Cargando…

Moara: a Java library for extracting and normalizing gene and protein mentions

BACKGROUND: Gene/protein recognition and normalization are important preliminary steps for many biological text mining tasks, such as information retrieval, protein-protein interactions, and extraction of semantic information, among others. Despite dedication to these problems and effective solution...

Descripción completa

Detalles Bibliográficos
Autores principales: Neves, Mariana L, Carazo, José-María, Pascual-Montano, Alberto
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2851609/
https://www.ncbi.nlm.nih.gov/pubmed/20346105
http://dx.doi.org/10.1186/1471-2105-11-157
_version_ 1782179883009441792
author Neves, Mariana L
Carazo, José-María
Pascual-Montano, Alberto
author_facet Neves, Mariana L
Carazo, José-María
Pascual-Montano, Alberto
author_sort Neves, Mariana L
collection PubMed
description BACKGROUND: Gene/protein recognition and normalization are important preliminary steps for many biological text mining tasks, such as information retrieval, protein-protein interactions, and extraction of semantic information, among others. Despite dedication to these problems and effective solutions being reported, easily integrated tools to perform these tasks are not readily available. RESULTS: This study proposes a versatile and trainable Java library that implements gene/protein tagger and normalization steps based on machine learning approaches. The system has been trained for several model organisms and corpora but can be expanded to support new organisms and documents. CONCLUSIONS: Moara is a flexible, trainable and open-source system that is not specifically orientated to any organism and therefore does not requires specific tuning in the algorithms or dictionaries utilized. Moara can be used as a stand-alone application or can be incorporated in the workflow of a more general text mining system.
format Text
id pubmed-2851609
institution National Center for Biotechnology Information
language English
publishDate 2010
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-28516092010-04-09 Moara: a Java library for extracting and normalizing gene and protein mentions Neves, Mariana L Carazo, José-María Pascual-Montano, Alberto BMC Bioinformatics Software BACKGROUND: Gene/protein recognition and normalization are important preliminary steps for many biological text mining tasks, such as information retrieval, protein-protein interactions, and extraction of semantic information, among others. Despite dedication to these problems and effective solutions being reported, easily integrated tools to perform these tasks are not readily available. RESULTS: This study proposes a versatile and trainable Java library that implements gene/protein tagger and normalization steps based on machine learning approaches. The system has been trained for several model organisms and corpora but can be expanded to support new organisms and documents. CONCLUSIONS: Moara is a flexible, trainable and open-source system that is not specifically orientated to any organism and therefore does not requires specific tuning in the algorithms or dictionaries utilized. Moara can be used as a stand-alone application or can be incorporated in the workflow of a more general text mining system. BioMed Central 2010-03-26 /pmc/articles/PMC2851609/ /pubmed/20346105 http://dx.doi.org/10.1186/1471-2105-11-157 Text en Copyright ©2010 Neves et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Software
Neves, Mariana L
Carazo, José-María
Pascual-Montano, Alberto
Moara: a Java library for extracting and normalizing gene and protein mentions
title Moara: a Java library for extracting and normalizing gene and protein mentions
title_full Moara: a Java library for extracting and normalizing gene and protein mentions
title_fullStr Moara: a Java library for extracting and normalizing gene and protein mentions
title_full_unstemmed Moara: a Java library for extracting and normalizing gene and protein mentions
title_short Moara: a Java library for extracting and normalizing gene and protein mentions
title_sort moara: a java library for extracting and normalizing gene and protein mentions
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2851609/
https://www.ncbi.nlm.nih.gov/pubmed/20346105
http://dx.doi.org/10.1186/1471-2105-11-157
work_keys_str_mv AT nevesmarianal moaraajavalibraryforextractingandnormalizinggeneandproteinmentions
AT carazojosemaria moaraajavalibraryforextractingandnormalizinggeneandproteinmentions
AT pascualmontanoalberto moaraajavalibraryforextractingandnormalizinggeneandproteinmentions