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# BioPerl module for Bio::Align::ProteinStatistics |
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# |
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# Please direct questions and support issues to |
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# |
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# Cared for by Jason Stajich |
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# |
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# Copyright Jason Stajich |
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# |
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# You may distribute this module under the same terms as perl itself |
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# POD documentation - main docs before the code |
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=head1 NAME |
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Bio::Align::ProteinStatistics - Calculate Protein Alignment statistics (mostly distances) |
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=head1 SYNOPSIS |
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use Bio::Align::ProteinStatistics; |
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use Bio::AlignIO; |
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my $in = Bio::AlignIO->new(-format => 'fasta', |
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-file => 'pep-104.fasaln'); |
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my $aln = $in->next_aln; |
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my $pepstats = Bio::Align::ProteinStatistics->new(); |
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$kimura = $protstats->distance(-align => $aln, |
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-method => 'Kimura'); |
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print $kimura->print_matrix; |
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=head1 DESCRIPTION |
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This object is for generating various statistics from a protein |
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alignment. Mostly it is where pairwise protein distances can be |
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calculated. |
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=head1 REFERENCES |
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D_Kimura - Kimura, M. 1983. The Neutral Theory of Molecular Evolution. CUP, |
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Cambridge. |
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=head1 FEEDBACK |
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=head2 Mailing Lists |
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User feedback is an integral part of the evolution of this and other |
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Bioperl modules. Send your comments and suggestions preferably to |
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the Bioperl mailing list. Your participation is much appreciated. |
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bioperl-l@bioperl.org - General discussion |
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http://bioperl.org/wiki/Mailing_lists - About the mailing lists |
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=head2 Support |
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Please direct usage questions or support issues to the mailing list: |
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I |
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rather than to the module maintainer directly. Many experienced and |
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reponsive experts will be able look at the problem and quickly |
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address it. Please include a thorough description of the problem |
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with code and data examples if at all possible. |
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=head2 Reporting Bugs |
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Report bugs to the Bioperl bug tracking system to help us keep track |
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of the bugs and their resolution. Bug reports can be submitted via the |
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web: |
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https://github.com/bioperl/bioperl-live/issues |
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=head1 AUTHOR - Jason Stajich |
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Email jason-at-bioperl.org |
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=head1 APPENDIX |
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79
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The rest of the documentation details each of the object methods. |
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Internal methods are usually preceded with a _ |
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=cut |
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# Let the code begin... |
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package Bio::Align::ProteinStatistics; |
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use vars qw(%DistanceMethods $Precision $DefaultGapPenalty); |
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use strict; |
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use Bio::Align::PairwiseStatistics; |
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93
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use Bio::Matrix::PhylipDist; |
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%DistanceMethods = ('kimura|k' => 'Kimura', |
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); |
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$Precision = 5; |
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$DefaultGapPenalty = 0; |
