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package Bio::MUST::Core::PostPred; |
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# ABSTRACT: Posterior predictive tests for sequences |
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$Bio::MUST::Core::PostPred::VERSION = '0.212530'; |
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use Moose; |
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use namespace::autoclean; |
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use autodie; |
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use feature qw(say); |
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# use Smart::Comments; |
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use Statistics::Descriptive; |
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use Tie::IxHash; |
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use Bio::MUST::Core::Types; |
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use aliased 'Bio::MUST::Core::PostPred::Composition'; |
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# private hash containing test statistics by sequence (and globally) |
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# Note: this hash is actually a Tie::IxHash (see factory methods) |
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has '_stats_for' => ( |
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traits => ['Hash'], |
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is => 'ro', |
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isa => 'HashRef[ArrayRef[Num]]', |
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required => 1, |
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handles => { |
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all_ids => 'keys', |
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stats_for => 'get', |
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}, |
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); |
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# private hash containing test Z-scores by sequence (and globally) |
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# Note: this hash is actually a Tie::IxHash (see builder) |
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has '_zscore_for' => ( |
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traits => ['Hash'], |
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is => 'ro', |
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isa => 'HashRef[Num]', |
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init_arg => undef, |
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lazy => 1, |
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builder => '_build_zscore_for', |
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handles => { |
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zscore_for => 'get', |
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}, |
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); |
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## no critic (ProhibitUnusedPrivateSubroutines) |
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# TODO: switch to BUILD to compute p-values as well |
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# TODO: explore other Statistics:: modules on CPAN |
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sub _build_zscore_for { |
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my $self = shift; |
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tie my %zscore_for, 'Tie::IxHash'; |
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# loop through all ids (including $GLOBAL id if any) |
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for my $id ($self->all_ids) { |
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# compute std-dev from simulated stat dist |
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# Note: the first value MUST BE the observed test stat |
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my ($obs, @sims) = @{ $self->stats_for($id) }; |
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my $stat = Statistics::Descriptive::Full->new(); |
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$stat->add_data(@sims); |
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my $mean = $stat->mean; |
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my $sd = $stat->standard_deviation; |
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# compute and store zscore |
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my $zscore = ($obs - $mean) / $sd; |
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$zscore_for{$id} = $zscore; |
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} |
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return \%zscore_for; |
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} |
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## use critic |
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# PostPred factory methods |
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sub comp_test { ## no critic (RequireArgUnpacking) |
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return shift->_make_test(Composition, @_); |
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} |
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sub _make_test { |
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my $class = shift; |
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my $type = shift; |
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my $alis = shift; |
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tie my %stats_for, 'Tie::IxHash'; |
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# loop through Ali objects to compute the required test statistic |
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# Note: the first Ali MUST BE the real one and the others the simulations |
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for my $ali ( @{$alis} ) { |
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# get test statistics for Ali |
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my $test = $type->new( seqs => $ali ); |
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# accumulate test statistics by seq |
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4131
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push @{ $stats_for{$_} }, $test->stat_for($_) |
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for $test->all_ids; |
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} |
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return $class->new( _stats_for => \%stats_for ); |
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} |
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__PACKAGE__->meta->make_immutable; |
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1; |
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__END__ |
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=pod |
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=head1 NAME |
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Bio::MUST::Core::PostPred - Posterior predictive tests for sequences |
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=head1 VERSION |
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version 0.212530 |
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=head1 SYNOPSIS |
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# TODO |
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=head1 DESCRIPTION |
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# TODO |
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=head1 METHODS |
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=head2 comp_test |
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=head1 AUTHOR |
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Denis BAURAIN <denis.baurain@uliege.be> |
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=head1 COPYRIGHT AND LICENSE |
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This software is copyright (c) 2013 by University of Liege / Unit of Eukaryotic Phylogenomics / Denis BAURAIN. |
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This is free software; you can redistribute it and/or modify it under |
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the same terms as the Perl 5 programming language system itself. |
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=cut |