Cargando…

An integrated pharmacokinetics ontology and corpus for text mining

BACKGROUND: Drug pharmacokinetics parameters, drug interaction parameters, and pharmacogenetics data have been unevenly collected in different databases and published extensively in the literature. Without appropriate pharmacokinetics ontology and a well annotated pharmacokinetics corpus, it will be...

Descripción completa

Detalles Bibliográficos
Autores principales: Wu, Heng-Yi, Karnik, Shreyas, Subhadarshini, Abhinita, Wang, Zhiping, Philips, Santosh, Han, Xu, Chiang, Chienwei, Liu, Lei, Boustani, Malaz, Rocha, Luis M, Quinney, Sara K, Flockhart, David, Li, Lang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3571923/
https://www.ncbi.nlm.nih.gov/pubmed/23374886
http://dx.doi.org/10.1186/1471-2105-14-35
_version_ 1782259235772432384
author Wu, Heng-Yi
Karnik, Shreyas
Subhadarshini, Abhinita
Wang, Zhiping
Philips, Santosh
Han, Xu
Chiang, Chienwei
Liu, Lei
Boustani, Malaz
Rocha, Luis M
Quinney, Sara K
Flockhart, David
Li, Lang
author_facet Wu, Heng-Yi
Karnik, Shreyas
Subhadarshini, Abhinita
Wang, Zhiping
Philips, Santosh
Han, Xu
Chiang, Chienwei
Liu, Lei
Boustani, Malaz
Rocha, Luis M
Quinney, Sara K
Flockhart, David
Li, Lang
author_sort Wu, Heng-Yi
collection PubMed
description BACKGROUND: Drug pharmacokinetics parameters, drug interaction parameters, and pharmacogenetics data have been unevenly collected in different databases and published extensively in the literature. Without appropriate pharmacokinetics ontology and a well annotated pharmacokinetics corpus, it will be difficult to develop text mining tools for pharmacokinetics data collection from the literature and pharmacokinetics data integration from multiple databases. DESCRIPTION: A comprehensive pharmacokinetics ontology was constructed. It can annotate all aspects of in vitro pharmacokinetics experiments and in vivo pharmacokinetics studies. It covers all drug metabolism and transportation enzymes. Using our pharmacokinetics ontology, a PK-corpus was constructed to present four classes of pharmacokinetics abstracts: in vivo pharmacokinetics studies, in vivo pharmacogenetic studies, in vivo drug interaction studies, and in vitro drug interaction studies. A novel hierarchical three level annotation scheme was proposed and implemented to tag key terms, drug interaction sentences, and drug interaction pairs. The utility of the pharmacokinetics ontology was demonstrated by annotating three pharmacokinetics studies; and the utility of the PK-corpus was demonstrated by a drug interaction extraction text mining analysis. CONCLUSIONS: The pharmacokinetics ontology annotates both in vitro pharmacokinetics experiments and in vivo pharmacokinetics studies. The PK-corpus is a highly valuable resource for the text mining of pharmacokinetics parameters and drug interactions.
format Online
Article
Text
id pubmed-3571923
institution National Center for Biotechnology Information
language English
publishDate 2013
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-35719232013-02-14 An integrated pharmacokinetics ontology and corpus for text mining Wu, Heng-Yi Karnik, Shreyas Subhadarshini, Abhinita Wang, Zhiping Philips, Santosh Han, Xu Chiang, Chienwei Liu, Lei Boustani, Malaz Rocha, Luis M Quinney, Sara K Flockhart, David Li, Lang BMC Bioinformatics Database BACKGROUND: Drug pharmacokinetics parameters, drug interaction parameters, and pharmacogenetics data have been unevenly collected in different databases and published extensively in the literature. Without appropriate pharmacokinetics ontology and a well annotated pharmacokinetics corpus, it will be difficult to develop text mining tools for pharmacokinetics data collection from the literature and pharmacokinetics data integration from multiple databases. DESCRIPTION: A comprehensive pharmacokinetics ontology was constructed. It can annotate all aspects of in vitro pharmacokinetics experiments and in vivo