s/$/\//;
}
$verbose and print "Path to genome folder specified as: $genome_folder\n";
chdir $genome_folder or die "Could't move to directory $genome_folder. Make sure the directory exists! $!";
# making the genome folder path abolsolute so it won't break if the path was specified relative
$genome_folder = getcwd();
unless ($genome_folder =~ /\/$/){
$genome_folder =~ s/$/\//;
}
}
else{
die "Please specify a genome folder to be used for bisulfite conversion\n\n";
}
if (defined $parallel){
die "--parallel should have a value of 2 or more. Please respecify\n\n" unless ($parallel > 1);
if ($bowtie1){
warn "PLEASE NOTICE: Parallel indexing with Bowtie1 requires a very recent version of Bowtie (v1.2.1 or newer)\n\n"; sleep(3);
}
warn "Using $parallel threads for the top and bottom strand indexing processes each, so using ",$parallel*2," cores in total\n"; sleep(1);
}
my $CT_dir;
my $GA_dir;
if ($bowtie1){
if ($bowtie2){
die "You may not select both --bowtie1 and --bowtie2. Make your pick! (default is Bowtie2)\n";
}
$bowtie2 = 0;
$verbose and print "Aligner to be used: Bowtie (1)\n";
}
else{ # Bowtie 2 is now the default mode (as of 27 July 2015)
if ($bowtie2){
$verbose and print "Aligner to be used: Bowtie 2 (user-defined)\n";
}
else{
$verbose and print "Aligner to be used: Bowtie 2 (default)\n";
}
$bowtie2 = 1;
}
if ($single_fasta){
warn "Writing individual genomes out into single-entry fasta files (one per chromosome)\n\n";
$multi_fasta = 0;
}
else{
warn "Writing bisulfite genomes out into a single MFA (multi FastA) file\n\n";
$single_fasta = 0;
$multi_fasta = 1;
}
my @filenames = create_bisulfite_genome_folders();
if ($genomic_composition){
get_genomic_frequencies();
warn "Finished processing genomic nucleotide frequencies\n\n";
%chromosomes = (); # resetting
}
process_sequence_files ();
launch_bowtie_indexer();
sub launch_bowtie_indexer{
if ($bowtie2){
warn "Bismark Genome Preparation - Step III: Launching the Bowtie 2 indexer\n";
}
else{
warn "Bismark Genome Preparation - Step III: Launching the Bowtie (1) indexer\n";
}
print "Please be aware that this process can - depending on genome size - take several hours!\n";
sleep(1);
### if the path to bowtie was specfified explicitely
if ($path_to_bowtie){
if ($bowtie2){
$path_to_bowtie =~ s/$/bowtie2-build/;
}
else{
$path_to_bowtie =~ s/$/bowtie-build/;
}
}
### otherwise we assume that bowtie-build is in the path
else{
if ($bowtie2){
$path_to_bowtie = 'bowtie2-build';
}
else{
$path_to_bowtie = 'bowtie-build';
}
}
$verbose and print "\n";
### Forking the program to run 2 instances of Bowtie-build or Bowtie2-build (= the Bowtie (1/2) indexer)
my $pid = fork();
# parent process
if ($pid){
sleep(1);
chdir $CT_dir or die "Unable to change directory: $!\n";
$verbose and warn "Preparing indexing of CT converted genome in $CT_dir\n";
my @fasta_files = <*.fa>;
my $file_list = join (',',@fasta_files);
my $cmd = "$path_to_bowtie -f $file_list BS_CT";
if($parallel) {
$cmd = "$cmd --threads $parallel";
}
$verbose and print "Parent process: Starting to index C->T converted genome with the following command:\n\n";
$verbose and print "$cmd\n\n";
system ($cmd)== 0 or die "Parent process: Failed to build index\n";
waitpid( $pid, 0 );
$? == 0 or die "Parent process: Child process failed\n";
}
# child process
elsif ($pid == 0){
sleep(2);
chdir $GA_dir or die "Unable to change directory: $!\n";
$verbose and warn "Preparing indexing of GA converted genome in $GA_dir\n";
my @fasta_files = <*.fa>;
my $file_list = join (',',@fasta_files);
