Bio::Matrix::PSM
SiteMatrix
Summary
Bio::Matrix::PSM::SiteMatrix - SiteMatrixI implementation, holds a
position scoring matrix (or position weight matrix)
Package variables
No package variables defined.
Included modules
Inherit
Synopsis
use Bio::Matrix::PSM::SiteMatrix;
# Create from memory by supplying probability matrix hash
# both as strings or arrays
# where $a,$c,$g and $t are either arrayref or string
my ($a,$c,$g,$t,$score,$ic, $mid)=@_;
#or
my ($a,$c,$g,$t,$score,$ic,$mid)=('05a011','110550','400001',
'100104',0.001,19.2,'CRE1');
#Where a stands for all (this frequency=1), see explanation bellow
my %param=(-pA=>$a,-pC=>$c,-pG=>$g,-pT=>$t,
-IC=>$ic,-e_val=>$score, -id=>$mid);
my $site=new Bio::Matrix::PSM::SiteMatrix(%param);
#Or get it from a file:
use Bio::Matrix::PSM::IO;
my $psmIO= new Bio::Matrix::PSM::IO(-file=>$file, -format=>'transfac');
while (my $psm=$psmIO->next_psm) {
#Now we have a Bio::Matrix::PSM::Psm object,
# see Bio::Matrix::PSM::PsmI for details
#This is a Bio::Matrix::PSM::SiteMatrix object now
my $matrix=$psm->matrix;
}
# Get a simple consensus, where alphabet is {A,C,G,T,N},
# choosing the highest probability or N if prob is too low
my $consensus=$site->consensus;
#Getting/using regular expression
my $regexp=$site->regexp;
my $count=grep($regexp,$seq);
my $count=($seq=~ s/$regexp/$1/eg);
print "Motif $mid is present $count times in this sequence\n";
Description
SiteMatrix is designed to provide some basic methods when working with
position scoring (weight) matrices, such as transcription factor
binding sites for example. A DNA PSM consists of four vectors with
frequencies {A,C,G,T). This is the minimum information you should
provide to construct a PSM object. The vectors can be provided as
strings with frequencies where the frequency is {0..a} and a=1. This
is the way MEME compressed representation of a matrix and it is quite
useful when working with relational DB. If arrays are provided as an
input (references to arrays actually) they can be any number, real or
integer (frequency or count).
When creating the object the constructor will check for positions that
equal 0. If such is found it will increase the count for all
positions by one and recalculate the frequency. Potential bug- if you
are using frequencies and one of the positions is 0 it will change
significantly. However, you should never have frequency that equals
0.
Throws an exception if: You mix as an input array and string (for
example A matrix is given as array, C - as string). The position
vector is (0,0,0,0). One of the probability vectors is shorter than
the rest.
Summary of the methods I use most frequently (details bellow):
iupac - return IUPAC compliant consensus as a string
score - Returns the score as a real number
IC - information content. Returns a real number
id - identifier. Returns a string
accession - accession number. Returns a string
next_pos - return the sequence probably for each letter, IUPAC
symbol, IUPAC probability and simple sequence
consenus letter for this position. Rewind at the end. Returns a hash.
pos - current position get/set. Returns an integer.
regexp - construct a regular expression based on IUPAC consensus.
For example AGWV will be [Aa][Gg][AaTt][AaCcGg]
width - site width
get_string - gets the probability vector for a single base as a string.
Methods
Methods description
Title : new
Usage : my $site=new Bio::Matrix::PSM::SiteMatrix(-pA=>$a,-pC=>$c,
-pG=>$g,-pT=>$t,
-IC=>$ic,
-e_val=>$score,
-id=>$mid);
Function: Creates a new Bio::Matrix::PSM::SiteMatrix object from memory
Throws : If inconsistent data for all vectors (A,C,G and T) is
provided, if you mix input types (string vs array) or if a
position freq is 0.
Example :
Returns : Bio::Matrix::PSM::SiteMatrix object
Args : hash |
Title : _calculate_consensus
Usage :
Function: Internal stuff
Throws :
Example :
Returns :
Args : |
Title : next_pos
Usage :
Function: Retrives the next position features: frequencies for A,C,G,T, the main
letter (as in consensus) and the probabilty for this letter to occur at this position
and the current position
Throws :
Example :
Returns : hash (pA,pC,pG,pT,base,prob,rel)
Args : none |
Title : curpos
Usage :
Function: Gets/sets the current position. Converts to 0 if argument is minus and
to width if greater than width
Throws :
Example :
Returns : integer
Args : integer |
Title : e_val
Usage :
Function: Gets/sets the e-value
Throws :
Example :
Returns : real number
Args : real number |
Title : IC
Usage :
Function: Information content
Throws :
Example :
Returns : real number
Args : none |
Title : accession_number
Usage :
Function: accession number, this will be unique id for the SiteMatrix object as
well for any other object, inheriting from SiteMatrix
Throws :
Example :
Returns : string
Args : string |
Title : consensus
Usage :
Function: Returns the consensus
Throws :
Example :
Returns : string
Args : |
Title : width
Usage :
Function: Returns the length of the site
Throws :
Example :
Returns : number
Args : |
Title : IUPAC
Usage :
Function: Returns IUPAC compliant consensus
Throws :
Example :
Returns : string
Args : |
Title : _to_IUPAC
Usage :
Function: Converts a single position to IUPAC compliant symbol and returns its probability.
