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# UMLS::Association |
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# |
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# Perl module for scoring the semantic association of terms in the Unified |
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# Medical Language System (UMLS). |
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# |
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# This module borrows heavily from the UMLS::Interface package so you will |
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# see similarities |
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# |
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# Copyright (c) 2015 |
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# |
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# Bridget T. McInnes, Virginia Commonwealth University |
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# btmcinnes at vcu.edu |
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# |
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# Keith Herbert, Virginia Commonwealth University |
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# herbertkb at vcu.edu |
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# |
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# Alexander D. McQuilkin, Virginia Commonwealth University |
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# alexmcq99 at yahoo.com |
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# |
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# This program is free software; you can redistribute it and/or |
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# modify it under the terms of the GNU General Public License |
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# as published by the Free Software Foundation; either version 2 |
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# of the License, or (at your option) any later version. |
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# |
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# This program is distributed in the hope that it will be useful, |
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# but WITHOUT ANY WARRANTY; without even the implied warranty of |
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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# GNU General Public License for more details. |
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# |
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# You should have received a copy of the GNU General Public License |
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# along with this program; if not, write to |
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# |
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# The Free Software Foundation, Inc., |
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# 59 Temple Place - Suite 330, |
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# Boston, MA 02111-1307, USA. |
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=head1 NAME |
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UMLS::Association - A suite of Perl modules that implement a number of semantic |
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association measures in order to calculate the semantic association between two |
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concepts in the UMLS. |
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=head1 SYNOPSIS |
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=head1 INSTALL |
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To install the module, run the following magic commands: |
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perl Makefile.PL |
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make |
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make test |
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make install |
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This will install the module in the standard location. You will, most |
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probably, require root privileges to install in standard system |
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directories. To install in a non-standard directory, specify a prefix |
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during the 'perl Makefile.PL' stage as: |
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perl Makefile.PL PREFIX=/home/sid |
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It is possible to modify other parameters during installation. The |
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details of these can be found in the ExtUtils::MakeMaker |
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documentation. However, it is highly recommended not messing around |
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with other parameters, unless you know what you're doing. |
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=head1 DESCRIPTION |
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This package provides a Perl interface to |
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=head1 DATABASE SETUP |
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The interface assumes that the CUI network extracted from the MetaMapped |
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Medline Baseline is present in a mysql database. The name of the database |
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can be passed as configuration options at initialization. However, if the |
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names of the databases are not provided at initialization, then default |
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value is used -- the database is called 'CUI_BIGRAMS'. |
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The CUI_BIGRAMS database must contain four? tables: |
