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#!/usr/bin/env perl
# $Id: extract_UG_EST,v 1.2 2006/12/19 12:52:07 c4chris Exp $
################################################################################
#
# extract_UG_EST
# --------------
#
# Claudio Lottaz, SIB-ISREC, Claudio.Lottaz@isb-sib.ch
# Christian Iseli, LICR ITO, Christian.Iseli@licr.org
#
# Copyright (c) 2006 Swiss Institute of Bioinformatics. All rights reserved.
#
################################################################################
use strict;
use FASTAFile;
use Symbol;
# global variables
my $verbose = 1;
my $norna = 0;
my $datadir = '.';
my $filestem = '';
require "build_model_utils.pl";
################################################################################
#
# Check command-line for switches
#
my $usage = "Usage: extract_UG_EST [options] <conf-files>\n" .
" where options are:\n" .
" -q don't log on terminal\n" .
"More information is obtained using 'perldoc extract_UG_EST'\n";
while ($ARGV[0] =~ m/^-/) {
if ($ARGV[0] eq '-q') { shift; $verbose = 0; next; }
die "Unrecognized switch: $ARGV[0]\n$usage";
}
if ($#ARGV < 0) { die "No configuration file specified\n$usage"; }
################################################################################
#
# Main-loop through all specified config-files
#
my $parFile;
while($parFile = shift) {
my($organism, $hightaxo, $dbfiles, $ugdata, $estdata, $datadir2, $filestem2,
$rnafile, $estfile, $estcdsfile, $estutrfile, $trainingfile, $testfile,
$utrfile, $cdsfile, $tuplesize, $minmask, $pseudocounts, $minscore,
$startlength, $startpreroll, $stoplength, $stoppreroll, $smatfile,
$estscanparams, $nb_isochores, $isochore_borders) =
readConfig($parFile, undef, undef, undef,
undef, undef, undef,
undef, undef, $verbose);
log_open("readconfig.log");
$datadir = $datadir2; $filestem = $filestem2;
showConfig($parFile, $organism, $hightaxo, $dbfiles, $ugdata, $estdata, $datadir,
$rnafile, $estfile, $estcdsfile, $estutrfile, $trainingfile,
$testfile, $utrfile, $cdsfile, $tuplesize, $minmask,
$pseudocounts, $minscore, $startlength, $startpreroll,
$stoplength, $stoppreroll, $smatfile, $estscanparams,
$nb_isochores, $isochore_borders);
log_close();
# evaluate on mRNAs
log_open("extract_UG_EST.log");
# extract ESTs from UG clusters
die "No UG clusters data file provided" unless defined $ugdata;
log_print("\nGenerating evaluation EST data....");
analyzeClusters($testfile, $ugdata);
collect_testsets($estcdsfile, $estutrfile);
log_close();
print "$parFile done.\n";
}
exit 0;
################################################################################
#
# Estimate false positive/negative rate on EST-data extracted through UniGene
#
sub analyzeClusters {
# For each UniGene cluster with reference to refseq mRNA or mRNA
# entry in embl containing complete CDS annotated, find all ESTs
# and use megablast to align the ESTs with the mRNA. Store the
# match positions.
my($mrna, $refseqmrna, @emblmrnas, @ests, $eststring);
my $fh = gensym;
my $ugdata = "$datadir/Evaluate/ug.data";
my($testfile, $ugcf) = @_;
if (-s $ugdata) {
log_print(" $ugdata already exists, skip.");
} else {
my %ID;
my $ua = BTFile->new("$ugcf.ac.idx" . "[18,10,10]", "", $ugcf);
log_print(" find UniGene clusters for test mRNAs...");
my $fh = gensym;
open $fh, $testfile;
while ( <$fh> ) {
if (m/^>tem.(\S+)/) {
my $ac = $1;
my $e = $ua->fetch($ac);
unless (defined $e) {
print STDERR "Couldn't find AC $ac in $ugcf\n";
next;
}
($ac) = $e =~ /^ID\s+(\S+)/s;
$ID{$ac} = 1;
}
}
close $fh;
undef $ua;
open $fh, ">$ugdata";
$ua = BTFile->new("$ugcf.idx" . "[18,10,10]", "", $ugcf);
foreach my $ac (sort(keys %ID)) {
my $e = $ua->fetch($ac);
print $fh $e;
}
close $fh;
}
log_print(" reading UniGene clusters...");
my @clusters;
my $clusterfile = "$datadir/Evaluate/clusters.lst";
if (-s $clusterfile) {
log_print(" $clusterfile already exists, read existing");
open $fh, $clusterfile;
@clusters = <$fh>;
close $fh;
