# HG changeset patch
# User mvdbeek
# Date 1524213257 14400
# Node ID be830200e9874a68845f9a74042bf8064a736d90
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/damidseq_findpeaks commit 87c99a97cb2ce55640afdd2e55c8b3ae5ad99324
diff -r 000000000000 -r be830200e987 damidseq_findpeaks.xml
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/damidseq_findpeaks.xml Fri Apr 20 04:34:17 2018 -0400
@@ -0,0 +1,68 @@
+
+ Simple FDR random permutation peak caller
+
+ perl
+
+ &1| grep find_peaks]]>
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+ 10.1093/bioinformatics/btv386
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+
diff -r 000000000000 -r be830200e987 find_peaks
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/find_peaks Fri Apr 20 04:34:17 2018 -0400
@@ -0,0 +1,633 @@
+#!/usr/bin/perl -w
+
+# Copyright © 2012-2015, Owen Marshall
+
+# 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 2 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, write to the Free Software
+# Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307
+# USA
+
+use strict;
+use File::Basename;
+use 5.010;
+$|++;
+
+my $version = "1.0.1";
+
+print STDERR "\nfind_peaks v$version\nCopyright © 2012-15, Owen Marshall\n\n";
+
+my %vars = (
+ 'fdr' => 0.01,
+ 'min_count' => 2,
+ 'n' => 100,
+ 'frac' => 0,
+ 'min_quant' => 0.95,
+ 'step' => 0.01,
+ 'unified_peaks' => 'max',
+);
+
+my %vars_details = (
+ 'fdr' => 'False discovery rate value',
+ 'min_count' => 'Minimum number of fragments to consider as a peak',
+ 'n' => 'Number of iterations',
+ 'frac' => 'Number of random fragments to consider per iteration',
+ 'min_quant' => 'Minimum quantile for considering peaks',
+ 'step' => 'Stepping for quantiles',
+ 'unified_peaks' => "Method for calling peak overlaps (two options):\n\r'min': call minimum overlapping peak area\n\r'max': call maximum overlap as peak",
+);
+
+
+my @in_files;
+process_cli();
+
+# Time and date
+my ($sec,$min,$hour,$mday,$mon,$year) = localtime();
+my $date = sprintf("%04d-%02d-%02d.%02d-%02d-%02d",$year+1900,$mon+1,$mday,$hour,$min,$sec);
+
+help() unless @in_files;
+
+foreach my $fn (@in_files) {
+ my @in;
+ my @unified_peaks;
+ my @sig_peaks;
+ my @peakmins;
+
+ my %peaks;
+ my %peak_count;
+ my %peak_count_real;
+ my %log_scores;
+ my %regression;
+ my %peak_fdr_cutoff;
+ my %fdr;
+
+ # Output file names
+ my ($name,$dir,$ext) = fileparse($fn, qr/\.[^.]*/);
+
+ # filenames
+ my $fn_base_date = "peak_analysis.".$name.".$date";
+ my $base_dir = "$fn_base_date/";
+ my $out = "$base_dir"."$name-FDR$vars{'fdr'}";
+ my $out_peak_unified_track = $out.".peaks.gff";
+ my $out_peaks = $out."_FDR-data";
+
+ # Load gff data files
+ load_gff(FILE=>$fn, IN_REF=>\@in);
+
+ my $probes = @in;
+
+ find_quants(IN_REF=>\@in, PEAKMINS_REF=>\@peakmins);
