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Context-based refinement of mappings in evolving life science ontologies

BACKGROUND: Biomedical computational systems benefit from ontologies and their associated mappings. Indeed, aligned ontologies in life sciences play a central role in several semantic-enabled tasks, especially in data exchange. It is crucial to maintain up-to-date alignments according to new knowled...

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Autores principales: Yamamoto, Victor Eiti, Destro, Juliana Medeiros, dos Reis, Julio Cesar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10585791/
https://www.ncbi.nlm.nih.gov/pubmed/37858211
http://dx.doi.org/10.1186/s13326-023-00294-8
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author Yamamoto, Victor Eiti
Destro, Juliana Medeiros
dos Reis, Julio Cesar
author_facet Yamamoto, Victor Eiti
Destro, Juliana Medeiros
dos Reis, Julio Cesar
author_sort Yamamoto, Victor Eiti
collection PubMed
description BACKGROUND: Biomedical computational systems benefit from ontologies and their associated mappings. Indeed, aligned ontologies in life sciences play a central role in several semantic-enabled tasks, especially in data exchange. It is crucial to maintain up-to-date alignments according to new knowledge inserted in novel ontology releases. Refining ontology mappings in place, based on adding concepts, demands further research. RESULTS: This article studies the mapping refinement phenomenon by proposing techniques to refine a set of established mappings based on the evolution of biomedical ontologies. In our first analysis, we investigate ways of suggesting correspondences with the new ontology version without applying a matching operation to the whole set of ontology entities. In the second analysis, the refinement technique enables deriving new mappings and updating the semantic type of the mapping beyond equivalence. Our study explores the neighborhood of concepts in the alignment process to refine mapping sets. CONCLUSION: Experimental evaluations with several versions of aligned biomedical ontologies were conducted. Those experiments demonstrated the usefulness of ontology evolution changes to support the process of mapping refinement. Furthermore, using context in ontological concepts was effective in our techniques.
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spelling pubmed-105857912023-10-20 Context-based refinement of mappings in evolving life science ontologies Yamamoto, Victor Eiti Destro, Juliana Medeiros dos Reis, Julio Cesar J Biomed Semantics Research BACKGROUND: Biomedical computational systems benefit from ontologies and their associated mappings. Indeed, aligned ontologies in life sciences play a central role in several semantic-enabled tasks, especially in data exchange. It is crucial to maintain up-to-date alignments according to new knowledge inserted in novel ontology releases. Refining ontology mappings in place, based on adding concepts, demands further research. RESULTS: This article studies the mapping refinement phenomenon by proposing techniques to refine a set of established mappings based on the evolution of biomedical ontologies. In our first analysis, we investigate ways of suggesting correspondences with the new ontology version without applying a matching operation to the whole set of ontology entities. In the second analysis, the refinement technique enables deriving new mappings and updating the semantic type of the mapping beyond equivalence. Our study explores the neighborhood of concepts in the alignment process to refine mapping sets. CONCLUSION: Experimental evaluations with several versions of aligned biomedical ontologies were conducted. Those experiments demonstrated the usefulness of ontology evolution changes to support the process of mapping refinement. Furthermore, using context in ontological concepts was effective in our techniques. BioMed Central 2023-10-19 /pmc/articles/PMC10585791/ /pubmed/37858211 http://dx.doi.org/10.1186/s13326-023-00294-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Yamamoto, Victor Eiti
Destro, Juliana Medeiros
dos Reis, Julio Cesar
Context-based refinement of mappings in evolving life science ontologies
title Context-based refinement of mappings in evolving life science ontologies
title_full Context-based refinement of mappings in evolving life science ontologies
title_fullStr Context-based refinement of mappings in evolving life science ontologies
title_full_unstemmed Context-based refinement of mappings in evolving life science ontologies
title_short Context-based refinement of mappings in evolving life science ontologies
title_sort context-based refinement of mappings in evolving life science ontologies
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10585791/
https://www.ncbi.nlm.nih.gov/pubmed/37858211
http://dx.doi.org/10.1186/s13326-023-00294-8
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