} else {
if (system("which fetch") != 0) {
log_print(" fatal: fetch not found");
die;
}
$mrna = undef;
$refseqmrna = undef;
undef @ests;
undef @emblmrnas;
open $fh, ">$clusterfile";
my $ugfh = gensym;
open $ugfh, $ugdata;
while ( <$ugfh> ) {
if (m/^SEQUENCE ACC=([NX]M_[^.;]+)/) {
$refseqmrna = "rs:$1";
} elsif (m/PID=/ && m/^SEQUENCE ACC=([^.;]+)/) {
push @emblmrnas, "embl:$1";
}
if (m/LID=/ && m/^SEQUENCE ACC=([^.;]+)/) {
push @ests, "embl:$1";
}
if (m+^//+) { # found the end of the current entry
if ($#ests >= 0) {
if (defined $refseqmrna) {
$mrna = "$refseqmrna";
} else {
foreach my $id (@emblmrnas) {
my $e = `fetch $id`;
if (($e =~ m/^ID\s+\S+; SV \d+; linear; mRNA;/s)
&& ($e =~ m/^FT CDS\s+\d+\.\.\d+$/m)) {
$mrna = "$id";
last;
}
}
}
}
if (defined($mrna)) {
my $line = "$mrna : " . join(' ', @ests) . "\n";
print $fh $line;
push @clusters, $line;
}
$mrna = undef;
$refseqmrna = undef;
undef @ests;
undef @emblmrnas;
}
}
close $ugfh;
close $fh;
}
my $nclusters = $#clusters + 1;
log_print(" found $nclusters clusters");
log_print(" - matching ESTs against mRNAs...");
my $matchfile = "$datadir/Evaluate/matches.lst";
if (-s $matchfile) {
log_print(" $matchfile already exists, skipped");
return;
}
if (system("which formatdb") != 0) {
log_print(" fatal: formatdb not found");
die;
}
if (system("which megablast") != 0) {
log_print(" fatal: megablast not found");
die;
}
my $i = 0;
my $tmprnafile = "$datadir/Evaluate/tmpmrna.seq";
my $tmpestdb = "$datadir/Evaluate/tmpestdb";
my $matchfh = gensym;
system("touch $matchfile");
foreach (@clusters) {
my $cdsBegin;
my $cdsEnd;
($mrna, $eststring) = split / : /, $_, 2;
chop $eststring;
@ests = split / /, $eststring;
$i++;
my $nests = $#ests + 1;
log_print(" analyzing cluster $i of $nclusters:"
. " $mrna (has $nests ESTs)...");
# find full RNA and the position of its coding sequence
my $e = `fetch $mrna`;
if ($e =~ m/CDS\s+(\d+)\.\.(\d+)/) {
$cdsBegin = $1;
$cdsEnd = $2;
} else {
next;
}
system "fetch -f $mrna > $tmprnafile";
# collect ESTs into BLAST database
open $matchfh, "|xargs fetch -f >$tmpestdb.seq";
print $matchfh join("\n", @ests), "\n";
close $matchfh;
system "formatdb -p F -n $tmpestdb -i $tmpestdb.seq";
# match ESTs using megablast
my $minLen = 300; # minimal length an EST matches the RNA nicely
my $maxMissed = 0.05; # maximal number of unmatched nucleotides
open $matchfh, ">>$matchfile";
open $fh, "megablast -D 0 -e 1e-20 -d $tmpestdb -i $tmprnafile |";
$_ = <$fh>;
my($estid, $ori, $eStart, $rStart, $eStop, $rStop, $mismatch) =
m/^\'emb\|([^\|]+)[^\']+\'==\'([+-])\S+ \((\d+) (\d+) (\d+) (\d+)\) (\d+)/;
my $oldestid = $estid;
my $oldori = $ori;
my $offset = $eStart;
my $matchBegin = $rStart;
my $matchEnd = $rStop;
my $matchLen = $eStop;
my $matchMissed = $offset + $mismatch;
while ( <$fh> ) {
($estid, $ori, $eStart, $rStart, $eStop, $rStop, $mismatch) =
m/^\'emb\|([^\|]+)[^\']+\'==\'([+-])\S+ \((\d+) (\d+) (\d+) (\d+)\) (\d+)/;
next if $ori eq '-';
if ($oldestid eq $estid) {
my $tmpa = abs($eStart - $matchLen);
my $tmpb = abs($rStart - $matchEnd);
$matchMissed += (($tmpa < $tmpb) ? $tmpb : $tmpa) + $mismatch;
} else {
my $tmp = $matchEnd - $matchBegin + $offset;
if ($matchLen < $tmp) {
$matchLen = $tmp;
}
if (($oldori eq '+')
&& ($matchLen > $minLen)
&& ($matchMissed / $matchLen < $maxMissed)) {
print $matchfh "$mrna $cdsBegin $cdsEnd embl:$oldestid ",
"$matchBegin $matchEnd $offset $matchMissed\n";
}
$oldestid = $estid;
$oldori = $ori;
$offset = $eStart;
$matchBegin = $rStart;
$matchMissed = (($eStart < $rStart) ? $eStart : $rStart) + $mismatch;
}
$matchEnd = $rStop;
$matchLen = $eStop;
}
my $tmp = $matchEnd - $matchBegin + $offset;
if ($matchLen < $tmp) {
$matchLen = $tmp;
}
if (($oldori eq '+')
&& ($matchLen > $minLen)
&& ($matchMissed / $matchLen < $maxMissed)) {
print $matchfh "$mrna $cdsBegin $cdsEnd embl:$oldestid ",
"$matchBegin $matchEnd $offset $matchMissed\n";
}
close $matchfh;
close $fh;
unlink <$datadir/Evaluate/tmp*>;