+ find_randomised_peaks(IN_REF=>\@in, PEAKMINS_REF=>\@peakmins, PEAK_COUNT=>\%peak_count, PEAKS=>\%peaks);
+
+ # Make directory
+ mkdir($base_dir);
+
+ # Open peaks file for writing
+ open(OUTP, ">$out_peaks")|| die "Cannot open peak file for writing: $!\n";
+ print OUTP "FDR peak call v$version\n\n";
+ print OUTP "Input file: $fn\n";
+
+ calculate_regressions(IN_REF=>\@in, PEAKMINS_REF=>\@peakmins, PEAK_COUNT=>\%peak_count, PEAKS=>\%peaks, LOG_SCORES=>\%log_scores, REGRESSION=>\%regression);
+
+ call_peaks_unified_redux(ITER=>1, REAL=>1, AREF=>\@in, PEAKMINS_REF=>\@peakmins, PEAK_COUNT=>\%peak_count, PEAK_COUNT_REAL=>\%peak_count_real, PEAKS=>\%peaks);
+
+ calculate_fdr(IN_REF=>\@in, PEAKMINS_REF=>\@peakmins, PEAK_COUNT=>\%peak_count, PEAK_COUNT_REAL=>\%peak_count_real, PEAK_FDR_CUTOFF=>\%peak_fdr_cutoff, FDR=>\%fdr, LOG_SCORES=>\%log_scores, REGRESSION=>\%regression);
+
+ find_significant_peaks(PEAKMINS=>\@peakmins, SIG_PEAKS=>\@sig_peaks, PEAKS=>\%peaks, PEAK_FDR_CUTOFF=>\%peak_fdr_cutoff, FDR=>\%fdr);
+
+ make_unified_peaks(SIG_PEAKS=>\@sig_peaks, UNIFIED_PEAKS=>\@unified_peaks, OUT=>$out_peak_unified_track, TYPE=>$vars{'unified_peaks'});
+
+ print STDERR "$#unified_peaks peaks found.\n\n";
+
+ close OUTP;
+}
+
+print STDERR "All done.\n\n";
+exit 0;
+
+
+######################
+# Subroutines start here
+#
+
+sub find_significant_peaks {
+ my (%opts) = @_;
+
+ my $peakmins = $opts{PEAKMINS};
+ my $peaks = $opts{PEAKS};
+ my $sig_peaks = $opts{SIG_PEAKS};
+ my $fdr = $opts{FDR};
+ my $peak_fdr_cutoff = $opts{PEAK_FDR_CUTOFF};
+
+ # Generate significant peaks and unify peaks
+ print STDERR "Selecting significant peaks ... \n";
+
+ foreach my $pm (@$peakmins) {
+ for my $i (0 .. $#{$$peaks{$pm}}) {
+ my ($chr, $pstart, $pend, $mean_pscore, $pscore, $count, $size) = @{ $$peaks{$pm}[$i] };
+ if ($count >= $$peak_fdr_cutoff{$pm}) {
+ push (@$sig_peaks, [ @{$$peaks{$pm}[$i]}, $$fdr{$pm}[$count] ]);
+ }
+ }
+ }
+
+ print OUTP "\nNumber of peaks: $#$sig_peaks\n";
+}
+
+sub calculate_fdr {
+ my (%opts) = @_;
+ my $in_ref = $opts{IN_REF};
+ my $peakmins = $opts{PEAKMINS_REF};
+ my $peak_count = $opts{PEAK_COUNT};
+ my $log_scores = $opts{LOG_SCORES};
+ my $regression = $opts{REGRESSION};
+ my $fdr = $opts{FDR};
+ my $peak_fdr_cutoff = $opts{PEAK_FDR_CUTOFF};
+ my $peak_count_real = $opts{PEAK_COUNT_REAL};
+
+ foreach my $pm (@$peakmins) {
+ # get regression variables
+ my ($m,$b) = @{$$regression{$pm}} if $$regression{$pm}[0];
+
+ for my $i (0 .. $#{$$peak_count_real{$pm}}) {
+ next unless $$peak_count_real{$pm}[$i];
+ my $expect = 10**($m*$i + $b);
+
+ my $real_count = $$peak_count_real{$pm}[$i];
+ my $fdr_conservative = $expect/$real_count;
+ $$fdr{$pm}[$i]= $fdr_conservative;
+ }
+ }
+
+ # print FDR rates
