Mercurial > repos > yusuf > microarray_report
view microarray_reports @ 0:882d119ede1f default tip
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author | Yusuf Ali <ali@yusuf.email> |
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date | Wed, 25 Mar 2015 13:40:00 -0600 |
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#!/usr/bin/env perl use strict; use warnings; use File::Basename; # Assume the microarray file looks something like this... ## comment lines... #Probe Set ID 11-01451_(GenomeWideSNP_5).brlmm-p.chp Forward Strand Base Calls dbSNP RS ID Chromosome Chromosomal Position #SNP_A-1780520 GG rs16994928 20 48440771 #SNP_A-1780985 AG rs3859360 18 34178190 #...end example input file if(@ARGV == 1 and $ARGV[0] eq "-v"){ print "Version 1.0\n"; exit; } # configuration file stuff my $dirname = dirname(__FILE__); my %config; my $tool_data = shift @ARGV; if(not -e "$tool_data/microarray_report.loc"){ system("cp $dirname/tool-data/microarray_report.loc $tool_data/microarray_report.loc"); } open CONFIG, '<', "$tool_data/microarray_report.loc"; while(<CONFIG>){ (my $key, my $value) = split(/\s+/, $_); $config{$key} = $value; } my $dbs_dir = $config{"dbs_directory"}; close CONFIG; my $quiet = 0; if(@ARGV and $ARGV[0] =~ /^-q/){ $quiet = 1; shift @ARGV; } @ARGV == 8 or @ARGV == 9 or die "Usage: $0 [-q(uiet)] <output discordant.bed> <output summary.txt> <input ngs hgvs.txt> <input microarray calls.txt> <input.bam> <reporting cds regions.gtf> <reference genome.fasta> <coverage cutoff for stats> [exome target ngs regions.bed]\n"; print STDERR "Reading in reference sequence...\n" unless $quiet; my %seq; open(FASTA, "$dbs_dir/$ARGV[6]" ) or die "Cannot open $dbs_dir/$ARGV[6] for reading: $!\n"; $/ = "\n>"; while(<FASTA>){ chomp; my ($name) = /^>?(\S+)/; s/^[^\n]+//; tr/\r\n//d; $seq{$name} = $_; } close(FASTA); $/ = "\n"; my $cov_cutoff = $ARGV[7]; my %reporting; print STDERR "Reading in reporting regions list...\n" unless $quiet; open(GTF, $ARGV[5]) or die "Cannot open $ARGV[5] for reading: $!\n"; while(<GTF>){ next if /^\s*#/; my @fields = split /\t/, $_; if($fields[2] eq "exon"){ if(not exists $reporting{$fields[0]}){ $reporting{$fields[0]} = [[$fields[3], $fields[4]]]; next; } push @{$reporting{$fields[0]}}, [$fields[3], $fields[4]]; } } close(GTF); for my $c (keys %reporting){ $reporting{$c} = [sort {$a->[0] <=> $b->[0]} @{$reporting{$c}}]; } my %regions; if(@ARGV == 9){ print STDERR "Reading in target regions list...\n" unless $quiet; open(BED, $ARGV[8]) or die "Cannot open $ARGV[8] for reading: $!\n"; while(<BED>){ chomp; my @F = split /\t/, $_; next unless @F > 4; if(not exists $regions{$F[0]}){ $regions{$F[0]} = []; } push @{$regions{$F[0]}}, [$F[1],$F[2]]; # assume they are in order } } open(BED, ">$ARGV[0]") or die "Cannot open $ARGV[0] for writing: $!\n"; print BED "track name=\"NGSvsMicroarrayDiscordance\" columns=\"chr pos pos microGenotype/ngsGenotype NGSReadDepth\" comment=\"asterisk after genotype indicates likely microarray false positive based on NGS coverage, lack of caveats and no mismatched NGS data\" useScore=\"colour gradient\"\n"; open(MICRO, $ARGV[3]) or die "Cannot open microarray calls $ARGV[3] for reading: $!\n"; my $micro_count = 1; do {$_ = <MICRO>} while /^#/; #header lines $micro_count++ while <MICRO>; # get a line count for progress meter later close(MICRO); $micro_count = int($micro_count/100); print STDERR "Reading in NGS calls...