For rules see the implementation
Throws :
Example :
Returns : char, real number
Args : real numbers for A,C,G,T (positional) |
Title : _to_cons
Usage :
Function: Converts a single position to simple consensus character and returns its probability.
For rules see the implementation
Throws :
Example :
Returns : char, real number
Args : real numbers for A,C,G,T (positional) |
Title : get_string
Usage :
Function: Returns given probability vector as a string. Useful if you want to
store things in a rel database, where arrays are not first choice
Throws : If the argument is outside {A,C,G,T}
Example :
Returns : string
Args : character {A,C,G,T} |
Title : get_array
Usage :
Function: Returns an array with frequencies for a specified base
Throws :
Example :
Returns : array
Args : char |
Title : id
Usage :
Function: Gets/sets the site id
Throws :
Example :
Returns : string
Args : string |
Title : regexp
Usage :
Function: Returns a regular expression which matches the IUPAC convention.
N will match X, N, - and .
Throws :
Example :
Returns : string
Args : |
Title : regexp_array
Usage :
Function: Returns a regular expression which matches the IUPAC convention.
N will match X, N, - and .
Throws :
Example :
Returns : array
Args :
To do : I have separated regexp and regexp_array, but
maybe they can be rewritten as one - just check what should be returned |
Methods code
sub new
{ my ($class, @args) = @_;
my $self = $class->SUPER::new(@args);
my $consensus;
my %input;
while( @args ) {
(my $key = shift @args) =~ s/-//gi; $input{$key} = shift @args;
}
$self->{_position} = 0;
$self->{IC} = $input{IC};
$self->{e_val} = $input{e_val};
$self->{sites} = $input{sites};
$self->{width} = $input{width};
$self->{accession_number}=$input{accession_number};
$self->{_correction} = defined($input{correction}) ?
$input{correction} : 1 ; $self->{id}= defined($input{id}) ? $input{id} : 'null';
return $self unless (defined($input{pA}) && defined($input{pC}) && defined($input{pG}) && defined($input{pT}));
if (ref($input{pA}) =~ /ARRAY/i ) {
$self->throw("Mixing matrix data types not allowed: C is not reference") unless(ref($input{pC}));
$self->throw("Mixing matrix data types not allowed: G is not reference") unless (ref($input{pG}));
$self->throw("Mixing matrix data types not allowed: T is not reference") unless (ref($input{pT}));
$self->{probA} = $input{pA};
$self->{probC} = $input{pC};
$self->{probG} = $input{pG};
$self->{probT} = $input{pT};
}
else {
$self->throw("Mixing matrix data types not allowed: C is reference") if (ref($input{pC}));
$self->throw("Mixing matrix data types not allowed: G is reference") if (ref($input{pG}));
$self->throw("Mixing matrix data types not allowed: T is reference") if (ref($input{pT}));
$self->{probA} = [split(//,$input{pA})];
$self->{probC} = [split(//,$input{pC})];
$self->{probG} = [split(//,$input{pG})];
$self->{probT} = [split(//,$input{pT})];
for (my $i=0; $i<@{$self->{probA}}+1; $i++) {
${$self->{probA}}[$i]='10' if ( ${$self->{probA}}[$i] and ${$self->{probA}}[$i] eq 'a');
${$self->{probC}}[$i]='10' if ( ${$self->{probC}}[$i] and ${$self->{probC}}[$i] eq 'a');
${$self->{probG}}[$i]='10' if ( ${$self->{probG}}[$i] and ${$self->{probG}}[$i] eq 'a');
${$self->{probT}}[$i]='10' if ( ${$self->{probT}}[$i] and ${$self->{probT}}[$i] eq 'a');
}
}
for (my $i=0;$i<$#{$self->{probA}}+1;$i++) {
$self->throw("Position meaningless-all frequencies are 0") if ((${$self->{probA}}[$i]+${$self->{probC}}[$i]+${$self->{probG}}[$i]+${$self->{probT}}[$i])==0);