+ print OUTP "\n";
+
+ foreach my $pm (@$peakmins) {
+ print OUTP "Peak min = $pm\n";
+ for my $c (0 .. $#{$$fdr{$pm}}) {
+ next unless defined($$fdr{$pm}[$c]);
+ print OUTP "Peak size: $c\tCount: $$peak_count_real{$pm}[$c]\tFDR: $$fdr{$pm}[$c]\n";
+ $$peak_fdr_cutoff{$pm} = $c if (($$fdr{$pm}[$c]<$vars{'fdr'}) && (!$$peak_fdr_cutoff{$pm}));
+ }
+ $$peak_fdr_cutoff{$pm}||= 10**10; # clumsy hack to prevent errors
+ print OUTP "\n";
+ }
+
+ foreach my $pm (@$peakmins) {
+ print OUTP "Peak min $pm: peak cutoff size for alpha = $vars{'fdr'} was $$peak_fdr_cutoff{$pm}\n\n";
+ }
+}
+
+sub calculate_regressions {
+ my (%opts) = @_;
+ my $in_ref = $opts{IN_REF};
+ my $peakmins = $opts{PEAKMINS_REF};
+ my $peaks = $opts{PEAKS};
+ my $peak_count = $opts{PEAK_COUNT};
+ my $log_scores = $opts{LOG_SCORES};
+ my $regression = $opts{REGRESSION};
+
+ my $in_num = @$in_ref;
+
+ foreach my $pm (@$peakmins) {
+ print OUTP "Peak min = $pm\n";
+ for my $c (0 .. $#{$$peak_count{$pm}}) {
+ my $peak_count_avg = $$peak_count{$pm}[$c]/$vars{'n'} if $$peak_count{$pm}[$c];
+ next unless $peak_count_avg;
+
+ if ($vars{'frac'}) {
+ $peak_count_avg = $peak_count_avg * $in_num/$vars{'frac'};
+ }
+ $$log_scores{$pm}[$c] = log($peak_count_avg)/log(10);
+ print OUTP "Peak size: $c\tCount:$peak_count_avg\n";
+ }
+
+ # calculate exponential decay rates
+ # y= a+bx for log(y)
+ my ($sumx, $sumy, $sumxsq, $sumxy);
+ my $n=0;
+ for my $i (0 .. $#{$$peak_count{$pm}}) {
+ next unless $$peak_count{$pm}[$i];
+ $n++;
+ $sumx += $i;
+ $sumy += $$log_scores{$pm}[$i];
+ $sumxsq += $i ** 2;
+ $sumxy += $i * $$log_scores{$pm}[$i];
+ }
+
+ next unless $n > 1;
+
+ my $mean_x = $sumx/$n;
+ my $mean_y = $sumy/$n;
+ my $mean_xsq = $sumxsq/$n;
+ my $mean_xy = $sumxy/$n;
+
+ my $b = ($mean_xy - ($mean_x * $mean_y)) / ($mean_xsq - ($mean_x **2));
+ my $a = $mean_y - ($b * $mean_x);
+
+ # store values
+ $$regression{$pm}=[$b, $a];
+ print OUTP "regression: log(y) = $b(x) + $a\n";
+
+ for my $i (0 .. $#{$$peak_count{$pm}}) {
+ next unless $$peak_count{$pm}[$i];
+ my ($b,$a) = @{$$regression{$pm}};
+ my $logval = ($b*$i + $a);
+ my $val = 10**$logval;
+ print OUTP "lin regress: $i\t$$log_scores{$pm}[$i]\t$logval\t$val\n";
+ }
+
+ print OUTP "\n";
+ }
+}
+
+sub find_randomised_peaks {
+ my (%opts) = @_;
+ my $in_ref = $opts{IN_REF};
+ my $peakmins_ref = $opts{PEAKMINS_REF};
+ my $peaks = $opts{PEAKS};
+ my $peak_count = $opts{PEAK_COUNT};
+
+ print STDERR "Duplicating ... \n";
+ my @inr = @$in_ref;
+
+ # Call peaks on input file
+ print STDERR "Calling peaks on input file ...\n";
+
+ for my $iter (1 .. $vars{'n'}) {
+ #print STDERR "Iteration $iter ... \r";
+ print STDERR "Iteration $iter: [shuffling] \r";
+
+ if ($vars{'frac'}) {
+ # only use a fraction of the array per rep