\n" unless $quiet; open(MICRO, $ARGV[3]) or die "Cannot open microarray calls $ARGV[3] for reading: $!\n"; open(HGVS, $ARGV[2]) or die "Cannot open HGVS genotype calls $ARGV[2] for reading: $!\n"; open(SUMMARY, ">$ARGV[1]") or die "Cannot open $ARGV[1] for writing: $!\n"; my $bam_file = $ARGV[4]; die "Input BAM file does not exist\n" if not -e $bam_file; die "Input BAM file is not readable\n" if not -r $bam_file; die "Input BAM file is empty\n" if -z $bam_file; <HGVS>; # header my (%ngs_call, %ngs_caveats, %ngs_methods, %ngs_varreads, %ngs_depth, %key2pos, %ignore); while(<HGVS>){ chomp; my @F = split /\t/, $_; my $pos_key = "$F[4]:$F[5]"; # ignore non-SNPs if($F[2] =~ /c.[\-*]?(\d+)_(\d+)/){ #multi-base events ignored, as microarray probes are likely to be reporting wrong here anyway my $modlength = $2-$1; for my $offset (0..$modlength){ if($F[3] eq "-"){ $ignore{"$F[4]:".($F[5]-$offset)} = 1; } else{ $ignore{"$F[4]:".($F[5]+$offset)} = 1; } } } elsif($F[2] =~ /(?:del|ins|inv)/){ next; } next unless $F[2] =~ />([ACGT])$/; # only looking for SNPs, to do add MNPs my $new_base = $1; $new_base =~ tr/ACGT/TGCA/ if $F[3] eq "-"; # rev comp cDNA HGVS my $rs_key = $F[11]; # use both position and rsID as patches to hg19 have shifted some positions my $ngs_call = ($F[6] =~ /homozygote/ ? $new_base : $F[10]) . $new_base; $ngs_call{$pos_key} = $ngs_call{$rs_key} = $ngs_call; $ngs_caveats{$pos_key} = $ngs_caveats{$rs_key} = $F[16] if $F[16] =~ /\S/; $ngs_methods{$pos_key} = $ngs_methods{$rs_key} = $F[18]; $ngs_varreads{$pos_key} = $ngs_varreads{$rs_key} = $F[8]; $ngs_depth{$pos_key} = $ngs_depth{$rs_key} = $F[9]; $key2pos{$rs_key} = $key2pos{$pos_key} = [$F[4],$F[5]]; } close(HGVS); print STDERR "Comparing to microarray calls...\n" unless $quiet; print STDERR " 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%\n" unless $quiet; my $num_ignored_snps = 0; my $num_usable_snps = 0; my $num_targeted_snps = 0; my %discordant; # key => [zygosity, method, caveats, variant depth, total depth]; my %cov_missing; # List all sites with unknown coverage do {$_ = <MICRO>} while /^#/; #header lines while(<MICRO>){ if(not $quiet){ if($.%($micro_count*10) == 1){ print STDERR "|"; } elsif($.%($micro_count*5) == 1){ print STDERR ":"; } elsif($.%$micro_count == 1){ print STDERR "."; } } chomp; my @F = split /\t/, $_; my $micro_call = $F[1]; next if $micro_call eq "---"; my $rsid = $F[2]; my $chr = $F[3]; next if $chr eq "---"; my $pos = $F[4]; if(exists $ignore{"chr$chr:$pos"}){ # multinucleotide events probably wrong on the microarray $num_ignored_snps++; next; } $num_usable_snps++; if(exists $reporting{"chr".$chr}){ # in a region reported in the annotation? my $in_region = 0; my $arrayref = $reporting{"chr".$chr}; for(my $search_index = find_earliest_index($pos, $arrayref);$search_index <= $#{$arrayref}; $search_index++){ my $interval = $arrayref->[$search_index]; if($pos >= $interval->[0] and $pos <= $interval->[1]){ $in_region = 1; last; } last if $pos < $interval->[0]; } next unless $in_region; } if(exists $regions{"chr".$chr}){ # in the exome target region? my $in_region = 0; my $arrayref = $regions{"chr".