$self->{_corrected}= ((${$self->{probA}}[$i]==0) ||
(${$self->{probG}}[$i]==0) ||
(${$self->{probC}}[$i]==0) ||
(${$self->{probT}}[$i]==0));
if ($self->{_corrected}) {
${$self->{probA}}[$i] += $self->{_correction};
${$self->{probC}}[$i] += $self->{_correction};
${$self->{probG}}[$i] += $self->{_correction};
${$self->{probT}}[$i] += $self->{_correction};
}
my $div= ${$self->{probA}}[$i]+ ${$self->{probC}}[$i]+ ${$self->{probG}}[$i]+ ${$self->{probT}}[$i];
${$self->{probA}}[$i]=${$self->{probA}}[$i]/$div; ${$self->{probC}}[$i]=${$self->{probC}}[$i]/$div; ${$self->{probG}}[$i]=${$self->{probG}}[$i]/$div; ${$self->{probT}}[$i]=${$self->{probT}}[$i]/$div; }
$self=_calculate_consensus($self);
return $self;} |
sub _calculate_consensus
{ my $self=shift;
my ($lc,$lt,$lg)=($#{$self->{probC}},$#{$self->{probT}},$#{$self->{probG}});
my $len=$#{$self->{probA}};
$self->throw("Probability matrix is damaged for C: $len vs $lc") if ($len != $lc);
$self->throw("Probability matrix is damaged for T: $len vs $lt") if ($len != $lt);
$self->throw("Probability matrix is damaged for G: $len vs $lg") if ($len != $lg);
for (my $i=0; $i<$len+1; $i++) {
(${$self->{IUPAC}}[$i],${$self->{IUPACp}}[$i])=_to_IUPAC(${$self->{probA}}[$i],${$self->{probC}}[$i],${$self->{probG}}[$i],${$self->{probT}}[$i]);
(${$self->{seq}}[$i],${$self->{seqp}}[$i])=_to_cons(${$self->{probA}}[$i],${$self->{probC}}[$i],${$self->{probG}}[$i],${$self->{probT}}[$i]);
}
return $self;} |
sub next_pos
{ my $self = shift;
die "instance method called on class" unless ref $self;
my $len=@{$self->{seq}};
my $pos=$self->{_position};
if ($self->{_position}<$len) {
my $pA=${$self->{probA}}[$pos];
my $pC=${$self->{probC}}[$pos];
my $pG=${$self->{probG}}[$pos];
my $pT=${$self->{probT}}[$pos];
my $base=${$self->{seq}}[$pos];
my $prob=${$self->{seqp}}[$pos];
$self->{_position}++;
my %seq=(pA=>$pA,pT=>$pT,pC=>$pC,pG=>$pG, base=>$base,rel=>$pos, prob=>$prob);
return %seq;
}
else {$self->{_position}=0; return undef;}} |
sub curpos
{ my $self = shift;
my $prev = $self->{_position};
if (@_) { $self->{_position} = shift; }
return $prev;} |
sub e_val
{ my $self = shift;
my $prev = $self->{e_val};
if (@_) { $self->{e_val} = shift; }
return $prev;} |
sub IC
{ my $self = shift;
my $prev = $self->{IC};
if (@_) { $self->{IC} = shift; }
return $prev;} |
sub accession_number
{ my $self = shift;
my $prev = $self->{accession_number};
if (@_) { $self->{accession_number} = shift; }
return $prev;} |
sub consensus
{ my $self = shift;
my $consensus='';
foreach my $letter (@{$self->{seq}}) {
$consensus .= $letter;
}
return $consensus;} |
sub width
{ my $self = shift;
my $width=@{$self->{probA}};
return $width;} |
sub IUPAC
{ my $self = shift;
my $iu=$self->{IUPAC};
my $iupac='';
foreach my $let (@{$iu}) {
$iupac .= $let;
}
return $iupac;} |
sub _to_IUPAC
{ my $A=shift;
my $C=shift;
my $G=shift;
my $T=shift;
my $all=$A+$G+$C+$T;
my $a=$A/$all; my $g=$G/$all; my $c=$C/$all; my $t=$T/$all; my $single=0.7*$all;
my $double=0.8*$all;
my $triple=0.9*$all;
return 'A',$a if ($a>$single);
return 'G',$g if ($g>$single);
return 'C',$c if ($c>$single);
return 'T',$t if ($t>$single);
my $r=$g+$a;
return 'R',$r if ($r>$double);
my $y=$t+$c;
return 'Y',$y if ($y>$double);
my $m=$a+$c;
return 'M',$m if ($m>$double);
my $k=$g+$t;
return 'K',$k if ($k>$double);
my $s=$g+$c;
return 'S',$s if ($s>$double);
my $w=$a+$t;
return 'W',$w if ($w>$double);