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1. N11 |
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2. N1P |
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3. NP1 |
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4. NPP |
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All other tables in the databases will be ignored, and any of these |
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tables missing would raise an error. |
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A script explaining how to create the CUI network and the mysql database |
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are in the INSTALL file. |
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=head1 INITIALIZING THE MODULE |
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To create an instance of the interface object, using default values |
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for all configuration options: |
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use UMLS::Association; |
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my $associaton = UMLS::Association->new(); |
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Database connection options can be passed through the my.cnf file. For |
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example: |
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[client] |
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user = |
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password = |
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port = 3306 |
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socket = /tmp/mysql.sock |
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database = mmb |
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Or through the by passing the connection information when first |
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instantiating an instance. For example: |
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$associaton = UMLS::Association->new({"driver" => "mysql", |
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"database" => "$database", |
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"username" => "$username", |
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"password" => "$password", |
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"hostname" => "$hostname", |
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"socket" => "$socket"}); |
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'driver' -> Default value 'mysql'. This option specifies the Perl |
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DBD driver that should be used to access the |
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database. This implies that the some other DBMS |
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system (such as PostgresSQL) could also be used, |
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as long as there exist Perl DBD drivers to |
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access the database. |
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'database' -> Default value 'CUI_BIGRAM'. This option specifies the name |
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of the database. |
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'hostname' -> Default value 'localhost'. The name or the IP address |
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of the machine on which the database server is |
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running. |
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'socket' -> Default value '/tmp/mysql.sock'. The socket on which |
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the database server is using. |
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'port' -> The port number on which the database server accepts |
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connections. |
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'username' -> Username to use to connect to the database server. If |
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not provided, the module attempts to connect as an |
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anonymous user. |
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'password' -> Password for access to the database server. If not |
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provided, the module attempts to access the server |
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without a password. |
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More information is provided in the INSTALL file. |
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=head1 PARAMETERS |
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You can also pass other parameters which controls the functionality |
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of the Association.pm module. |
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$assoc = UMLS::Association->new({"measure" => "lch"}); |
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'measure' -> This modifies the association measure |
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=head1 FUNCTION DESCRIPTIONS |
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=cut |
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package UMLS::Association; |
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use Fcntl; |
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use strict; |
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use warnings; |
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use DBI; |
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use bytes; |
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use UMLS::Association::CuiFinder; |
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use UMLS::Association::StatFinder; |