my $cmd = "$path_to_bowtie -f $file_list BS_GA";
if($parallel) {
$cmd = "$cmd --threads $parallel";
}
$verbose and print "Child process: Starting to index G->A converted genome with the following command:\n\n";
$verbose and print "$cmd\n\n";
exec ($cmd);
}
# if the platform doesn't support the fork command we will run the indexing processes one after the other
else{
print "Forking process was not successful, therefore performing the indexing sequentially instead\n";
# sleep(10);
### moving to CT genome folder
$verbose and warn "Preparing to index CT converted genome in $CT_dir\n";
chdir $CT_dir or die "Unable to change directory: $!\n";
my @fasta_files = <*.fa>;
my $file_list = join (',',@fasta_files);
$verbose and print "$file_list\n\n";
# sleep(2);
my $cmd = "$path_to_bowtie -f $file_list BS_CT";
if($parallel) {
$cmd = "$cmd --threads $parallel";
}
system ($cmd);
@fasta_files=();
$file_list= '';
### moving to GA genome folder
$verbose and warn "Preparing to index GA converted genome in $GA_dir\n";
chdir $GA_dir or die "Unable to change directory: $!\n";
@fasta_files = <*.fa>;
$file_list = join (',',@fasta_files);
$verbose and print "$file_list\n\n";
# sleep(2);
$cmd = "$path_to_bowtie -f $file_list BS_GA";
if($parallel) {
$cmd = "$cmd --threads $parallel";
}
exec ($cmd);
}
}
sub process_sequence_files {
my ($total_CT_conversions,$total_GA_conversions) = (0,0);
$verbose and print "Bismark Genome Preparation - Step II: Bisulfite converting reference genome\n\n";
sleep (1);
chdir $genome_folder or die "Could't move to directory $genome_folder $!";
$verbose and print "conversions performed:\n";
$verbose and print join("\t",'chromosome','C->T','G->A'),"\n";
### If someone wants to index a genome which consists of thousands of contig and scaffold files we need to write the genome conversions into an MFA file
### Otherwise the list of comma separated chromosomes we provide for bowtie-build will get too long for the kernel to handle
### This is now the default option
if ($multi_fasta){
### Here we just use one multi FastA file name, append .CT_conversion or .GA_conversion and print all sequence conversions into these files
my $bisulfite_CT_conversion_filename = "$CT_dir/genome_mfa.CT_conversion.fa";
open (CT_CONVERT,'>',$bisulfite_CT_conversion_filename) or die "Can't write to file $bisulfite_CT_conversion_filename: $!\n";
my $bisulfite_GA_conversion_filename = "$GA_dir/genome_mfa.GA_conversion.fa";
open (GA_CONVERT,'>',$bisulfite_GA_conversion_filename) or die "Can't write to file $bisulfite_GA_conversion_filename: $!\n";
}
foreach my $filename(@filenames){
my ($chromosome_CT_conversions,$chromosome_GA_conversions) = (0,0);
if ($filename =~ /\.gz$/){
open (IN,"gunzip -c $filename |") or die "Failed to read from sequence file $filename $!\n";
}
else{
open (IN,$filename) or die "Failed to read from sequence file $filename $!\n";
}
# warn "Reading chromosome information from $filename\n\n";
### first line needs to be a fastA header
my $first_line = <IN>;
chomp $first_line;
### Extracting chromosome name from the FastA header
my $chromosome_name = extract_chromosome_name($first_line);
### Exiting if a chromosome with the same name was present already
if (exists $chromosomes{$chromosome_name}){
die "Exiting because chromosome name '$chromosome_name' already exists. Please make sure all chromosomes have a unique name!\n";
}
else{
$chromosomes{$chromosome_name}++;
}
### alternatively, chromosomes can be written out into single-entry FastA files. This will only work for genomes with up to a few hundred chromosomes.
