filter_non_conversion

#!/usr/bin/perl
use warnings;
use strict;
use Getopt::Long;
use Cwd;
$|++;


## 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 $parent_dir = getcwd();
my $filter_version = 'v0.20.0';
my ($single,$paired);
my ($global_single,$global_paired,$samtools_path,$threshold,$consecutive,$percentage_cutoff,$minimum_count) = process_commandline();

my $start_run = time();
# warn "Run started at: $start_run\n";


foreach my $file (@ARGV){
    $single = $paired = undef; # resetting
    unless ($file =~ /bam$/){
	die "Please provide a BAM file to continue!\n";
    }
    
    # Testing if the file appears to be truncated, in which case we bail with a big scary warning message
    if ($file =~ /(\.bam$)/){
	bam_isTruncated($file);
    } 
    
    # Testing is th file is empty
    if ($file =~ /(\.bam$|\.sam$)/){
	bam_isEmpty($file);
    }
    
    # FILE TYPE
    if ($global_single){
	$paired = 0;
	$single = 1;
    }
    elsif($global_paired){
	$paired = 1;
	$single = 0;
    }
    
    unless($global_single or $global_paired){
	determine_file_type($file);
    }
    
    unless ($single or $paired){
	die "Please specify either -s (single-end) or -p (paired-end) file, or provide a SAM/BAM file that contains the \@PG header line\n\n";
    }
    
    if ($paired){
	test_positional_sorting($file);
    }

    # looks like we should be good to actually do something
    process_file($file);
}

warn "Please continue with deduplication or methylation extraction now (depending on your application)\n\n";


sub process_file{
    
    my $infile = shift;
    open (IN,"samtools view -h $infile |") or die $!;
    
    my $outfile = $infile;
    $outfile =~ s/\.bam$//;
    $outfile =~ s/$/.nonCG_filtered.bam/;
    open (OUT,"| samtools view -bS - > $outfile") or die "Failed to write to file $outfile: $!\n\n";
    
    my $removed = $infile;
    $removed =~ s/\.bam$//;
    $removed =~ s/$/.nonCG_removed_seqs.bam/;
    open (REMOVED,"| samtools view -bS - > $removed") or die "Failed to write removed sequences to outfile $removed: $!\n\n";
    
    my $report = $infile;
    $report =~ s/\.bam$//;
    $report =~ s/$/.non-conversion_filtering.txt/;
    open (REPORT,'>',$report) or die "Failed to write non-CG filtering report to $report: $!\n\n";

    my $count = 0;
    my $kicked = 0;
    if ($single){
	if (defined $percentage_cutoff){
	    warn "Using an overall percentage of >> $percentage_cutoff% << and a minimum count of >> $minimum_count << cytosines in non-CG context as filtering criteria before a read gets removed\n\n";
	}
	else{
	    warn "Using a threshold of >> $threshold << methylation calls in non-CG context before a read gets removed\n\n";
	}
    }
    else{
	if (defined $percentage_cutoff){
	    warn "Using an overall percentage of >> $percentage_cutoff% << and a minimum count of >> $minimum_count << cytosines in non-CG context as filtering criteria before a read pair gets removed (either read can fail the entire read pair)\n\n";
	}
	else{
	    warn "Using a threshold of >> $threshold << methylation calls in non-CG context before a read pair gets removed (either read can fail the entire read pair)\n\n";
	}
    }
    
    while (<IN>){
	
	if ($_ =~ /^\@/){ # header lines
	    print OUT;
	    print REMOVED;
	    next;
	}
	if ($single){
	    my ($meth_call) = $1 if ($_ =~ /XM:Z:(.+?)\s/);
	    # warn "$meth_call\n"; sleep(1);
	    
	    my $sequence_fails = 0;
	    my $nonCpG_count = 0;
	    my $total_nonCG = 0;
	    