pharmacokinetics studies. It covers all drug metabolism and transportation enzymes. Using our pharmacokinetics ontology, a PK-corpus was constructed to present four classes of pharmacokinetics abstracts: in vivo pharmacokinetics studies, in vivo pharmacogenetic studies, in vivo drug interaction studies, and in vitro drug interaction studies. A novel hierarchical three level annotation scheme was proposed and implemented to tag key terms, drug interaction sentences, and drug interaction pairs. The utility of the pharmacokinetics ontology was demonstrated by annotating three pharmacokinetics studies; and the utility of the PK-corpus was demonstrated by a drug interaction extraction text mining analysis. CONCLUSIONS: The pharmacokinetics ontology annotates both in vitro pharmacokinetics experiments and in vivo pharmacokinetics studies. The PK-corpus is a highly valuable resource for the text mining of pharmacokinetics parameters and drug interactions. BioMed Central 2013-02-01 /pmc/articles/PMC3571923/ /pubmed/23374886 http://dx.doi.org/10.1186/1471-2105-14-35 Text en Copyright ©2013 Wu 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 Database
Wu, Heng-Yi
Karnik, Shreyas
Subhadarshini, Abhinita
Wang, Zhiping
Philips, Santosh
Han, Xu
Chiang, Chienwei
Liu, Lei
Boustani, Malaz
Rocha, Luis M
Quinney, Sara K
Flockhart, David
Li, Lang
An integrated pharmacokinetics ontology and corpus for text mining
title An integrated pharmacokinetics ontology and corpus for text mining
title_full An integrated pharmacokinetics ontology and corpus for text mining
title_fullStr An integrated pharmacokinetics ontology and corpus for text mining
title_full_unstemmed An integrated pharmacokinetics ontology and corpus for text mining
title_short An integrated pharmacokinetics ontology and corpus for text mining
title_sort integrated pharmacokinetics ontology and corpus for text mining
topic Database
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3571923/
https://www.ncbi.nlm.nih.gov/pubmed/23374886
http://dx.doi.org/10.1186/1471-2105-14-35
work_keys_str_mv AT wuhengyi anintegratedpharmacokineticsontologyandcorpusfortextmining
AT karnikshreyas anintegratedpharmacokineticsontologyandcorpusfortextmining
AT subhadarshiniabhinita anintegratedpharmacokineticsontologyandcorpusfortextmining
AT wangzhiping anintegratedpharmacokineticsontologyandcorpusfortextmining
AT philipssantosh anintegratedpharmacokineticsontologyandcorpusfortextmining
AT hanxu anintegratedpharmacokineticsontologyandcorpusfortextmining
AT chiangchienwei anintegratedpharmacokineticsontologyandcorpusfortextmining
AT liulei anintegratedpharmacokineticsontologyandcorpusfortextmining
AT boustanimalaz anintegratedpharmacokineticsontologyandcorpusfortextmining
AT rochaluism anintegratedpharmacokineticsontologyandcorpusfortextmining
AT quinneysarak anintegratedpharmacokineticsontologyandcorpusfortextmining
AT flockhartdavid anintegratedpharmacokineticsontologyandcorpusfortextmining
AT lilang anintegratedpharmacokineticsontologyandcorpusfortextmining
AT wuhengyi integratedpharmacokineticsontologyandcorpusfortextmining
AT karnikshreyas integratedpharmacokineticsontologyandcorpusfortextmining
AT subhadarshiniabhinita integratedpharmacokineticsontologyandcorpusfortextmining
AT wangzhiping integratedpharmacokineticsontologyandcorpusfortextmining
AT philipssantosh integratedpharmacokineticsontologyandcorpusfortextmining
AT hanxu integratedpharmacokineticsontologyandcorpusfortextmining
AT chiangchienwei integratedpharmacokineticsontologyandcorpusfortextmining
AT liulei integratedpharmacokineticsontologyandcorpusfortextmining
AT boustanimalaz integratedpharmacokineticsontologyandcorpusfortextmining
AT rochaluism integratedpharmacokineticsontologyandcorpusfortextmining
AT quinneysarak integratedpharmacokineticsontologyandcorpusfortextmining
AT flockhartdavid integratedpharmacokineticsontologyandcorpusfortextmining
AT lilang integratedpharmacokineticsontologyandcorpusfortextmining