unless ($multi_fasta){
my $bisulfite_CT_conversion_filename = "$CT_dir/$chromosome_name";
$bisulfite_CT_conversion_filename =~ s/$/.CT_conversion.fa/;
open (CT_CONVERT,'>',$bisulfite_CT_conversion_filename) or die "Can't write to file $bisulfite_CT_conversion_filename: $!\n";
my $bisulfite_GA_conversion_filename = "$GA_dir/$chromosome_name";
$bisulfite_GA_conversion_filename =~ s/$/.GA_conversion.fa/;
open (GA_CONVERT,'>',$bisulfite_GA_conversion_filename) or die "Can't write to file $bisulfite_GA_conversion_filename: $!\n";
}
print CT_CONVERT ">",$chromosome_name,"_CT_converted\n"; # first entry
print GA_CONVERT ">",$chromosome_name,"_GA_converted\n"; # first entry
while (<IN>){
### in case the line is a new fastA header
if ($_ =~ /^>/){
### printing out the stats for the previous chromosome
$verbose and print join ("\t",$chromosome_name,$chromosome_CT_conversions,$chromosome_GA_conversions),"\n";
### resetting the chromosome transliteration counters
($chromosome_CT_conversions,$chromosome_GA_conversions) = (0,0);
### Extracting chromosome name from the additional FastA header
$chromosome_name = extract_chromosome_name($_);
### alternatively, chromosomes can be written out into single-entry FastA files. This will only work for genomes with up to a few hundred chromosomes.
unless ($multi_fasta){
my $bisulfite_CT_conversion_filename = "$CT_dir/$chromosome_name";
$bisulfite_CT_conversion_filename =~ s/$/.CT_conversion.fa/;
open (CT_CONVERT,'>',$bisulfite_CT_conversion_filename) or die "Can't write to file $bisulfite_CT_conversion_filename: $!\n";
my $bisulfite_GA_conversion_filename = "$GA_dir/$chromosome_name";
$bisulfite_GA_conversion_filename =~ s/$/.GA_conversion.fa/;
open (GA_CONVERT,'>',$bisulfite_GA_conversion_filename) or die "Can't write to file $bisulfite_GA_conversion_filename: $!\n";
}
print CT_CONVERT ">",$chromosome_name,"_CT_converted\n";
print GA_CONVERT ">",$chromosome_name,"_GA_converted\n";
}
else{
my $sequence = uc$_;
### (I) First replacing all ambiguous sequence characters (such as M,S,R....) by N (G,A,T,C,N and the line endings \r and \n are added to a character group)
$sequence =~ s/[^ATCGN\n\r]/N/g;
### (II) Writing the chromosome out into a C->T converted version (equals forward strand conversion)
my $CT_sequence = $sequence;
my $CT_transliterations_performed = ($CT_sequence =~ tr/C/T/); # converts all Cs into Ts
$total_CT_conversions += $CT_transliterations_performed;
$chromosome_CT_conversions += $CT_transliterations_performed;
print CT_CONVERT $CT_sequence;
### (III) Writing the chromosome out in a G->A converted version of the forward strand (this is equivalent to reverse-
### complementing the forward strand and then C->T converting it)
my $GA_sequence = $sequence;
my $GA_transliterations_performed = ($GA_sequence =~ tr/G/A/); # converts all Gs to As on the forward strand
$total_GA_conversions += $GA_transliterations_performed;
$chromosome_GA_conversions += $GA_transliterations_performed;
print GA_CONVERT $GA_sequence;
}
}
$verbose and print join ("\t",$chromosome_name,$chromosome_CT_conversions,$chromosome_GA_conversions),"\n";
}
close (CT_CONVERT) or die "Failed to close filehandle: $!\n";
close (GA_CONVERT) or die "Failed to close filehandle: $!\n";
print "\nTotal number of conversions performed:\n";
print "C->T:\t$total_CT_conversions\n";
print "G->A:\t$total_GA_conversions\n";
warn "\nStep II - Genome bisulfite conversions - completed\n\n\n";
}
sub get_genomic_frequencies{
warn "Calculating genomic frequencies (this may take several minutes depending on genome size) ...\n";