	    ++$count;
	    
	    my @chars = split //,$meth_call;
	    
	    foreach my $char(@chars){

		if ( ($char eq 'H') or ($char eq 'X') ){ # methylated non-CG calls
		    ++$nonCpG_count;
		    ++$total_nonCG;
		}
		elsif ( ($char eq 'h') or ($char eq 'x') ){ # unmethylated non-CG calls
		    ++$total_nonCG;
		}

		if ($consecutive){
		    if ( ($char eq 'z') or ($char eq 'h') or ($char eq 'x')){
			$nonCpG_count = 0; # resetting the counter if there is any kind of non methylated cytosine on the way
		    }
		}
		
		unless (defined $percentage_cutoff){ # an absolute value of non-CG methylation is only relevant if --percentage_cutoff was not specified
		    if ($nonCpG_count >= $threshold){
			$sequence_fails = 1;
			last;
		    }
		}
	    }
	    
	    if (defined $percentage_cutoff){
		# warn "total non-CGs:\t$total_nonCG\nminimum count:\t$minimum_count\n";
		
		if ($total_nonCG >= $minimum_count){
		    
		    my $perc = sprintf("%.1f",$nonCpG_count / $total_nonCG * 100); # $total_nonCG is always > 0 as minumum count has to be >= 1
		    # warn "Sequence methylation overall: $perc\n"; sleep(1);
		    if ($perc >= $percentage_cutoff){
			$sequence_fails = 1;
		    }
		}
		else{
		    # warn "not enough evidence in this read to filter it out with confidence\n";
		}
	    }

	    if ($sequence_fails){
		++$kicked;
		print REMOVED;
	    }
	    else{
		print OUT;
	    }
	}
	else{ # Paired-end
	    
	    my $line_1 = $_;
	    $_ = <IN>; # read 2 of a pair
	    
	    my ($meth_call_1) = $1 if ($line_1 =~ /XM:Z:(.+?)\s/);
	    my ($meth_call_2) = $1 if ($_ =~ /XM:Z:(.+?)\s/);
	    
	    unless($meth_call_1 and $meth_call_2){
		die "Failed to extract methylation calls from Read 1 or Read 2 for sequence pair\nRead 1: $line_1\nRead 2: $_\n\n";
	    }
	    # warn "$meth_call_1\n$meth_call_2\n"; sleep(1);
	    
	    my $sequence_fails = 0;
	    my $nonCpG_count = 0;
	    my $total_nonCG = 0;
	    ++$count; # just one count per sequence pair
	    
	    ### READ 1
	    my @chars = split //,$meth_call_1;
	    
	    foreach my $char(@chars){
		if ( ($char eq 'H') or ($char eq 'X') ){ # methylated non-CG calls
		    ++$nonCpG_count;
		    ++$total_nonCG;
		}
		elsif ( ($char eq 'h') or ($char eq 'x') ){ # unmethylated non-CG calls
		    ++$total_nonCG;
		}
		
		if ($consecutive){
		    if ( ($char eq 'z') or ($char eq 'h') or ($char eq 'x')){
			$nonCpG_count = 0; # resetting the counter if there is any kind of non methylated cytosine on the way
		    }
		}
		
		unless (defined $percentage_cutoff){ # an absolute value of non-CG methylation is only relevant if --percentage_cutoff was not specified
		    if ($nonCpG_count >= $threshold){
			$sequence_fails = 1;
			last;
		    }
		}
	    }

	    if (defined $percentage_cutoff){
		# warn "total non-CGs:\t$total_nonCG\nminimum count:\t$minimum_count\n";
		
		if ($total_nonCG >= $minimum_count){
		    
		    my $perc = sprintf("%.1f",$nonCpG_count / $total_nonCG * 100); # $total_nonCG is always > 0 as minumum count has to be >= 1
		    # warn "Sequence methylation overall: $perc\n";
		    if ($perc >= $percentage_cutoff){
			$sequence_fails = 1;
			# warn "Read 1 sequence fails\n"; sleep(1);
		    }
		}
		else{
		    #  warn "not enough evidence in this read to filter it out with confidence\n";
		}
	    }
	    
	    unless ($sequence_fails){ # if Read 1 has failed the sequence pair already we do not need to look at Read 2
		
		$nonCpG_count = 0; # resetting counter
		$total_nonCG = 0;
		