my $d=$r+$t;
return 'D',$d if ($d>$triple);
my $v=$r+$c;
return 'V',$v if ($v>$triple);
my $b=$y+$g;
return 'B',$b if ($b>$triple);
my $h=$y+$a;
return 'H',$h if ($h>$triple);
return 'N',0; } |
sub _to_cons
{ my $A=shift;
my $C=shift;
my $G=shift;
my $T=shift;
my $all=$A+$G+$C+$T;
my $a=$A*10/$all; my $g=$G*10/$all; my $c=$C*10/$all; my $t=$T*10/$all; return 'A',$a if ($a>5);
return 'G',$g if ($g>5);
return 'C',$c if ($c>5);
return 'T',$t if ($t>5);
return 'N',10 if (($a==$t) && ($a==$c) && ($a==$g));
return 'A',$a if (($a>$t) &&($a>$c) && ($a>$g));
return 'C',$c if (($c>$t) &&($c>$a) && ($c>$g));
return 'G',$g if (($g>$t) &&($g>$c) && ($g>$a));
return 'N',10; } |
sub get_string
{ my $self=shift;
my $base=shift;
my $string='';
my @prob;
BASE: {
if ($base eq 'A') {@prob= @{$self->{probA}}; last BASE; }
if ($base eq 'C') {@prob= @{$self->{probC}}; last BASE; }
if ($base eq 'G') {@prob= @{$self->{probG}}; last BASE; }
if ($base eq 'T') {@prob= @{$self->{probT}}; last BASE; }
$self->throw ("No such base: $base!\n");
}
foreach my $prob (@prob) {
my $corrected=$prob*10;
my $next=sprintf("%.0f",$corrected);
$next='a' if ($next eq '10');
$string .= $next;
}
return $string;} |
sub get_array
{ my $self=shift;
my $base=uc(shift);
return @{$self->{probA}} if ($base eq 'A');
return @{$self->{probC}} if ($base eq 'C');
return @{$self->{probG}} if ($base eq 'G');
return @{$self->{probT}} if ($base eq 'T');
$self->throw ("No such base: $base!\n");} |
sub id
{ my $self = shift;
my $prev = $self->{id};
if (@_) { $self->{id} = shift; }
return $prev;} |
sub regexp
{ my $self=shift;
my $regexp;
foreach my $letter (@{$self->{IUPAC}}) {
my $reg;
LETTER: {
if ($letter eq 'A') { $reg='Aa'; last LETTER; }
if ($letter eq 'C') { $reg='Cc'; last LETTER; }
if ($letter eq 'G') { $reg='Gg'; last LETTER; }
if ($letter eq 'T') { $reg='Tt'; last LETTER; }
if ($letter eq 'M') { $reg='AaCc'; last LETTER; }
if ($letter eq 'R') { $reg='AaGg'; last LETTER; }
if ($letter eq 'W') { $reg='AaTt'; last LETTER; }
if ($letter eq 'S') { $reg='CcGg'; last LETTER; }
if ($letter eq 'Y') { $reg='CcTt'; last LETTER; }
if ($letter eq 'K') { $reg='GgTt'; last LETTER; }
if ($letter eq 'V') { $reg='AaCcGg'; last LETTER; }
if ($letter eq 'H') { $reg='AaCcTt'; last LETTER; }
if ($letter eq 'D') { $reg='AaGgTt'; last LETTER; }
if ($letter eq 'B') { $reg='CcGgTt'; last LETTER; }
if ($letter=~"AGCT-XN\.") { $reg="\."; last LETTER; }
}
$regexp .= "[$reg]";
}
return $regexp;} |
sub regexp_array
{ my $self=shift;
my @regexp;
foreach my $letter (@{$self->{IUPAC}}) {
my $reg;
LETTER: {
if ($letter eq 'A') { $reg='Aa'; last LETTER; }
if ($letter eq 'C') { $reg='Cc'; last LETTER; }
if ($letter eq 'G') { $reg='Gg'; last LETTER; }
if ($letter eq 'T') { $reg='Tt'; last LETTER; }
if ($letter eq 'M') { $reg='AaCc'; last LETTER; }
if ($letter eq 'R') { $reg='AaGg'; last LETTER; }
if ($letter eq 'W') { $reg='AaTt'; last LETTER; }
if ($letter eq 'S') { $reg='CcGg'; last LETTER; }
if ($letter eq 'Y') { $reg='CcTt'; last LETTER; }
if ($letter eq 'K') { $reg='GgTt'; last LETTER; }
if ($letter eq 'V') { $reg='AaCcGg'; last LETTER; }
if ($letter eq 'H') { $reg='AaCcTt'; last LETTER; }
if ($letter eq 'D') { $reg='AaGgTt'; last LETTER; }
if ($letter eq 'B') { $reg='CcGgTt'; last LETTER; }
if ($letter=~"-XN\.") { $reg="\."; last LETTER; }
}
push @regexp,$reg;
}
return @regexp;} |
General documentation
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