$chr}; for (my $search_index = find_earliest_index($pos, $arrayref);$search_index <= $#{$arrayref}; $search_index++){ my $interval = $arrayref->[$search_index]; if($pos >= $interval->[0] and $pos <= $interval->[1]){ $in_region = 1; last; } last if $pos < $interval->[0]; } next unless $in_region; } $num_targeted_snps++; my $m = substr($micro_call, 0, 1); my $m2 = substr($micro_call, 1, 1); my $key; if(exists $ngs_call{$rsid}){ $key = $rsid; } elsif(exists $ngs_call{"chr$chr:$pos"}){ $key = "chr$chr:$pos"; } else{ if(not exists $seq{"chr$chr"}){ warn "Skipping microarray call, no reference sequence was provided for chr$chr\n"; $num_targeted_snps--; next; } # 4 situations could be e.g. ref AA, but micro says AA or AG or GG or GC my $ref_base = uc(substr($seq{"chr$chr"}, $pos-1, 1)); if($m eq $m2){ if($micro_call eq $ref_base.$ref_base){ # concordant homo calls as reference # undefs will be filled in later en masse in a single call to samtools for efficiency $discordant{$rsid} = ["micro ref, ngs ref", "", "", undef, undef, "chr$chr", $pos, "$micro_call/$micro_call"]; } else{ # called homo var by microarray, but homo ref by NGS #print STDERR "chr$chr $pos micro $micro_call vs NGS homo ref $ref_base"; $discordant{$rsid} = ["micro homo, ngs ref", "", "", undef, undef, "chr$chr", $pos, "$micro_call/$ref_base$ref_base"]; } } else { #$m ne $m2 if($m eq $ref_base or $m2 eq $ref_base){ # called het var by microarray, but homo ref by NGS $discordant{$rsid} = ["micro het, ngs ref", "", "", undef, undef, "chr$chr", $pos, "$micro_call/$ref_base$ref_base"]; } else{ $discordant{$rsid} = ["micro compound het, ngs ref", "", "", undef, undef, "chr$chr", $pos, "$micro_call/$ref_base$ref_base"]; } } $cov_missing{"chr$chr:$pos"} = [$rsid, $m, $m2]; next; } next if $ngs_depth{$key} <= $cov_cutoff; my $ngs_call = $ngs_call{$key}; # if we get to here, there are both NGS and micro calls if($micro_call eq $ngs_call or $micro_call eq reverse($ngs_call)){ #print STDERR "Concordant NGS call for chr$chr:$pos\n"; if($m eq $m2){ $discordant{$key} = ["micro homo, ngs homo", $ngs_methods{$key}, $ngs_caveats{$key}, $ngs_varreads{$key}, $ngs_depth{$key}, "chr$chr", $pos, "$micro_call/$ngs_call"]; } else{ $discordant{$key} = ["micro het, ngs het", $ngs_methods{$key}, $ngs_caveats{$key}, $ngs_varreads{$key}, $ngs_depth{$key}, "chr$chr", $pos, "$micro_call/$ngs_call"]; } next; } else{ # discordant #print STDERR "Discordant NGS call for chr$chr:$pos $micro_call vs. $ngs_call\n"; # is it just a zygosity difference? my $n = substr($ngs_call, 0, 1); my $n2 = substr($ngs_call, 1, 1); my $discordance; if($micro_call eq $n.$n or $micro_call eq $n2.$n2){ # micro is homo for variant, ngs is het $discordance = "micro homo, ngs het"; } elsif($m.$m eq $ngs_call or $m2.$m2 eq $ngs_call){ # micro is het for variant, ngs is homo $discordance = "micro het, ngs homo"; } elsif($m eq $m2){ if($n eq $n2){ $discordance = "diff micro homo, ngs homo"; } else{ $discordance = "diff micro homo, ngs het"; } } else{ if($n eq $n2){ $discordance = "diff micro het, ngs homo"; } else{ $discordance = "diff micro het, ngs het"; } } $discordant{$key} = [$discordance, $ngs_methods{$key}, $ngs_caveats{$key}, $ngs_varreads{$key}, $ngs_depth{$key}, "chr$chr", $pos, "$micro_call/$ngs_call"]; } } close(MICRO); print STDERR "\n" unless $quiet; print STDERR "Retrieving reference call depth of coverage stats...\n" unless $quiet; my $covbed = "$$.bed"; open(TMPCOV, ">$covbed") or die "Cannot open temporary BED file for samtools: $!