		### READ 2
		@chars = split //,$meth_call_2;
		
		foreach my $char(@chars){
		    if ( ($char eq 'H') or ($char eq 'X') ){ # methylated non-CG calls
			++$nonCpG_count;
			++$total_nonCG;
		    }
		    elsif ( ($char eq 'h') or ($char eq 'x') ){ # unmethylated non-CG calls
			++$total_nonCG;
		    }  
		    
		    if ($consecutive){
			if ( ($char eq 'z') or ($char eq 'h') or ($char eq 'x')){
			    $nonCpG_count = 0; # resetting the counter if there is any kind of non methylated cytosine on the way
			}
		    }
		    
		    unless (defined $percentage_cutoff){ # an absolute value of non-CG methylation is only relevant if --percentage_cutoff was not specified
			if ($nonCpG_count >= $threshold){
			    $sequence_fails = 1;
			    last;
			}
		    }
		}
		
		if (defined $percentage_cutoff){
		    # warn "total non-CGs:\t$total_nonCG\nminimum count:\t$minimum_count\n";
		    
		    if ($total_nonCG >= $minimum_count){
			
			my $perc = sprintf("%.1f",$nonCpG_count / $total_nonCG * 100); # $total_nonCG is always > 0 as minumum count has to be >= 1
			# warn "Sequence methylation overall: $perc\n";
			if ($perc >= $percentage_cutoff){
			    $sequence_fails = 1;
			    # warn "Read 2 sequence fails\n"; sleep(1);
			}
		    }
		    else{
			# warn "not enough evidence in this read to filter it out with confidence\n";
		    }
		}
		
	    }

	    if ($sequence_fails){
		++$kicked;
		print REMOVED $line_1;
		print REMOVED $_;
	    }
	    else{
		print OUT $line_1;
		print OUT $_;
	    }
	}
	
    }
    
    ### SUMMARY
    warn "NON-CONVERSION SUMMARY\n======================\n";
    if ($paired){
	warn "Analysed read pairs (paired-end) in file >> $infile << in total:\t$count\n";
	print REPORT "Analysed read pairs (paired-end) in file >> $infile <<  in total:\t$count\n";
    }
    else{
	warn "Analysed sequences (single-end) in file >> $infile << in total:\t$count\n";
	print REPORT "Analysed sequences (single-end) in file >> $infile << in total:\t$count\n";
    }
    
    my $percent;

    if ($count ==0){ 
	$percent = "N/A";
    }
    else{
	$percent = sprintf ("%.1f",$kicked/$count*100);
    }
    
    my $insert = '';
    if ($consecutive){
	$insert = 'consecutive ';
    }
    if ($paired){
	if (defined $percentage_cutoff){
	    warn "Sequences removed because of apparent non-bisulfite conversion (at least $percentage_cutoff% methylation and $minimum_count non-CG calls in total in at least one of the reads):\t$kicked ($percent%)\n\n";
	    print REPORT "Sequences removed because of apparent non-bisulfite conversion (at least $percentage_cutoff% methylation and $minimum_count non-CG calls in total in at least one of the reads):\t$kicked ($percent%)\n\n";
	}
	else{
	    warn "Sequences removed because of apparent non-bisulfite conversion (at least $threshold ${insert}non-CG calls in one of the reads):\t$kicked ($percent%)\n\n";
	    print REPORT "Sequences removed because of apparent non-bisulfite conversion (at least $threshold ${insert}non-CG calls in one of the reads):\t$kicked ($percent%)\n\n";
	}
    }
    else{
	if (defined $percentage_cutoff){
	    warn "Sequences removed because of apparent non-bisulfite conversion (at least $percentage_cutoff% methylation and $minimum_count non-CG calls in total per read):\t$kicked ($percent%)\n\n";
	    print REPORT "Sequences removed because of apparent non-bisulfite conversion (at least $percentage_cutoff% methylation and $minimum_count non-CG calls in total per read):\t$kicked ($percent%)\n\n";
	}
	else{
	    warn "Sequences removed because of apparent non-bisulfite conversion (at least $threshold ${insert}non-CG calls per read):\t$kicked ($percent%)\n\n";
	    print REPORT "Sequences removed because of apparent non-bisulfite conversion (at least $threshold ${insert}non-CG calls per read):\t$kicked ($percent%)\n\n";
	}
    }
    
    close OUT or warn "Couldn't close OUT... $!\n";
    close REMOVED or warn "Couldn't close REMOVED... $!\n";
    
}

sub determine_file_type{
    my $file = shift;
    warn "Trying to determine the type of mapping from the SAM header line\n";
    