warn "="x164,"\n";
read_genome_into_memory($parent_dir);
foreach my $chr (keys %chromosomes){
warn "Processing chromosome >> $chr <<\n";
process_sequence($chromosomes{$chr});
}
%genomic_freqs = %freqs;
### Attempting to write a genomic nucleotide frequency table out to the genome folder so we can re-use it next time without the need to re-calculate
### if this fails
if ( open (FREQS,'>',"${genome_folder}genomic_nucleotide_frequencies.txt") ){
warn "Writing genomic nucleotide frequencies to the file >${genome_folder}genomic_nucleotide_frequencies.txt< for future re-use\n";
foreach my $f(sort keys %genomic_freqs){
warn "Writing count of (di-)nucleotide: $f\t$genomic_freqs{$f}\n";
print FREQS "$f\t$genomic_freqs{$f}\n";
}
close FREQS or warn "Failed to close filehandle FREQS: $!\n\n";
}
else{
warn "Failed to write out file ${genome_folder}genomic_nucleotide_frequencies.txt because of: $!. Skipping writing out genomic frequency table\n\n";
}
}
sub process_sequence{
my $seq = shift;
my $mono;
my $di;
foreach my $index (0..(length$seq)-1){
my $counted = 0;
if ($index%10000000==0){
# warn "Current index number is $index\n";
}
$mono = substr($seq,$index,1);
unless ( $mono eq 'N'){
$freqs{$mono}++;
}
unless ( ($index + 2) > length$seq ){
$di = substr($seq,$index,2);
if (index($di,'N') < 0) {
$freqs{$di}++;
}
}
}
}
sub extract_chromosome_name {
## Bowtie extracts the first string after the inition > in the FASTA file, so we are doing this as well
my $fasta_header = shift;
if ($fasta_header =~ s/^>//){
my ($chromosome_name) = split (/\s+/,$fasta_header);
return $chromosome_name;
}
else{
die "The specified chromosome ($fasta_header) file doesn't seem to be in FASTA format as required!\n";
}
}
sub create_bisulfite_genome_folders{
$verbose and print "Bismark Genome Preparation - Step I: Preparing folders\n\n";
if ($path_to_bowtie){
unless ($path_to_bowtie =~ /\/$/){
$path_to_bowtie =~ s/$/\//;
}
if (chdir $path_to_bowtie){
if ($bowtie2){
$verbose and print "Path to Bowtie 2 specified: $path_to_bowtie\n";
}
else{
$verbose and print "Path to Bowtie (1) specified: $path_to_bowtie\n";
}
}
else{
die "There was an error with the path to bowtie: $!\n";
}
}
chdir $genome_folder or die "Could't move to directory $genome_folder. Make sure the directory exists! $!";
# Exiting unless there are fastA files in the folder
my @filenames = <*.fa>;
### if there aren't any genomic files with the extension .fa we will look for files with the extension .fa.gz
unless (@filenames){
@filenames = <*.fa.gz>;
}
### if there aren't any genomic files with the extension .fa or .fa.gz we will look for files with the extension .fasta
unless (@filenames){
@filenames = <*.fasta>;
}
### if there aren't any genomic files with the extension .fa, .fa.gz or .fasta we will look for files with the extension .fasta.gz
unless (@filenames){
@filenames = <*.fasta>;
}
unless (@filenames){
die "The specified genome folder $genome_folder does not contain any sequence files in FastA format (with .fa, .fa.gz, .fasta or .fasta.gz file extensions)\n";
}
warn "Bisulfite Genome Indexer version $bismark_version (last modified 25 September 2018)\n";
sleep (1);
# creating a directory inside the genome folder to store the bisfulfite genomes unless it already exists
my $bisulfite_dir = "${genome_folder}Bisulfite_Genome/";
unless (-d $bisulfite_dir){
mkdir $bisulfite_dir or die "Unable to create directory $bisulfite_dir $!\n";
$verbose and print "Created Bisulfite Genome folder $bisulfite_dir\n";
}
else{
print "\nA directory called $bisulfite_dir already exists. Bisulfite converted sequences and/or already existing Bowtie (1 or 2) indices will be overwritten!\n\n";