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use UMLS::Association::ErrorHandler; |
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my $errorhandler = ""; |
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my $cuifinder = ""; |
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my $statfinder = ""; |
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my $pkg = "UMLS::Association"; |
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use vars qw($VERSION); |
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$VERSION = '0.11'; |
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my $debug = 0; |
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# UMLS-specific stuff ends ---------- |
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# -------------------- Class methods start here -------------------- |
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# method to create a new UMLS::Association object |
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# input : $params <- reference to hash containing the parameters |
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# output: |
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sub new { |
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0
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my $self = {}; |
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my $className = shift; |
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my $params = shift; |
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192
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# bless the object. |
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bless($self, $className); |
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# initialize error handler |
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$errorhandler = UMLS::Association::ErrorHandler->new(); |
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if(! defined $errorhandler) { |
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print STDERR "The error handler did not get passed properly.\n"; |
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exit; |
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} |
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202
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# check options |
203
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1
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3
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$self->_checkOptions($params); |
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205
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# Initialize the object. |
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$self->_initialize($params); |
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0
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return $self; |
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} |
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211
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# initialize the variables and set the parameters |
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# input : $params <- reference to hash containing the parameters |
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# output: |
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sub _initialize { |
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216
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my $self = shift; |
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my $params = shift; |
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1
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my $function = "_initialize"; |
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221
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# check self |
222
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1
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50
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33
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5
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if(!defined $self || !ref $self) { |
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0
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0
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$errorhandler->_error($pkg, $function, "", 2); |
224
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} |
225
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226
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# set the cuifinder |
227
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1
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7
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$cuifinder = UMLS::Association::CuiFinder->new($params); |
228
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0
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0
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0
|
if(! defined $cuifinder) { |
229
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0
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0
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my $str = "The UMLS::Association::CuiFinder object was not created."; |
230
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0
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0
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$errorhandler->_error($pkg, $function, $str, 8); |
231
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} |
232
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233
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# set the statfinder |
234
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0
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0
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$statfinder = UMLS::Association::StatFinder->new($params, $cuifinder); |
235
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0
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0