    ### if the user did not specify whether the alignment file was single-end or paired-end we are trying to get this information from the @PG header line in the BAM file
    if ($file =~ /\.gz$/){
	open (DETERMINE,"gunzip -c $file |") or die "Unable to read from gzipped file $file: $!\n";
    }
    elsif ($file =~ /\.bam$/){
	open (DETERMINE,"$samtools_path view -h $file |") or die "Unable to read from BAM file $file: $!\n";
    }
    else{
	open (DETERMINE,$file) or die "Unable to read from $file: $!\n";
    }
    while (<DETERMINE>){
	last unless (/^\@/);
	if ($_ =~ /^\@PG/){
	    # warn "found the \@PG line:\n";
	    # warn "$_";
	    
	    if ($_ =~ /\s+--?1\s+/ and $_ =~ /\s+--?2\s+/){ # allowing -1 and -2 or --1 and --2
		warn "Treating file as paired-end data (extracted from \@PG line)\n"; sleep(1);
		$paired = 1;
		$single = 0;
	    }
	    else{
		warn "Treating file as single-end data (extracted from \@PG line)\n"; sleep(1);
		$paired = 0;
		$single = 1;
	    }
	}
    }
    close DETERMINE or warn "$!\n";
}

sub test_positional_sorting{
    
    my $filename = shift;

    print "\nNow testing Bismark result file $filename for positional sorting (which would be bad...)\t";
    sleep(1);

    if ($filename =~ /\.gz$/) {
	open (TEST,"gunzip -c $filename |") or die "Can't open gzipped file $filename: $!\n";
    }
    elsif ($filename =~ /bam$/ ||  isBam($filename) ){ ### this would allow to read BAM files that do not end in *.bam
	if ($samtools_path){
	    open (TEST,"$samtools_path view -h $filename |") or die "Can't open BAM file $filename: $!\n";
	}
	else{
	    die "Sorry couldn't find an installation of Samtools. Either specifiy an alternative path using the option '--samtools_path /your/path/', or use a SAM file instead\n\n";
	}
    }
    else {
	open (TEST,$filename) or die "Can't open file $filename: $!\n";
    }

    my $count = 0;

    while (<TEST>) {
	if (/^\@/) {	     # testing header lines if they contain the @SO flag (for being sorted)
	    if (/^\@SO/) {
		die "SAM/BAM header line '$_' indicates that the Bismark aligment file has been sorted by chromosomal positions which is is incompatible with correct methylation extraction. Please use an unsorted file instead (e.g. use samtools sort -n)\n\n";
	    }
	    next;
	}
	$count++;
	
	last if ($count > 100000); # else we test the first 100000 sequences if they start with the same read ID
	
	my ($id_1) = (split (/\t/));
	
	### reading the next line which should be read 2
	$_ = <TEST>;
	my ($id_2) = (split (/\t/));
	last unless ($id_2);
	++$count;
	
	if ($id_1 eq $id_2){
	    ### ids are the same
	    next;
	}
	else{ ### in previous versions of Bismark we appended /1 and /2 to the read IDs for easier eyeballing which read is which. These tags need to be removed first
	    my $id_1_trunc = $id_1;
	    $id_1_trunc =~ s/\/1$//;
	    my $id_2_trunc = $id_2;
	    $id_2_trunc =~ s/\/2$//;
	    
	    unless ($id_1_trunc eq $id_2_trunc){
		die "\nThe IDs of Read 1 ($id_1) and Read 2 ($id_2) are not the same. This might be a result of sorting the paired-end SAM/BAM files by chromosomal position which is not compatible with correct methylation extraction. Please use an unsorted file instead (e.g. use samtools sort -n)\n\n";
	    }
	}
    }
    #  close TEST or die $!; somehow fails on our cluster...
    ### If it hasen't died so far then it seems the file is in the correct Bismark format (read 1 and read 2 of a pair directly following each other)
    warn "...passed!\n";
    sleep(1);
}


sub process_commandline{
    
    my $help;
    my $single;
    my $paired;
    my $global_single;
    my $global_paired;
    my $samtools_path;
    my $threshold;
    my $version;
    my $consecutive;
    my $percentage_cutoff;
    my $minimum_count;
    
    my $command_line = GetOptions ('help'                 => \$help,
				   's|single'             => \$global_single,
				   'p|paired'             => \$global_paired,
				   'samtools_path=s'      => \$samtools_path,
				   'threshold=i'          => \$threshold,
				   'consecutive'          => \$consecutive,
				   'version'              => \$version,
				   'percentage_cutoff=i'  => \$percentage_cutoff, 
				   'minimum_count=i'      => \$minimum_count,
	);
    
    die "Please respecify command line options\n\n" unless ($command_line);
    
    if ($help){
	print_helpfile();
	exit;
    }
    
    if ($version){
	print << "VERSION";
	