\n"; my $num_covmissing = 0; for(sort keys %cov_missing){ $num_covmissing++; my ($chr, $pos) = split /:/, $_; print TMPCOV "$chr\t$pos\n"; } close(TMPCOV); my $cov_count = int($num_covmissing/100); print STDERR " 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%\n" unless $quiet; #print STDERR "samtools mpileup -l $covbed -I $bam_file 2>/dev/null\n"; #<STDIN>; open(SAM, "samtools mpileup -l $covbed -I $bam_file 2>/dev/null |") or die "Cannot run samtools: $!\n";; while(<SAM>){ #while($depth_data =~ /([^\n]+)/sg){ if(not $quiet){ if($.%($cov_count*10) == 0){ print STDERR "|"; } elsif($.%($cov_count*5) == 0){ print STDERR ":"; } elsif($.%$cov_count == 0){ print STDERR "."; } } chomp; my @B = split /\t/, $_; #my @B = split /\t/, $1; my ($rsid, $m, $m2) = @{$cov_missing{"$B[0]:$B[1]"}}; my $depth = @B > 1 ? $B[3] : 0; #print STDERR "Depth is $depth for $B[0]:$B[1]\n"; my $read_calls = uc($B[4]); my %base_tot; for my $read_call (split //, $read_calls){ $base_tot{$read_call}++; } $base_tot{$m} = 0 if not exists $base_tot{$m}; $base_tot{$m2} = 0 if not exists $base_tot{$m2}; if($depth <= $cov_cutoff){ $discordant{$rsid}->[0] = "no ngs call"; $discordant{$rsid}->[1] = "insufficient coverage"; $discordant{$rsid}->[3] = $base_tot{$m}; $discordant{$rsid}->[4] = $depth; } elsif($discordant{$rsid}->[0] eq "micro ref, ngs ref" or $discordant{$rsid}->[0] eq "micro homo, ngs ref"){ # concordant homo calls as reference or called homo var by microarray, but homo ref by NGS $discordant{$rsid}->[3] = $base_tot{$m}; $discordant{$rsid}->[4] = $depth; } elsif($discordant{$rsid}->[0] eq "micro het, ngs ref" or $discordant{$rsid}->[0] eq "micro compound het, ngs ref"){ # called het var by microarray, but homo ref by NGS $discordant{$rsid}->[3] = $base_tot{$m}.",".$base_tot{$m2}; $discordant{$rsid}->[4] = $depth; } else{ print STDERR "Didn't know how to deal with $B[0]:$B[1] -> ", join(" ", @{$discordant{$rsid}}),"\n" unless $quiet; } } unlink $covbed; #Count false negatives my $false_neg_homo_count = 0; my $false_neg_het_count = 0; my $missing_count = 0; my $wrong_base_count = 0; my $wrong_base_caveat_count = 0; my $discordant_caveat_count = 0; my $tot_caveat_count = 0; my $false_homo_count = 0; my $false_het_count = 0; my $micro_fdr_estimate = 0; my %calls_by_method; my %concordance_by_method; for my $key (keys %discordant){ my $rec = $discordant{$key}; my $name = $rec->[7]; $tot_caveat_count++ if $rec->[2]; if($rec->[0] eq "micro het, ngs ref" or $rec->[0] eq "micro homo, ngs ref"){ if($rec->[0] eq "micro homo, ngs ref"){ $false_neg_homo_count++; } else{ $false_neg_het_count++; } # probably false micro call if no caveats, high coverage, and no/one mismatches in NGS next unless defined $rec and defined $rec->[3] and defined $rec->[4]; if(not $rec->[2] and $rec->[4] >= 50 and $rec->[3] =~ /(\d{2,})/ and $1+1 >= $rec->[4]){ $micro_fdr_estimate++; $name .= "*"; } } elsif($rec->[0] eq "micro compound het, ngs ref"){ $false_neg_het_count+=2; # probably false micro call if no caveats, high coverage, and no/one mismatches in NGS next unless defined $rec and defined $rec->[3] and defined $rec->[4]; if(not $rec->[2] and $rec->[4] >= 50 and $rec->[3] =~ /(\d{2,})/ and $1+1 >= $rec->[4]){ $micro_fdr_estimate+=2; $name .