+ my @a = inside_out(\@inr, $vars{'frac'});
+ call_peaks_unified_redux(ITER=>$iter, AREF=>\@a, PEAKMINS_REF=>$peakmins_ref, PEAK_COUNT=>$peak_count);
+ } else {
+ shuffle(\@inr);
+ call_peaks_unified_redux(ITER=>$iter, AREF=>\@inr, PEAKMINS_REF=>$peakmins_ref, PEAK_COUNT=>$peak_count);
+ }
+ }
+
+}
+
+sub call_peaks_unified_redux {
+ my (%opts) = @_;
+ my $iter = $opts{ITER};
+ my $real = $opts{REAL};
+ my $a = $opts{AREF};
+ my $peakmins_ref = $opts{PEAKMINS_REF};
+ my $peak_count_real = $opts{PEAK_COUNT_REAL};
+ my $peaks = $opts{PEAKS};
+ my $peak_count = $opts{PEAK_COUNT};
+
+ my ($pstart, $pend, $inpeak, $pscore, $count);
+ $pstart=$pend=$pscore=$inpeak=$count=0;
+
+ my @tmp_peak;
+ my $total = $#$a;
+
+ if ($real) {
+ print STDERR "Calling real peaks ... \r";
+ } else {
+ print STDERR "Iteration $iter: [processing ...] \r";
+ }
+
+ my $old_chr="";
+ foreach my $pm (@$peakmins_ref) {
+ for my $i (0 .. $total) {
+ my ($chr, $start, $end, $score) = @{ @$a[$i] };
+ next unless $score;
+
+ if ($real) {
+ unless ($chr eq $old_chr) {
+ # Next chromosome
+ # (Peaks can't carry over chromosomes, but we don't use this shortcut when randomly shuffling)
+ $pstart=$pend=$pscore=$inpeak=$count=0;
+ @tmp_peak = () if $real;
+ }
+ }
+ $old_chr = $chr if $real;
+
+ unless ($inpeak) {
+ next unless $score >= $pm;
+ # record new peak
+ $pstart = $start;
+ $pend = $end;
+ $pscore = $score * ($end-$start)/1000;
+ $count++;
+ push @tmp_peak, $score if $real;
+ $inpeak = 1;
+ } else {
+ if ($score >= $pm) {
+ # still in peak
+ $count++;
+
+ # Fragment score to deal with scoring peaks made from uneven sized fragments
+ my $fragment_score = $score * ($end-$start)/1000;
+
+ push @tmp_peak, $score if $real;
+ $pscore += $fragment_score;
+ $pend = $end;
+ } else {
+ # out of a peak
+ if ($count >= $vars{'min_count'}) {
+ # record peak
+ if ($real) {
+ $$peak_count_real{$pm}[$count]++;
+ my $mean_pscore = sprintf('%0.2f',($pscore/(($pend-$pstart)/1000)));
+ push (@{$$peaks{$pm}},[($chr, $pstart, $pend, $mean_pscore, $pscore, $count, ($pend-$pstart))]);
+ } else {
+ $$peak_count{$pm}[$count]++;
+ }
+ }
+
+ # reset
+ $pstart=$pend=$pscore=$inpeak=$count=0;
+ @tmp_peak = () if $real;
+ }
+ }
+ }
+ }
+}
+
+
+sub shuffle {
+ # Fisher-Yates shuffle (Knuth shuffle)
+ my ($array) = @_;
+ my $i = @$array;
+ while ( --$i ) {
+ my $j = int rand( $i+1 );
+ @$array[$i,$j] = @$array[$j,$i];
+ }
+}
+
+sub inside_out {
+ my ($array, $frac) = @_;
+ my @a;
+ for my $i (0 .. $frac-1) {
+ my $j = int rand( $i+1 );
+ if ($j != $i) {
+ $a[$i] = $a[$j]
+ }
+ $a[$j] = @$array[$i]
+ }
+ return @a;
+}
+
+sub load_gff {
+ my (%opts) = @_;
+ my $fn = $opts{FILE};
+ my $in_ref = $opts{IN_REF};
+
+ print STDERR "Reading input file: $fn ...\n";
+ open (IN, "<$fn") || die "Unable to read $fn: $!\n";