                	Bismark non-conversion filtering
	    
               	    Bismark non-conversion version: $filter_version
	    Copyright 2010-18 Felix Krueger, Babraham Bioinformatics
                www.bioinformatics.babraham.ac.uk/projects/bismark/
                    https://github.com/FelixKrueger/Bismark
		
		
VERSION
		exit;
    }
    
    unless (@ARGV){
	print "Please provide one or more Bismark output files for non-bisulfite conversion filtering\n\n";
	sleep (1);
	print_helpfile();
	exit;
    }
  
    ### OPTIONS

    if (defined $percentage_cutoff){
	die "The options --percentage_cutoff and --consecutive are mutually exclusive. Please respecify!\n\n" if ($consecutive);
	
	unless ($percentage_cutoff >= 0 and $percentage_cutoff <= 100){
	    die "The percentage cutoff value has to be within the range of 0-100 [%]. Please repecify!\n\n";
	}

	# If a percentage cutoff was selected, we also need a minimum count of non-CGs per read before we will use the percentage as a filtering criterion
	if (defined $minimum_count){
	    unless ($minimum_count > 0){
		die "Please select a sensible number of non-CG cytosines as minimum count (1 or more...)\n\n";
	    }
	}
	else{
	    $minimum_count = 5; # default
	}
    }

    ### USER DEFINED SINGLE OR PAIRED-END MODE
    unless ($global_single or $global_paired){
	warn "\nNeither -s (single-end) nor -p (paired-end) selected for non-bisulfite conversion filtering. Trying to extract this information for each file separately from the \@PG line of the SAM/BAM file\n";
    }
    
    if ($global_paired){
	if ($global_single){
	    die "Please select either -s for single-end files or -p for paired-end files, but not both at the same time!\n\n";
	}
	
	warn "Processing paired-end Bismark output file(s) (SAM format):\n";
	warn join ("\t",@ARGV),"\n\n";
    }
    elsif ($global_single){
	warn "Processing single-end Bismark output file(s) (SAM format):\n";
	warn join ("\t",@ARGV),"\n\n";
    }
    
    ### PATH TO SAMTOOLS
    if (defined $samtools_path){
	# if Samtools was specified as full command
	if ($samtools_path =~ /samtools$/){
	    if (-e $samtools_path){
		# Samtools executable found
	    }
	    else{
		die "Could not find an installation of Samtools at the location $samtools_path. Please respecify\n";
	    }
	}
	else{
	    unless ($samtools_path =~ /\/$/){
		$samtools_path =~ s/$/\//;
	    }
	    $samtools_path .= 'samtools';
	    if (-e $samtools_path){
		# Samtools executable found
	    }
	    else{
		die "Could not find an installation of Samtools at the location $samtools_path. Please respecify\n";
	    }
	}
    }
    # Check whether Samtools is in the PATH if no path was supplied by the user
    else{
	if (!system "which samtools >/dev/null 2>&1"){ # STDOUT is binned, STDERR is redirected to STDOUT. Returns 0 if Samtools is in the PATH
	    $samtools_path = `which samtools`;
	    chomp $samtools_path;
	}
    }

    if (defined $samtools_path){
	# fine
    }
    else{
	die "No Samtools found on your system, please install Samtools or specify its path using --samtools_path /path/\n\n";
    }
    
    ### THRESHOLD of methylated Cs in non-CG context
    if (defined $threshold){
	unless ($threshold > 0 ){
	    die "Please use a sensible value for $threshold (positive numbers only, default: [3])\n\n";
	}
    }
    else{
	$threshold = 3; # default
    }

 
    return ($single,$paired,$samtools_path,$threshold,$consecutive,$percentage_cutoff,$minimum_count);
}

sub bam_isEmpty{
      
    my $file = shift;

    if ($file =~ /\.bam$/){
	open (EMPTY,"$samtools_path view $file |") or die "Unable to read from BAM file $file: $!\n";
    }
    else{
	open (EMPTY,$file) or die "Unable to read from $file: $!\n";
    }
    my $count = 0;
    while (<EMPTY>){
	if ($_){
	    $count++;  # file contains data, fine.
	}
	last; # one line is enough
    }

