Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1782450477130055680 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5001753 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | American Medical Informatics Association |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT liangchen semanticwebontologyanddataintegrationacasestudyinaidingpsychiatricdrugrepurposing AT sunjingchun semanticwebontologyanddataintegrationacasestudyinaidingpsychiatricdrugrepurposing AT taocui semanticwebontologyanddataintegrationacasestudyinaidingpsychiatricdrugrepurposing |