sleep(2);
}
chdir $bisulfite_dir or die "Unable to move to $bisulfite_dir\n";
$CT_dir = "${bisulfite_dir}CT_conversion/";
$GA_dir = "${bisulfite_dir}GA_conversion/";
# creating 2 subdirectories to store a C->T (forward strand conversion) and a G->A (reverse strand conversion)
# converted version of the genome
unless (-d $CT_dir){
mkdir $CT_dir or die "Unable to create directory $CT_dir $!\n";
$verbose and print "Created Bisulfite Genome folder $CT_dir\n";
}
unless (-d $GA_dir){
mkdir $GA_dir or die "Unable to create directory $GA_dir $!\n";
$verbose and print "Created Bisulfite Genome folder $GA_dir\n";
}
# moving back to the original genome folder
chdir $genome_folder or die "Could't move to directory $genome_folder $!";
# $verbose and print "Moved back to genome folder folder $genome_folder\n";
warn "\nStep I - Prepare genome folders - completed\n\n\n";
return @filenames;
}
sub read_genome_into_memory{
## reading in and storing the specified genome in the %chromosomes hash
chdir ($genome_folder) or die "Can't move to $genome_folder: $!";
warn "Now reading in and storing sequence information of the genome specified in: $genome_folder\n\n";
my @chromosome_filenames = <*.fa>;
### if there aren't any genomic files with the extension .fa we will look for files with the extension .fa.gz
unless (@chromosome_filenames){
@chromosome_filenames = <*.fa.gz>;
}
### if there aren't any genomic files with the extension .fa or .fq.gz we will look for files with the extension .fasta
unless (@chromosome_filenames){
@chromosome_filenames = <*.fasta>;
}
### if there aren't any genomic files with the extension .fa or .fa.gz or .fasta we will look for files with the extension .fasta.gz
unless (@chromosome_filenames){
@chromosome_filenames = <*.fasta.gz>;
}
unless (@chromosome_filenames){
die "The specified genome folder $genome_folder does not contain any sequence files in FastA format (with .fa, .fa.gz, .fasta or .fasta.gz file extensions)\n";
}
foreach my $chromosome_filename (@chromosome_filenames){
# skipping the tophat entire mouse genome fasta file
next if ($chromosome_filename eq 'Mus_musculus.NCBIM37.fa');
if( $chromosome_filename =~ /\.gz$/){
open (CHR_IN,"gunzip -c $chromosome_filename |") or die "Failed to read from sequence file $chromosome_filename $!\n";
}
else{
open (CHR_IN,$chromosome_filename) or die "Failed to read from sequence file $chromosome_filename $!\n";
}
### first line needs to be a fastA header
my $first_line = <CHR_IN>;
chomp $first_line;
$first_line =~ s/\r//; # removing /r carriage returns
### Extracting chromosome name from the FastA header
my $chromosome_name = extract_chromosome_name($first_line);
my $sequence;
while (<CHR_IN>){
chomp;
$_ =~ s/\r//; # removing /r carriage returns
if ($_ =~ /^>/){
### storing the previous chromosome in the %chromosomes hash, only relevant for Multi-Fasta-Files (MFA)
if (exists $chromosomes{$chromosome_name}){
warn "chr $chromosome_name (",length $sequence ," bp)\n";
die "Exiting because chromosome name '$chromosome_name' already exists. Please make sure all chromosomes have a unique name!\n";
}
else {
if (length($sequence) == 0){
warn "Chromosome $chromosome_name in the multi-fasta file $chromosome_filename did not contain any sequence information!\n";
}
warn "chr $chromosome_name (",length $sequence ," bp)\n";
$chromosomes{$chromosome_name} = $sequence;
}
### resetting the sequence variable
$sequence = '';
### setting new chromosome name
$chromosome_name = extract_chromosome_name($_);
}
else{
