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...
Autores principales: | , , , , , , , , , , , , |
---|---|
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 |