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use base qw(Bio::Root::Root Bio::Align::StatisticsI); |
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102
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=head2 new |
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104
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Title : new |
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Usage : my $obj = Bio::Align::ProteinStatistics->new(); |
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Function: Builds a new Bio::Align::ProteinStatistics object |
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Returns : an instance of Bio::Align::ProteinStatistics |
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Args : |
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111
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=cut |
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113
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sub new { |
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my($class,@args) = @_; |
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my $self = $class->SUPER::new(@args); |
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$self->pairwise_stats( Bio::Align::PairwiseStatistics->new()); |
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return $self; |
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} |
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=head2 distance |
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Title : distance |
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Usage : my $distance_mat = $stats->distance(-align => $aln, |
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-method => $method); |
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Function: Calculates a distance matrix for all pairwise distances of |
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sequences in an alignment. |
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Returns : L object |
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Args : -align => Bio::Align::AlignI object |
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-method => String specifying specific distance method |
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(implementing class may assume a default) |
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=cut |
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sub distance{ |
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my ($self,@args) = @_; |
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my ($aln,$method) = $self->_rearrange([qw(ALIGN METHOD)],@args); |
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if( ! defined $aln || ! ref ($aln) || ! $aln->isa('Bio::Align::AlignI') ) { |
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$self->throw("Must supply a valid Bio::Align::AlignI for the -align parameter in distance"); |
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} |
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$method ||= 'Kimura'; |
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foreach my $m ( keys %DistanceMethods ) { |
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if(defined $m && $method =~ /$m/i ) { |
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my $mtd = "D_$DistanceMethods{$m}"; |
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return $self->$mtd($aln); |
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} |
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} |
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$self->warn("Unrecognized distance method $method must be one of [". |
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join(',',$self->available_distance_methods())."]"); |
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return; |
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} |
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=head2 available_distance_methods |
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156
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Title : available_distance_methods |
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Usage : my @methods = $stats->available_distance_methods(); |
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Function: Enumerates the possible distance methods |
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Returns : Array of strings |
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Args : none |
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=cut |
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sub available_distance_methods{ |
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my ($self,@args) = @_; |
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return values %DistanceMethods; |
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} |
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170
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=head2 D - distance methods |
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=cut |
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176
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=head2 D_Kimura |
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178
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Title : D_Kimura |
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Usage : my $matrix = $pepstats->D_Kimura($aln); |
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Function: Calculate Kimura protein distance (Kimura 1983) which |
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approximates PAM distance |
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D = -ln ( 1 - p - 0.2 * p^2 ) |
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Returns : L |
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Args : L |
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186
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187