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|
0
|
if(! defined $statfinder) { |
236
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0
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0
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my $str = "The UMLS::Association::StatFinder object was not created."; |
237
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0
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|
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0
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$errorhandler->_error($pkg, $function, $str, 8); |
238
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} |
239
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} |
240
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241
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# method checks the parameters based to the UMLS::Association package |
242
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# input : $params <- reference to hash containing the parameters |
243
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# output: |
244
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sub _checkOptions { |
245
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246
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1
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1
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2
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my $self = shift; |
247
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1
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1
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my $params = shift; |
248
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249
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1
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2
|
my $function = "_checkOptions"; |
250
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251
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# check self |
252
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1
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50
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33
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|
|
8
|
if(!defined $self || !ref $self) { |
253
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0
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0
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$errorhandler->_error($pkg, $function, "", 2); |
254
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} |
255
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256
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# database options |
257
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1
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2
|
my $database = $params->{'database'}; |
258
|
1
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|
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2
|
my $hostname = $params->{'hostname'}; |
259
|
1
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|
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|
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2
|
my $socket = $params->{'socket'}; |
260
|
1
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|
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|
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1
|
my $port = $params->{'port'}; |
261
|
1
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|
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|
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2
|
my $username = $params->{'username'}; |
262
|
1
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|
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|
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2
|
my $password = $params->{'password'}; |
263
|
1
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|
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2
|
my $getDescendants = $params->{'getdescendants'}; |
264
|
1
|
|
|
|
|
1
|
my $umls = $params->{'umls'}; |
265
|
|
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266
|
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|
|
# cuifinder options |
267
|
1
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|
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|
|
1
|
my $measure = $params->{'config'}; |
268
|
|
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|
|
269
|
|
|
|
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|
|
# general options |
270
|
1
|
|
|
|
|
1
|
my $debugoption = $params->{'debug'}; |
271
|
1
|
|
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|
|
2
|
my $verbose = $params->{'verbose'}; |
272
|
|
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|
|
|
273
|
1
|
50
|
33
|
|
|
5
|
if( (defined $username) && (!defined $password) ) { |
274
|
0
|
|
|
|
|
0
|
my $str = "The --password option must be defined when using --username."; |
275
|
0
|
|
|
|
|
0
|
$errorhandler->_error($pkg, $function, $str, 10); |
276
|
|
|
|
|
|
|
} |
277
|
|
|
|
|
|
|
|
278
|
1
|
50
|
33
|
|
|
7
|
if( (!defined $username) && (defined $password) ) { |
279
|
0
|
|
|
|
|
0
|
my $str = "The --username option must be defined when using --password."; |
280
|
0
|
|
|
|
|
0
|
$errorhandler->_error($pkg, $function, $str, 10); |
281
|
|
|
|
|
|
|
} |
282
|
|
|
|
|
|
|
|
283
|
1
|
50
|
33
|
|
|
4
|
if((defined $getDescendants) && (!defined $umls)) |
284
|
|
|
|
|
|
|
{ |
285
|
0
|
|
|
|
|
|
my $str = "There must be a UMLS Interface object for getDescendants to be used."; |
286
|
0
|
|
|
|
|
|
$errorhandler->_error($pkg, $function, $str, 10); |
287
|
|
|
|
|
|
|
} |
288
|
|
|
|
|
|
|
} |
289
|
|
|
|
|
|
|
|
290
|
|
|
|
|
|
|
=head3 exists |
291
|
|
|
|
|
|
|
|
292
|
|
|
|
|
|
|
description: |
293
|
|
|
|
|
|
|
|
294
|
|
|
|
|
|
|
function to check if a concept ID exists in the database. |
295
|
|
|
|
|
|
|
|
296
|
|
|
|
|
|
|
input: |
297
|
|
|
|
|
|
|
|
298
|
|
|
|
|
|
|