}
}
sub collect_testsets {
# reads the list generated by analyzeClusters and for each
# full-length mRNA determines at most one piece of EST entirely
# contained in coding sequence and one contained in untranslated
# region.
my $fh = gensym;
my($estcdsfile, $estutrfile) = @_;
log_print(" - collecting ESTs from coding sequences and"
. " untranslated regions...");
if ((-s $estutrfile) && (-s $estcdsfile)) {
log_print(" $estcdsfile already exists, skipped");
log_print(" $estutrfile already exists, skipped");
return;
}
my $i = 0;
my($oldmrna, $utrdone, $cdsdone);
my $minUTRLen = 100; # minimum length of a valid UTR match
my $matchfile = "$datadir/Evaluate/matches.lst";
my $nbMatches = `wc -l $matchfile`;
$nbMatches =~ m/^\s*(\S+)/;
$nbMatches = $1;
my $matchfh = gensym;
open $matchfh, $matchfile;
while ( <$matchfh> ) {
my ($mrna, $cdsBegin, $cdsEnd, $est,
$matchBegin, $matchEnd, $offset, $mismatches) = split;
if ($mrna ne $oldmrna) {
$utrdone = undef;
$cdsdone = undef;
$oldmrna = $mrna;
}
my $matchLen = $matchEnd - $matchBegin + $offset;
next if $matchLen < $minUTRLen;
if ($matchEnd < $cdsBegin) { # match is entirely in 5'UTR
unless (defined $utrdone) {
addESTBegin($est, $estutrfile, $matchLen);
$utrdone = 1;
}
} else {
if ($matchEnd < $cdsEnd) { # match end is in CDS
if ($matchBegin < $cdsBegin) { # match overlaps CDS begin
if (!defined($utrdone) && (($cdsBegin-$matchBegin) > $minUTRLen)) {
addESTBegin($est, $estutrfile,
$cdsBegin - $matchBegin + $offset - 1);
$utrdone = 1;
}
unless (defined $cdsdone) {
addCdsEST($est, $estcdsfile, $matchLen,
$cdsBegin - $matchBegin + $offset, $matchLen);
$cdsdone = 1;
}
} else { # match is included in CDS
unless (defined $cdsdone) {
addCdsEST($est, $estcdsfile, $matchLen, 1, $matchLen);
$cdsdone = 1;
}
}
} else { # match end is in 3'UTR
if ($matchBegin < $cdsBegin) { # match includes CDS
if (!defined($utrdone) && (($cdsBegin-$matchBegin) > $minUTRLen)) {
addESTBegin($est, $estutrfile,
$cdsBegin - $matchBegin + $offset - 1);
$utrdone = 1;
}
if (!defined($utrdone) && (($matchEnd - $cdsEnd) > $minUTRLen)) {
addESTEnd($est, $estutrfile, $matchLen, $matchEnd - $cdsEnd);
$utrdone = 1;
}
unless (defined $cdsdone) {
addCdsEST($est, $estcdsfile, $matchLen,
$cdsBegin - $matchBegin + $offset,
$cdsEnd - $matchBegin + $offset);
$cdsdone = 1;
}
} else {
if ($matchBegin < $cdsEnd) { # match overlaps CDS end
if (!defined($utrdone) && (($matchEnd-$cdsEnd) > $minUTRLen)) {
addESTEnd($est, $estutrfile, $matchLen, $matchEnd - $cdsEnd);
$utrdone = 1;
}
unless (defined $cdsdone) {
addCdsEST($est, $estcdsfile, $matchLen,
1, $cdsEnd - $matchBegin + $offset);
$cdsdone = 1;
}
} else { # match is entirely in 3'UTR
if (!defined($utrdone) && ($matchEnd - $matchBegin > $minUTRLen)) {
addESTBegin($est, $estutrfile, $matchLen);
$utrdone = 1;
}
}
}
}
}
$i += 1;
if (($i % 100) == 0) {
log_print(" $i of $nbMatches matches evaluated");
}
}
close $matchfh;
}
sub addCdsEST {
my($est, $estfile, $len, $cdsFrom, $cdsTo) = @_;
my $src = FASTAFile->new("fetch -f $est |");
$src->openStream;
my $e = $src->getNext;
close $src->{_BTFfile};
$e->{_seq} = substr $e->{_seq}, 0, $len;
$e->{_seqHead} =~ s/(>\S+)/$1 CDS: $cdsFrom $cdsTo /;
$e->{_seqHead} .= " (first $len nucleotides)";
my $fh = gensym;
open $fh, ">> $estfile";
$e->printFASTA($fh);
close $fh;
}
sub addESTBegin {
my($est, $estfile, $len) = @_;
my $src = FASTAFile->new("fetch -f $est |");
$src->openStream;
my $e = $src->getNext;
close $src->{_BTFfile};
$e->{_seq} = substr $e->{_seq}, 0, $len;
$e->{_seqHead} .= " (first $len nucleotides)";
my $fh = gensym;
open $fh, ">> $estfile";
$e->printFASTA($fh);
close $fh;
}
sub addESTEnd {
my($est, $estfile, $matchLen, $len) = @_;