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=cut |
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189
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# Kimura, M. 1983. The Neutral Theory of Molecular Evolution. CUP, Cambridge. |
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191
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sub D_Kimura{ |
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192
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2
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1
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my ($self,$aln) = @_; |
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return 0 unless $self->_check_arg($aln); |
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# ambiguities ignored at this point |
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2
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4
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my (@seqs,@names,@values,%dist); |
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196
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2
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2
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my $seqct = 0; |
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197
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2
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4
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foreach my $seq ( $aln->each_seq) { |
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198
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25
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push @names, $seq->display_id; |
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push @seqs, uc $seq->seq(); |
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$seqct++; |
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} |
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202
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2
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8
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my $len = $aln->length; |
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203
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2
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6
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my $precisionstr = "%.$Precision"."f"; |
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204
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205
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2
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7
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for( my $i = 0; $i < $seqct-1; $i++ ) { |
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206
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# (diagonals) distance is 0 for same sequence |
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207
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35
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$dist{$names[$i]}->{$names[$i]} = [$i,$i]; |
|
208
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18
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56
|
$values[$i][$i] = sprintf($precisionstr,0); |
|
209
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18
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|
|
38
|
for( my $j = $i+1; $j < $seqct; $j++ ) { |
|
210
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106
|
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|
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87
|
my ($scored,$match) = (0,0); |
|
211
|
106
|
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|
|
140
|
for( my $k=0; $k < $len; $k++ ) { |
|
212
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42184
|
|
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32097
|
my $m1 = substr($seqs[$i],$k,1); |
|
213
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42184
|
|
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25862
|
my $m2 = substr($seqs[$j],$k,1); |
|
214
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42184
|
100
|
100
|
|
|
95282
|
if( $m1 ne '-' && $m2 ne '-' ) { |
|
215
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|
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# score is number of scored bases (alignable bases) |
|
216
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|
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|
|
# it could have also come from |
|
217
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|
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# my $L = $self->pairwise_stats->number_of_comparable_bases($pairwise); |
|
218
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|
|
# match is number of matches weighting ambiguity bases |
|
219
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# as well |
|
220
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31488
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26886
|
$match += _check_ambiguity_protein($m1,$m2); |
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221
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31488
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41138
|
$scored++; |
|
222
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|
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} |
|
223
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|
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} |
|
224
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|
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# From Felsenstein's PHYLIP documentation: |
|
225
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|
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# This is very quick to do but has some obvious |
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226
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|