+
+ my $i;
+ while () {
+ $i++;
+ print STDERR "Read $i lines ...\r" if $i%10000 == 0;
+ chomp;
+
+ my @line = split('\t');
+
+ my ($chr, $start, $end, $score);
+ if ($#line == 3) {
+ # bedgraph
+ ($chr, $start, $end, $score) = @line;
+ } else {
+ # GFF
+ ($chr, $start, $end, $score) = @line[0,3,4,5];
+ }
+
+ next unless $start;
+
+ $score = 0 if $score eq "NA";
+
+ push (@$in_ref, [$chr, $start, $end, $score]);
+ }
+
+ close (IN);
+
+ print STDERR "Sorting ... \n";
+ @$in_ref = sort { $a->[1] <=> $b->[1] } @$in_ref;
+ @$in_ref = sort { $a->[0] cmp $b->[0] } @$in_ref;
+}
+
+sub find_quants {
+ my (%opts) = @_;
+
+ my $in_ref = $opts{IN_REF};
+ my $peakmins_ref = $opts{PEAKMINS_REF};
+
+ my %seg;
+ my @frags;
+
+ my $total_coverage;
+
+ foreach my $l (@$in_ref) {
+ my ($chr, $start, $end, $score) = @$l;
+ next unless $score;
+ $score = 0 if $score eq "NA";
+ $total_coverage += $end-$start;
+ push @frags, $score;
+ }
+
+ @frags = sort {$a <=> $b} @frags;
+
+ print STDERR "Total coverage was $total_coverage bp\n";
+
+ my @quants;
+ for (my $q=0;$q<=1;$q+=$vars{'step'}) {
+ push @quants, [$q, int($q * @frags)] if $q > $vars{'min_quant'};
+ }
+
+ foreach (@quants) {
+ my $cut_off = @{$_}[0];
+ my $score = $frags[@{$_}[1]];
+ printf(" Quantile %0.2f: %0.2f\n",$cut_off,$score);
+ $seg{$cut_off} = $score;
+ }
+
+ foreach my $c (sort {$a <=> $b} keys %seg) {
+ push (@$peakmins_ref, $seg{$c});
+ }
+}
+
+sub make_unified_peaks {
+ my (%opts) = @_;
+ my $ref = $opts{SIG_PEAKS};
+ my $out_peak_unified_track = $opts{OUT};
+ my $unified_peaks = $opts{UNIFIED_PEAKS};
+ my $type = $opts{TYPE};
+ my $total = @$ref;
+
+ # Unify overlapping peaks, and make significant peaks file
+ my $skipped_peaks;
+ print STDERR "Combining significant peaks ...\n";
+
+ # unroll chromosomes for speed
+ foreach my $chr (uniq( map @{$_}[0], @$ref )) {
+ my @c = grep {@{$_}[0] eq $chr} @$ref;
+
+ my @unified_peaks_chr;
+ foreach my $ar (@c) {
+ if (state $i++ % 100 == 0) {
+ my $pc = sprintf("%0.2f",($i*100)/$total);
+ print STDERR "$pc\% processed ...\r";
+ }
+
+ my ($chra, $start, $end, $score, $total_score, $count, $peaklen, $fdr) = @$ar;
+
+ # next if @unified_peaks_chr already overlaps
+ next if grep {
+ @{$_}[3] < $end
+ && @{$_}[4] > $start
+ } @unified_peaks_chr;
+
+ # Grab all elements that overlap
+ my @test = grep {
+ @{$_}[1] < $end
+ && @{$_}[2] > $start
+ } @c;
+
+ for my $j (0 .. $#test) {
+ my ($chr1, $start1, $end1, $score1, $total_score1, $count1, $peaklen1, $fdr1) = @{$test[$j]};
+
+ next unless $start1 < $end;
+ next unless $end1 > $start;
+
+ if ($type eq 'min') {
+ $start = max($start, $start1);
+ $end = min($end, $end1);
+ } else {
+ $start = min($start, $start1);
+ $end = max($end, $end1);
+ }
+
+ $score = max($score, $score1);
