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Semantic Web Ontology and Data Integration: a Case Study in Aiding Psychiatric Drug Repurposing

Despite ongoing progress towards treating mental illness, there remain significant difficulties in selecting probable candidate drugs from the existing database. We describe an ontology — oriented approach aims to represent the nexus between genes, drugs, phenotypes, symptoms, and diseases from mult...

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Detalles Bibliográficos
Autores principales: Liang, Chen, Sun, Jingchun, Tao, Cui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Informatics Association 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5001753/
https://www.ncbi.nlm.nih.gov/pubmed/27570661
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author Liang, Chen
Sun, Jingchun
Tao, Cui
author_facet Liang, Chen
Sun, Jingchun
Tao, Cui
author_sort Liang, Chen
collection PubMed
description Despite ongoing progress towards treating mental illness, there remain significant difficulties in selecting probable candidate drugs from the existing database. We describe an ontology — oriented approach aims to represent the nexus between genes, drugs, phenotypes, symptoms, and diseases from multiple information sources. Along with this approach, we report a case study in which we attempted to explore the candidate drugs that effective for both bipolar disorder and epilepsy. We constructed an ontology that incorporates the knowledge between the two diseases and performed semantic reasoning task on the ontology. The reasoning results suggested 48 candidate drugs that hold promise for a further breakthrough. The evaluation was performed and demonstrated the validity of the proposed ontology. The overarching goal of this research is to build a framework of ontology — based data integration underpinning psychiatric drug repurposing. This approach prioritizes the candidate drugs that have potential associations among genes, phenotypes and symptoms, and thus facilitates the data integration and drug repurposing in psychiatric disorders.
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spelling pubmed-50017532016-08-26 Semantic Web Ontology and Data Integration: a Case Study in Aiding Psychiatric Drug Repurposing Liang, Chen Sun, Jingchun Tao, Cui AMIA Jt Summits Transl Sci Proc Articles Despite ongoing progress towards treating mental illness, there remain significant difficulties in selecting probable candidate drugs from the existing database. We describe an ontology — oriented approach aims to represent the nexus between genes, drugs, phenotypes, symptoms, and diseases from multiple information sources. Along with this approach, we report a case study in which we attempted to explore the candidate drugs that effective for both bipolar disorder and epilepsy. We constructed an ontology that incorporates the knowledge between the two diseases and performed semantic reasoning task on the ontology. The reasoning results suggested 48 candidate drugs that hold promise for a further breakthrough. The evaluation was performed and demonstrated the validity of the proposed ontology. The overarching goal of this research is to build a framework of ontology — based data integration underpinning psychiatric drug repurposing. This approach prioritizes the candidate drugs that have potential associations among genes, phenotypes and symptoms, and thus facilitates the data integration and drug repurposing in psychiatric disorders. American Medical Informatics Association 2016-07-20 /pmc/articles/PMC5001753/ /pubmed/27570661 Text en ©2016 AMIA - All rights reserved. This is an Open Access article: verbatim copying and redistribution of this article are permitted in all media for any purpose
spellingShingle Articles
Liang, Chen
Sun, Jingchun
Tao, Cui
Semantic Web Ontology and Data Integration: a Case Study in Aiding Psychiatric Drug Repurposing
title Semantic Web Ontology and Data Integration: a Case Study in Aiding Psychiatric Drug Repurposing
title_full Semantic Web Ontology and Data Integration: a Case Study in Aiding Psychiatric Drug Repurposing
title_fullStr Semantic Web Ontology and Data Integration: a Case Study in Aiding Psychiatric Drug Repurposing
title_full_unstemmed Semantic Web Ontology and Data Integration: a Case Study in Aiding Psychiatric Drug Repurposing
title_short Semantic Web Ontology and Data Integration: a Case Study in Aiding Psychiatric Drug Repurposing
title_sort semantic web ontology and data integration: a case study in aiding psychiatric drug repurposing
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5001753/
https://www.ncbi.nlm.nih.gov/pubmed/27570661
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