my $src = FASTAFile->new("fetch -f $est |");
$src->openStream;
my $e = $src->getNext;
close $src->{_BTFfile};
$e->{_seq} = substr $e->{_seq}, 0, $matchLen;
$e->{_seq} = substr $e->{_seq}, -$len;
$e->{_seqHead} .= " (last $len nucleotides)";
my $fh = gensym;
open $fh, ">> $estfile";
$e->printFASTA($fh);
close $fh;
}
################################################################################
#
# Documentation
#
=head1 NAME
extract_UG_EST - extract ESTs from UG clusters as test sets for ESTScan
=head1 SYNOPSIS
extract_UG_EST [options] <config-files...>
=head1 DESCRIPTION
The data needed for evaluating ESTScan using ESTs is extracted from UniGene
clusters. UniGene clusters are used to determine ESTs from untranslated
regions and coding sequence respectively. This is done by matching the ESTs
of a given cluster against its full-length mRNA with megablast and then
determining where the match occurs relative to the annotated coding sequence.
For each category, coding and non-coding, a single EST is chosen per cluster,
in order to avoid redundancy. The matching location also allows to determine
where coding sequences start and end in partially coding ESTs. The same
annotation in FASTA headers is used as for mRNAs. The sets of coding and
non-coding ESTs can later be used to perform the same computational
experiments as those done with mRNA data.
Files which already exist are reused. If an existing file is to be recomputed,
it must deleted before running the script again. For instance, if a particular
collection of EST sequences should be used instead of data extracted by
extract_UG_EST, providing these in FASTA format under the name of the EST file
(where extract_UG_EST would store the extracted data) is enough. The same
procedure can be applied to provide hand picked test data. However, in mRNA
and EST data used for test and training, evaluate_model expects annotations of
coding sequence start and stop in the header as two integer values following
the tag 'CDS:'. The first integer points to the first nucleotide of the CDS,
the second to the last. Thus the length of the CDS is <stop> - <start> + 1.
The position counting starts with 1.
=head1 DIRECTORY STRUCTURE
extract_UG_EST uses the same directory structure as build_model, the root of
which is given in the configuration file. From this root it adds the
subdirectory 'Evaluate', which contains all result files. EST data as well as
test and training data files are deposited in the data-root directory if not
otherwise specified in the configuration file.
=head1 OPTIONS AND CONFIGURATION FILE
-q
Be quiet.
Additional parameters defined in the configuration files for extract_UG_EST
are listed here:
* $ugdata
Name of the file(s) containing data about unigene clusters.
If this is not defined, no evaluation is currently implemented.
$filestem is used to generate many filenames. It is generated automatically
according to the tuplesize, the minmask and the pseudocounts applied to
generate them.
=head1 REQUIREMENTS
During analysis of UniGene clusters and evaluation of the generated tables
some external packages are used to collect and compare sequences.
extract_UG_EST relies on 'megablast' to determine where ESTs match on
full-length mRNA sequences. The 'fetch' utility is used to find the EST and
mRNA entries. This tool needs a properly indexed version of EMBL and RefSeq
flatfiles. Use 'indexer' for this. Both tools are part of the BTLib toolset.
=head1 AUTHOR
Claudio Lottaz, SIB-ISREC, Claudio.Lottaz@isb-sib.ch
=cut
#
# End of file
#
################################################################################
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