$sequence .= uc$_;
}
}
if (exists $chromosomes{$chromosome_name}){
warn "chr $chromosome_name (",length $sequence ," bp)\t";
die "Exiting because chromosome name '$chromosome_name' already exists. Please make sure all chromosomes have a unique name.\n";
}
else{
if (length($sequence) == 0){
warn "Chromosome $chromosome_name in the file $chromosome_filename did not contain any sequence information!\n";
}
warn "chr $chromosome_name (",length $sequence ," bp)\n";
$chromosomes{$chromosome_name} = $sequence;
}
}
warn "\n";
chdir $parent_dir or die "Failed to move to directory $parent_dir\n";
}
sub print_helpfile{
print << 'HOW_TO';
DESCRIPTION
This script is supposed to convert a specified reference genome into two different bisulfite
converted versions and index them for alignments with Bowtie 2 (default), or Bowtie 1. The first
bisulfite genome will have all Cs converted to Ts (C->T), and the other one will have all Gs
converted to As (G->A). Both bisulfite genomes will be stored in subfolders within the reference
genome folder. Once the bisulfite conversion has been completed the program will fork and launch
two simultaneous instances of the Bowtie 1 or 2 indexer (bowtie-build or bowtie2-build). Be aware
that the indexing process can take up to several hours; this will mainly depend on genome size
and system resources.
The following is a brief description of command line options and arguments to control the
Bismark Genome Preparation:
USAGE: bismark_genome_preparation [options] <arguments>
OPTIONS:
--help/--man Displays this help filea and exits.
--version Displays version information and exits.
--verbose Print verbose output for more details or debugging.
--path_to_bowtie </../> The full path to the Bowtie 1 or Bowtie 2 installation on your system
(depending on which aligner/indexer you intend to use). Unless this path
is specified it is assumed that Bowtie is in the PATH.
--bowtie2 This will create bisulfite indexes for Bowtie 2. (Default: ON).
--bowtie1 This will create bisulfite indexes for Bowtie 1. (Default: OFF).
--parallel INT Use several threads for each indexing process to speed up the genome preparation step.
Remember that the indexing is run twice in parallel already (for the top and bottom strand
separately), so e.g. '--parallel 4' will use 8 threads in total. Only works with Bowtie 2.
--single_fasta Instruct the Bismark Indexer to write the converted genomes into
single-entry FastA files instead of making one multi-FastA file (MFA)
per chromosome. This might be useful if individual bisulfite converted
chromosomes are needed (e.g. for debugging), however it can cause a
problem with indexing if the number of chromosomes is vast (this is likely
to be in the range of several thousand files; the operating system can
only handle lists up to a certain length, and some newly assembled
genomes may contain 20000-500000 contigs of scaffold files which do exceed
this list length limit).
--genomic_composition Calculate and extract the genomic sequence composition for mono and di-nucleotides
and write the genomic composition table 'genomic_nucleotide_frequencies.txt' to the
genome folder. This may be useful later on when using bam2nuc or the Bismark option
--nucleotide_coverage.
ARGUMENTS:
<path_to_genome_folder> The path to the folder containing the genome to be bisulfite converted.
The Bismark Genome Preparation expects one or more fastA files in the folder
(with the file extension: .fa or .fasta (also ending in .gz)). Specifying this path is mandatory.
This script was last modified on 25 September 2018.
HOW_TO
}