+ $fdr = min($fdr, $fdr1);
+ }
+
+ push @unified_peaks_chr, [($chr, '.', '.', $start, $end, $score, '.', '.', "FDR=$fdr")];
+ }
+
+ @$unified_peaks = (@$unified_peaks, @unified_peaks_chr);
+ }
+
+ $total = $#$unified_peaks;
+
+ print STDERR "Sorting unified peaks ...\n";
+ @$unified_peaks = sort { $a->[3] <=> $b->[3] } @$unified_peaks;
+ @$unified_peaks = sort { $a->[0] cmp $b->[0] } @$unified_peaks;
+
+ print STDERR "Writing unified peaks file ...\n";
+ open(PEAKOUTUNI, ">$out_peak_unified_track") || die "Unable to open peak output track for writing: $!\n\n";
+ for my $j (0 .. $#$unified_peaks) {
+ print PEAKOUTUNI join("\t", @{$$unified_peaks[$j]}), "\n";
+ }
+}
+
+sub max {
+ my ($max, @vars) = @_;
+ my $index=0;
+ $max||=0;
+ for my $i (0..$#vars) {
+ ($max, $index) = ($vars[$i], $i+1) if $vars[$i] > $max;
+ }
+ return $max;
+}
+
+sub min {
+ my ($min, @vars) = @_;
+ my $index=0;
+ $min||=0;
+ for my $i (0..$#vars) {
+ ($min, $index) = ($vars[$i],$i+1) if $vars[$i] < $min;
+ }
+ return $min;
+}
+
+sub uniq {
+ my %seen;
+ return grep { !$seen{$_}++ } @_;
+}
+
+
+
+sub process_cli {
+ foreach (@ARGV) {
+ if (/--(.*)=(.*)/) {
+ unless (defined($vars{$1})) {
+ print STDERR "Did not understand $_ ...\n";
+ help();
+ }
+ my ($v, $opt) = ($1,$2);
+ $vars{$v} = $opt;
+ next;
+ } elsif (/--h[elp]*/) {
+ help();
+ } elsif (/--(.*)/) {
+ print STDERR "Please add a parameter to $_ ...\n\n";
+ exit 1;
+ }
+ push @in_files, $_;
+ }
+}
+
+
+sub help {
+ print STDOUT < $opt_len;
+ }
+
+ $opt_len+=2;
+
+ my $cols= `tput cols` || 80;
+
+ my ($v, $val, $def, $def_format);
+ my $help_format = "format STDOUT =\n"
+ .' '.'^'.'<'x$opt_len . ' '. '^' . '<'x($cols-$opt_len-4) . "\n"
+ .'$v, $def_format'."\n"
+ .' '.'^'.'<'x$opt_len . ' '. '^' . '<'x($cols-$opt_len-6) . "~~\n"
+ .'$v, $def_format'."\n"
+ .".\n";
+
+ eval $help_format;
+ die $@ if $@;
+
+ foreach my $k (sort (keys %vars)) {
+ ($v, $val, $def) = ($k, $vars{$k}, $vars_details{$k});
+ $def||="";
+ $def_format = $val ? "$def\n\r[Current value: $val]" : $def;
+ $v = "--$v";
+# format =
+# ^<<<<<<<<<<<<<<<<<<<< ^<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<
+#$v, $def_format
+# ^<<<<<<<<<<<<<<<<<<<< ^<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<< ~~
+#$v, $def_format
+#.
+
+ write();
+
+ }
+ print STDOUT "\n";
+ exit 1;
+}
diff -r 000000000000 -r be830200e987 test-data/hp1.bed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/hp1.bed Fri Apr 20 04:34:17 2018 -0400
@@ -0,0 +1,2000 @@
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diff -r 000000000000 -r be830200e987 test-data/peaks.gff
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/peaks.gff Fri Apr 20 04:34:17 2018 -0400
@@ -0,0 +1,43 @@
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