$concept <- string containing a cui |
299
|
|
|
|
|
|
|
|
300
|
|
|
|
|
|
|
output: |
301
|
|
|
|
|
|
|
|
302
|
|
|
|
|
|
|
1 | 0 <- integers indicating if the cui exists |
303
|
|
|
|
|
|
|
|
304
|
|
|
|
|
|
|
example: |
305
|
|
|
|
|
|
|
|
306
|
|
|
|
|
|
|
use UMLS::Association; |
307
|
|
|
|
|
|
|
my $umls = UMLS::Association->new(); |
308
|
|
|
|
|
|
|
|
309
|
|
|
|
|
|
|
my $concept = "C0018563"; |
310
|
|
|
|
|
|
|
if($umls->exists($concept)) { |
311
|
|
|
|
|
|
|
print "$concept exists\n"; |
312
|
|
|
|
|
|
|
} |
313
|
|
|
|
|
|
|
|
314
|
|
|
|
|
|
|
=cut |
315
|
|
|
|
|
|
|
sub exists() { |
316
|
|
|
|
|
|
|
|
317
|
0
|
|
|
0
|
1
|
|
my $self = shift; |
318
|
0
|
|
|
|
|
|
my $concept = shift; |
319
|
|
|
|
|
|
|
|
320
|
0
|
|
|
|
|
|
my $bool = $cuifinder->_exists($concept); |
321
|
|
|
|
|
|
|
|
322
|
0
|
|
|
|
|
|
return $bool; |
323
|
|
|
|
|
|
|
} |
324
|
|
|
|
|
|
|
|
325
|
|
|
|
|
|
|
|
326
|
|
|
|
|
|
|
=head3 getFrequency |
327
|
|
|
|
|
|
|
|
328
|
|
|
|
|
|
|
description: |
329
|
|
|
|
|
|
|
|
330
|
|
|
|
|
|
|
function returns the frequency of a given concept pair |
331
|
|
|
|
|
|
|
|
332
|
|
|
|
|
|
|
input: |
333
|
|
|
|
|
|
|
|
334
|
|
|
|
|
|
|
$concept1 <- cui |
335
|
|
|
|
|
|
|
$concept2 <- cui |
336
|
|
|
|
|
|
|
|
337
|
|
|
|
|
|
|
output: |
338
|
|
|
|
|
|
|
|
339
|
|
|
|
|
|
|
$frequency <- number |
340
|
|
|
|
|
|
|
|
341
|
|
|
|
|
|
|
example: |
342
|
|
|
|
|
|
|
|
343
|
|
|
|
|
|
|
use UMLS::Association; |
344
|
|
|
|
|
|
|
my $associator = UMLS::Association->new(); |
345
|
|
|
|
|
|
|
my $freq = $mmb->getFrequency($concept1, $concept2) |
346
|
|
|
|
|
|
|
|
347
|
|
|
|
|
|
|
=cut |
348
|
|
|
|
|
|
|
sub getFrequency { |
349
|
0
|
|
|
0
|
1
|
|
my $self = shift; |
350
|
0
|
|
|
|
|
|
my $c1 = shift; |
351
|
0
|
|
|
|
|
|
my $c2 = shift; |
352
|
|
|
|
|
|
|
|
353
|
0
|
|
|
|
|
|
return $statfinder->_getFrequency($c1, $c2); |
354
|
|
|
|
|
|
|
} |
355
|
|
|
|
|
|
|
|
356
|
|
|
|
|
|
|
=head3 calculateStatistic |
357
|
|
|
|
|
|
|
|
358
|
|
|
|
|
|
|
description: |
359
|
|
|
|
|
|
|
|
360
|
|
|
|
|
|
|
function returns the given statistical score of a given concept pair |
361
|
|
|
|
|
|
|
|
362
|
|
|
|
|
|
|
input: |
363
|
|
|
|
|
|
|
|
364
|
|
|
|
|
|
|
$concept1 <- cui |
365
|
|
|
|
|
|
|
$concept2 <- cui |
366
|
|
|
|
|
|
|
$measure <- statistical measure |
367
|
|
|
|
|
|
|
output: |
368
|
|
|
|
|
|
|
|
369
|
|
|
|
|
|
|
$score <- float |
370
|
|
|
|
|
|
|
|
371
|
|
|
|
|
|
|
example: |
372
|
|
|
|
|
|
|
|
373
|
|
|
|
|
|
|
use UMLS::Association; |
374
|
|
|
|
|
|
|
my $associator = UMLS::Association->new(); |
375
|
|
|
|
|
|
|
my $stat = $associator->calculateStatistic($concept1, $concept2, $measure) |
376
|
|
|
|
|
|
|
|
377
|
|
|
|
|
|
|
=cut |
378
|
|
|
|
|
|
|
sub calculateStatistic { |
379
|
0
|
|
|
0
|
1
|
|
my $self = shift; |
380
|
0
|
|
|
|
|
|
my $c1 = shift; |
381
|
0
|
|
|
|
|
|
my $c2 = shift; |
382
|
0
|
|
|
|
|
|
my $meas = shift; |
383
|
|
|
|
|
|
|
|
384
|
0
|
|
|
|
|
|
return $statfinder->_calculateStatistic($c1, $c2, $meas); |
385
|
|
|
|
|
|
|
} |
386
|
|
|
|
|
|
|
|
387
|
|
|
|
|
|
|
=head3 getParents |
388
|
|
|
|
|
|
|
|
389
|
|
|
|
|
|
|
description: |
390
|
|
|
|
|
|
|
|
391
|
|
|
|
|
|
|
returns the parents of a concept - the relations that are considered parents |
392
|
|
|
|
|
|
|
are predefined by the user in the configuration file. The default is the PAR |
393
|
|
|
|
|
|
|
relation. |
394
|
|
|
|
|
|
|
|
395
|
|
|
|
|
|
|
input: |
396
|
|
|
|
|
|
|
|
397
|
|
|
|
|
|
|
$concept <- string containing cui |
398
|
|
|
|
|
|
|
|
399
|
|
|
|
|
|
|
output: |
400
|
|
|
|
|
|
|
|
401
|
|
|
|
|
|
|
$array <- reference to an array containing a list of cuis |
402
|
|
|
|
|
|
|
|
403
|
|
|
|
|
|
|
example: |
404
|
|
|
|
|
|
|
|
405
|
|
|
|
|
|
|
use UMLS::Association; |
406
|
|
|
|
|
|
|
my $umls = UMLS::Association->new(); |
407
|
|
|
|
|
|
|
my $concept = "C0018563"; |
408
|
|
|
|
|
|
|
my $parents = $umls->getParents($concept); |
409
|
|
|
|
|
|
|
print "The parents of $concept are:\n"; |
410
|
|
|
|
|
|
|
foreach my $parent (@{$parents}) { print " $parent\n"; } |
411
|
|
|
|
|
|
|
|
412
|
|
|
|
|
|
|
=cut |
413
|
|
|
|
|
|
|
sub getParents { |
414
|
|
|
|
|
|
|
|
415
|
0
|
|
|
0
|
1
|
|
my $self = shift; |
416
|
0
|
|
|
|
|
|
my $concept = shift; |
417
|
|
|
|
|
|
|
|
418
|
0
|
|
|
|
|
|
my $array = $cuifinder->_getParents($concept); |
419
|
|
|
|
|
|
|
|
420
|
0
|
|
|
|
|
|
return $array; |
421
|
|
|
|
|
|
|
|
422
|
|
|
|
|
|
|
} |
423
|
|
|
|
|
|
|
|
424
|
|
|
|
|
|
|
=head3 getChildren |
425
|
|
|
|
|
|
|
|
426
|
|
|
|
|
|
|
description: |
427
|
|
|
|
|
|
|
|
428
|
|
|
|
|
|
|
returns the children of a concept - the relations that are considered children |
429
|
|
|
|
|
|
|
are predefined by the user in the configuration file. The default is the CHD |
430
|
|
|
|
|
|
|
relation. |
431
|
|
|
|
|
|
|
|
432
|
|
|
|
|
|
|
input: |
433
|
|
|
|
|
|
|
|
434
|
|
|
|
|
|
|
$concept <- string containing cui |
435
|
|
|
|
|
|
|
|
436
|
|
|
|
|
|
|
output: |
437
|
|
|
|
|
|
|
|
438
|
|
|
|
|
|
|
$array <- reference to an array containing a list of cuis |
439
|
|
|
|
|
|
|
|
440
|
|
|
|
|
|
|
example: |
441
|
|
|
|
|
|
|
|
442
|
|
|
|
|
|
|
use UMLS::Association; |
443
|
|
|
|
|
|
|
my $umls = UMLS::Association->new(); |
444
|
|
|
|
|
|
|
my $concept = "C0018563"; |
445
|
|
|
|
|
|
|
my $children = $umls->getChildren($concept); |
446
|
|
|
|
|
|
|
print "The children of $concept are:\n"; |
447
|
|
|
|
|
|
|
foreach my $child (@{$children}) { print " $child\n"; } |
448
|
|
|
|
|
|
|
|
449
|
|
|
|
|
|
|
=cut |
450
|
|
|
|
|
|
|
sub getChildren { |
451
|
|
|
|
|
|
|
|
452
|
0
|
|
|
0
|
1
|
|
my $self = shift; |
453
|
0
|
|
|
|
|
|
my $concept = shift; |
454
|
|
|
|
|
|
|
|
455
|
0
|
|
|
|
|
|
my $array = $cuifinder->_getChildren($concept); |
456
|
|
|
|
|
|
|
|
457
|
0
|
|
|
|
|
|
return $array; |
458
|
|
|
|
|
|
|
} |
459
|
|
|
|
|
|
|
|
460
|
|
|
|
|
|
|
1; |
461
|
|
|
|
|
|
|
|
462
|
|
|
|
|
|
|
__END__ |