    if ($count == 0){
	die "\n### File appears to be empty, terminating non-CG filtering process. Please make sure the input file has not been truncated. ###\n\n";
    }
    close EMPTY or warn "$!\n";
}

sub bam_isTruncated{
    
    my $file = shift;
    warn "Checking file >>$file<< for signs of file truncation...\n";
    
    open (TRUNC,"$samtools_path view 2>&1 $file |") or die "Unable to read from BAM file $file: $!\n"; # 2>&1 redirects stderr to stdout, so we should be able to capture problems
    
    my $count = 0;
    while (<TRUNC>){
	chomp;
	++$count;
	# errors tend to start with a [], I have seen e.g.: 
	# [W::bam_hdr_read] EOF marker is absent. The input is probably truncated.
	if ($_ =~ /^\[/){ 
	    if ($_ =~ /[EOF|truncated]/){ 
		die "Captured error message: '$_'\n\n[ERROR] The file appears to be truncated, please ensure that there were no errors while copying the file!!! Exiting...\n\n";
	    }
	}
	last if ($count == 10); 	# this should be enough
    }
    close TRUNC or warn "$!\n";
}

### Produce Run Time
my $end_run = time();
my $run_time = $end_run - $start_run;
my $days  = int($run_time/(24*60*60));
my $hours = ($run_time/(60*60))%24;
my $mins  = ($run_time/60)%60;
my $secs  = $run_time%60;

warn "filter_non_conversion completed in ${days}d ${hours}h ${mins}m ${secs}s\n\n";
print REPORT "filter_non_conversion completed in ${days}d ${hours}h ${mins}m ${secs}s\n";


sub print_helpfile{
  print <<EOF

  USAGE: filter_non_conversion [options] [Bismark BAM files]

  SYNOPSIS:

  Filtering incomplete bisulfite conversion from Bismark BAM files. This script examines the methylation calls
  of reads, or read pairs for paired-end sequencing, and filters out reads that exceed a certain threshold of
  methylated calls in non-CG context (the default is 3). In the first instance we look for a certain number of
  methylated non-CG calls, but this could potentially also be extended to a percentage for any given read.
 
  Please be aware that this kind of filtering is not advisable and will introduce biases if you work with organisms
  which exhibit any appreciable levels of non-CG methylation (e.g. most plants).



*** Please note that for paired-end BAM files the filter_non_conversion script expects Read 1 and Read 2 to
follow each other in consecutive lines! If the file has been sorted by position make sure that you resort it
by read name first (e.g. using samtools sort -n)  ***


-s/--single                 Filter single-end Bismark BAM files. If not specified the library type is auto-detected.

-p/--paired                 Filter paired-end Bismark BAM files. If not specified the library type is auto-detected.

--threshold [int]           The number of methylated cytosines in non-CG context at which reads or read pairs are filtered
                            out. For paired-end files either Read 1 or Read 2 can fail the entire read pair. Default: 3.

--percentage_cutoff [int]   Instead of filtering on an absolute count of methylated cytosines in non-CG context (see 
                            '--threshold [int]') this option allows you to define an overall percentage of methylation in
                            non-CG context (both CHH and CHG) which, if reached or exceeded, results in the read or read
                            pair being filtered out. For paired-end files either Read 1 or Read 2 can fail the entire read
                            pair. Also requires a minimum number of cytosines in non-CG context to make confident filtering
                            choices (see '--minimum_count [int]').

--minimum_count [int]       At least this number of cytosines in non-CG context (CHH or CHG) have to be seen in a read
                            (irrespective of their methylation state) before the '--percentage_cutoff' filter kicks in.
			    Default: 5.

--consecutive               Non-CG methylation has be found on consecutive non-CGs. Any kind of unmethylated cytosine (in
                            any context) resets the methylated non-CG counter to 0. Default: OFF.

--samtools_path             The path to your Samtools installation, e.g. /home/user/samtools/. Does not need to be specified
                            explicitly if Samtools is in the PATH already.


--help                      Displays this help text end exits.

--version                   Displays version information and exits.


                                Last modified: 06 September 2017

EOF
    ;
  exit 1;
}