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# limitations. It does not take into account which amino |
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227
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|
|
# acids differ or to what amino acids they change, so some |
|
228
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|
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# information is lost. The units of the distance measure |
|
229
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|
|
# are fraction of amino acids differing, as also in the |
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230
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|
|
# case of the PAM distance. If the fraction of amino acids |
|
231
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# differing gets larger than 0.8541 the distance becomes |
|
232
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# infinite. |
|
233
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|
234
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106
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|
130
|
my $D = 1 - ( $match / $scored ); |
|
235
|
106
|
100
|
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|
|
105
|
if( $D < 0.8541 ) { |
|
236
|
97
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|
|
200
|
$D = - log ( 1 - $D - (0.2 * ($D ** 2))); |
|
237
|
97
|
|
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|
|
641
|
$values[$j][$i] = $values[$i][$j] = sprintf($precisionstr,$D); |
|
238
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|
|
} else { |
|
239
|
9
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|
24
|
$values[$j][$i] = $values[$i][$j] = ' NaN'; |
|
240
|
|
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|
|
} |
|
241
|
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|
|
# fwd and rev lookup |
|
242
|
106
|
|
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|
|
253
|
$dist{$names[$i]}->{$names[$j]} = [$i,$j]; |
|
243
|
106
|
|
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|
|
167
|
$dist{$names[$j]}->{$names[$i]} = [$i,$j]; |
|
244
|
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|
245
|
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|
|
|
# (diagonals) distance is 0 for same sequence |
|
246
|
106
|
|
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|
|
138
|
$dist{$names[$j]}->{$names[$j]} = [$j,$j]; |
|
247
|
106
|
|
|
|
|
459
|
$values[$j][$j] = sprintf($precisionstr,0); |
|
248
|
|
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|
|
|
|
|
249
|
|
|
|
|
|
|
} |
|
250
|
|
|
|
|
|
|
} |
|
251
|
2
|
|
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|
|
32
|
return Bio::Matrix::PhylipDist->new(-program => 'bioperl_PEPstats', |
|
252
|
|
|
|
|
|
|
-matrix => \%dist, |
|
253
|
|
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|
|
|
-names => \@names, |
|
254
|
|
|
|
|
|
|
-values => \@values); |
|
255
|
|
|
|
|
|
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|
|
256
|
|
|
|
|
|
|
} |
|
257
|
|
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|
|
|
|
258
|
|
|
|
|
|
|
# some methods from EMBOSS distmat |
|
259
|
|
|
|
|
|
|
sub _check_ambiguity_protein |
|
260
|
|
|
|
|
|
|
{ |
|
261
|
31488
|
|
|
31488
|
|
20741
|
my ($t1,$t2) = @_; |
|
262
|
31488
|
|
|
|
|
17118
|
my $n = 0; |
|
263
|
|
|
|
|
|
|
|
|
264
|
31488
|
100
|
66
|
|
|
146931
|
if( $t1 ne 'X' && $t1 eq $t2 ) { |
|
|
|
50
|
33
|
|
|
|
|
|
|
|
50
|
33
|
|
|
|
|
|
|
|
50
|
33
|
|
|
|
|
|
|
|
|
33
|
|
|
|
|
|
|
|
|
33
|
|
|
|
|
|
|
|
|
33
|
|
|
|
|
|
|
|
|
33
|
|
|
|
|
|
|
|
|
33
|
|
|
|
|
|
|
|
|
33
|
|
|
|
|
|
265
|
18672
|
|
|
|
|
11675
|
$n = 1.0; |
|
266
|
|
|
|
|
|
|
} elsif( (($t1 eq 'B' && $t2 =~ /[DN]/ ) || |
|
267
|
|
|
|
|
|
|
($t2 eq 'B' && $t1 =~ /[DN]/ )) || |
|
268
|
|
|
|
|
|
|
|
|
269
|
|
|
|
|
|
|
(($t1 eq 'Z' && $t2 =~ /[EQ]/) || |
|
270
|
|
|
|
|
|
|
($t2 eq 'Z' && $t1 =~ /[EQ]/ ))) { |
|
271
|
0
|
|
|
|
|
0
|
$n = 0.5; |
|
272
|
|
|
|
|
|
|
} elsif ( $t1 eq 'X' && $t2 eq 'X' ) { |
|
273
|
0
|
|
|
|
|
0
|
$n = 0.0025; |
|
274
|
|
|
|
|
|
|
} elsif( $t1 eq 'X' || $t2 eq 'X' ) { |
|
275
|
0
|
|
|
|
|
0
|
$n = 0.05; |
|
276
|
|
|
|
|
|
|
} |
|
277
|
31488
|
|
|
|
|
25399
|
return $n; |
|
278
|
|
|
|
|
|
|
} |
|
279
|
|
|
|
|
|
|
|
|
280
|
|
|
|
|
|
|
=head2 Data Methods |
|
281
|
|
|
|
|
|
|
|
|
282
|
|
|
|
|
|
|
=cut |
|
283
|
|
|
|
|
|
|
|
|
284
|
|
|
|
|
|
|
=head2 pairwise_stats |
|
285
|
|
|
|
|
|
|
|
|
286
|
|
|
|
|
|
|
Title : pairwise_stats |
|
287
|
|
|
|
|
|
|
Usage : $obj->pairwise_stats($newval) |
|
288
|
|
|
|
|
|
|
Function: |
|
289
|
|
|
|
|
|
|
Returns : value of pairwise_stats |
|
290
|
|
|
|
|
|
|
Args : newvalue (optional) |
|
291
|
|
|
|
|
|
|
|
|
292
|
|
|
|
|
|
|
|
|
293
|
|
|
|
|
|
|
=cut |
|
294
|
|
|
|
|
|
|
|
|
295
|
|
|
|
|
|
|
sub pairwise_stats{ |
|
296
|
2
|
|
|
2
|
1
|
4
|
my ($self,$value) = @_; |
|
297
|
2
|
50
|
|
|
|
5
|
if( defined $value) { |
|
298
|
2
|
|
|
|
|
12
|
$self->{'_pairwise_stats'} = $value; |
|
299
|
|
|
|
|
|
|
} |
|
300
|
2
|
|
|
|
|
3
|
return $self->{'_pairwise_stats'}; |
|
301
|
|
|
|
|
|
|
|
|
302
|
|
|
|
|
|
|
} |
|
303
|
|
|
|
|
|
|
|
|
304
|
|
|
|
|
|
|
sub _check_arg { |
|
305
|
2
|
|
|
2
|
|
3
|
my($self,$aln ) = @_; |
|
306
|
2
|
50
|
33
|
|
|
18
|
if( ! defined $aln || ! $aln->isa('Bio::Align::AlignI') ) { |
|
|
|
50
|
|
|
|
|
|
|
307
|
0
|
|
|
|
|
0
|
$self->warn("Must provide a Bio::Align::AlignI compliant object to Bio::Align::DNAStatistics"); |
|
308
|
0
|
|
|
|
|
0
|
return 0; |
|
309
|
|
|
|
|
|
|
} elsif( $aln->get_seq_by_pos(1)->alphabet ne 'protein' ) { |
|
310
|
0
|
|
|
|
|
0
|
$self->warn("Must provide a protein alignment to Bio::Align::ProteinStatistics, you provided a " . $aln->get_seq_by_pos(1)->alphabet); |
|
311
|
0
|
|
|
|
|
0
|
return 0; |
|
312
|
|
|
|
|
|
|
} |
|
313
|
2
|
|
|
|
|
5
|
return 1; |
|
314
|
|
|
|
|
|
|
} |
|
315
|
|
|
|
|
|
|
|
|
316
|
|
|
|
|
|
|
1; |