= "*"; } } elsif($rec->[0] eq "no ngs call"){ $missing_count++; } elsif($rec->[0] =~ /^diff/){ $wrong_base_count++; if($rec->[3] =~ /\S/){ $wrong_base_caveat_count++; } } elsif($rec->[0] eq "micro het, ngs homo"){ $false_homo_count++; } elsif($rec->[0] eq "micro homo, ngs het"){ $false_het_count++; } else{ # calls concordant $concordance_by_method{$rec->[1]}++; next; } if($rec->[4] > $cov_cutoff and $rec->[2] and $name !~ /\*$/){ $discordant_caveat_count++; } my $chr = $rec->[5]; my $pos = $rec->[6]; my $score = $rec->[4]; $score = 1000 if $score > 1000; print BED "$chr\t$pos\t$pos\t$name\t$score\n"; } print SUMMARY "# NGS genotypes in $ARGV[2] vs. SNP microarray in $ARGV[3], minimum NGS coverage of ",$cov_cutoff+1, "\n"; print SUMMARY "#Columns: Measure\tCount\tPercentage\n"; print SUMMARY "Total ignored SNP microarray calls due to NGS putative indels or MNPs\t$num_ignored_snps\n"; print SUMMARY "Total usable SNP microarray calls\t$num_usable_snps\n"; printf SUMMARY "Total targeted SNP microarray calls (based on target file %s)\t%d\t%.2f\n", $ARGV[5],$num_targeted_snps,$num_targeted_snps/$num_usable_snps*100 if keys %regions; printf SUMMARY "Targeted SNPs with insufficient NGS coverage (<=$cov_cutoff)\t%d\t%.2f\n", $missing_count, $missing_count/$num_targeted_snps*100; $num_targeted_snps -= $missing_count; my $tot_bad = $wrong_base_count+$false_neg_homo_count+$false_neg_het_count+$false_homo_count+$false_het_count; printf SUMMARY "Total discordance\t%d\t%.2f\n", $tot_bad, $tot_bad/$num_targeted_snps*100; $tot_bad -= $discordant_caveat_count+$micro_fdr_estimate; printf SUMMARY "Significant discordance (excludes NGS calls with caveats, microarray het FDR)\t%d\t%.2f\n", $tot_bad, $tot_bad/$num_targeted_snps*100; printf SUMMARY "Caveats discordant\t%d\t%.2f\n", $discordant_caveat_count, $tot_caveat_count == 0 ? 0 : $discordant_caveat_count/$tot_caveat_count*100; printf SUMMARY "Incorrect NGS base called\t%d\t%.2f\n", $wrong_base_count, $wrong_base_count/$num_targeted_snps*100; printf SUMMARY "Incorrect NGS base called, subset with caveats\t%d\t%.2f\n", $wrong_base_caveat_count, $wrong_base_count == 0 ? 0 : $wrong_base_caveat_count/$wrong_base_count*100; printf SUMMARY "False negative NGS homo\t%d\t%.2f\n", $false_neg_homo_count, $false_neg_homo_count/$num_targeted_snps*100; printf SUMMARY "False negative NGS het\t%d\t%.2f\n", $false_neg_het_count, $false_neg_het_count/$num_targeted_snps*100; printf SUMMARY "Microarray est. FDR het\t%d\t%.2f\n", $micro_fdr_estimate, $micro_fdr_estimate/$num_targeted_snps*100; printf SUMMARY "Het called NGS homo\t%d\t%.2f\n", $false_homo_count, $false_homo_count/$num_targeted_snps*100; printf SUMMARY "Homo called NGS het\t%d\t%.2f\n", $false_het_count, $false_het_count/$num_targeted_snps*100; for(sort keys %concordance_by_method){ printf SUMMARY "%s true positives\t%d\t%.2f\n", (length($_) ? $_ : "Reference"), $concordance_by_method{$_}, $concordance_by_method{$_}/$num_targeted_snps*100; } sub find_earliest_index{ # employs a binary search to find the smallest index that must be the starting point of a search of [start,end] elements sorted in an array by start my ($query, $array) = @_; return 0 if $query < $array->[0]->[0]; my ($left, $right, $prevCenter) = (0, $#$array, -1); while(1) { my $center = int (($left + $right)/2); my $cmp = $query <=> $array->[$center]->[0] || ($center == 0 || $query != $array->[$center-1]->[0] ? 0 : -1); return $center if $cmp == 0; if ($center == $prevCenter) { return $left; } $right = $center if $cmp < 0; $left = $center if $cmp > 0; $prevCenter = $center; } }