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A framework for assessing the consistency of drug classes across sources

BACKGROUND: The objective of this study is to develop a framework for assessing the consistency of drug classes across sources, such as MeSH and ATC. Our framework integrates and contrasts lexical and instance-based ontology alignment techniques. Moreover, we propose metrics for assessing not only e...

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Autores principales: Winnenburg, Rainer, Bodenreider, Olivier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4120719/
https://www.ncbi.nlm.nih.gov/pubmed/25101165
http://dx.doi.org/10.1186/2041-1480-5-30
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author Winnenburg, Rainer
Bodenreider, Olivier
author_facet Winnenburg, Rainer
Bodenreider, Olivier
author_sort Winnenburg, Rainer
collection PubMed
description BACKGROUND: The objective of this study is to develop a framework for assessing the consistency of drug classes across sources, such as MeSH and ATC. Our framework integrates and contrasts lexical and instance-based ontology alignment techniques. Moreover, we propose metrics for assessing not only equivalence relations, but also inclusion relations among drug classes. RESULTS: We identified 226 equivalence relations between MeSH and ATC classes through the lexical alignment, and 223 through the instance-based alignment, with limited overlap between the two (36). We also identified 6,257 inclusion relations. Discrepancies between lexical and instance-based alignments are illustrated and discussed. CONCLUSIONS: Our work is the first attempt to align drug classes with sophisticated instance-based techniques, while also distinguishing between equivalence and inclusion relations. Additionally, it is the first application of aligning drug classes in ATC and MeSH. By providing a detailed account of similarities and differences between drug classes across sources, our framework has the prospect of effectively supporting the creation of a mapping of drug classes between ATC and MeSH by domain experts.
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spelling pubmed-41207192014-08-06 A framework for assessing the consistency of drug classes across sources Winnenburg, Rainer Bodenreider, Olivier J Biomed Semantics Research BACKGROUND: The objective of this study is to develop a framework for assessing the consistency of drug classes across sources, such as MeSH and ATC. Our framework integrates and contrasts lexical and instance-based ontology alignment techniques. Moreover, we propose metrics for assessing not only equivalence relations, but also inclusion relations among drug classes. RESULTS: We identified 226 equivalence relations between MeSH and ATC classes through the lexical alignment, and 223 through the instance-based alignment, with limited overlap between the two (36). We also identified 6,257 inclusion relations. Discrepancies between lexical and instance-based alignments are illustrated and discussed. CONCLUSIONS: Our work is the first attempt to align drug classes with sophisticated instance-based techniques, while also distinguishing between equivalence and inclusion relations. Additionally, it is the first application of aligning drug classes in ATC and MeSH. By providing a detailed account of similarities and differences between drug classes across sources, our framework has the prospect of effectively supporting the creation of a mapping of drug classes between ATC and MeSH by domain experts. BioMed Central 2014-07-09 /pmc/articles/PMC4120719/ /pubmed/25101165 http://dx.doi.org/10.1186/2041-1480-5-30 Text en Copyright © 2014 Winnenburg and Bodenreider; 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 credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Winnenburg, Rainer
Bodenreider, Olivier
A framework for assessing the consistency of drug classes across sources
title A framework for assessing the consistency of drug classes across sources
title_full A framework for assessing the consistency of drug classes across sources
title_fullStr A framework for assessing the consistency of drug classes across sources
title_full_unstemmed A framework for assessing the consistency of drug classes across sources
title_short A framework for assessing the consistency of drug classes across sources
title_sort framework for assessing the consistency of drug classes across sources
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4120719/
https://www.ncbi.nlm.nih.gov/pubmed/25101165
http://dx.doi.org/10.1186/2041-1480-5-30
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