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Gene-Disease Interaction Retrieval from Multiple Sources: A Network Based Method
The number of gene-related databases has been growing largely along with the research on genes of bioinformatics. Those databases are filled with various gene functions, pathways, interactions, and so forth, while much biomedical knowledge about human diseases is stored as text in all kinds of liter...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4961833/ https://www.ncbi.nlm.nih.gov/pubmed/27478829 http://dx.doi.org/10.1155/2016/3594517 |
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author | Huang, Lan Wang, Ye Wang, Yan Bai, Tian |
author_facet | Huang, Lan Wang, Ye Wang, Yan Bai, Tian |
author_sort | Huang, Lan |
collection | PubMed |
description | The number of gene-related databases has been growing largely along with the research on genes of bioinformatics. Those databases are filled with various gene functions, pathways, interactions, and so forth, while much biomedical knowledge about human diseases is stored as text in all kinds of literatures. Researchers have developed many methods to extract structured biomedical knowledge. Some study and improve text mining algorithms to achieve efficiency in order to cover as many data sources as possible, while some build open source database to accept individual submissions in order to achieve accuracy. This paper combines both efforts and biomedical ontologies to build an interaction network of multiple biomedical ontologies, which guarantees its robustness as well as its wide coverage of biomedical publications. Upon the network, we accomplish an algorithm which discovers paths between concept pairs and shows potential relations. |
format | Online Article Text |
id | pubmed-4961833 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-49618332016-07-31 Gene-Disease Interaction Retrieval from Multiple Sources: A Network Based Method Huang, Lan Wang, Ye Wang, Yan Bai, Tian Biomed Res Int Research Article The number of gene-related databases has been growing largely along with the research on genes of bioinformatics. Those databases are filled with various gene functions, pathways, interactions, and so forth, while much biomedical knowledge about human diseases is stored as text in all kinds of literatures. Researchers have developed many methods to extract structured biomedical knowledge. Some study and improve text mining algorithms to achieve efficiency in order to cover as many data sources as possible, while some build open source database to accept individual submissions in order to achieve accuracy. This paper combines both efforts and biomedical ontologies to build an interaction network of multiple biomedical ontologies, which guarantees its robustness as well as its wide coverage of biomedical publications. Upon the network, we accomplish an algorithm which discovers paths between concept pairs and shows potential relations. Hindawi Publishing Corporation 2016 2016-07-13 /pmc/articles/PMC4961833/ /pubmed/27478829 http://dx.doi.org/10.1155/2016/3594517 Text en Copyright © 2016 Lan Huang et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Huang, Lan Wang, Ye Wang, Yan Bai, Tian Gene-Disease Interaction Retrieval from Multiple Sources: A Network Based Method |
title | Gene-Disease Interaction Retrieval from Multiple Sources: A Network Based Method |
title_full | Gene-Disease Interaction Retrieval from Multiple Sources: A Network Based Method |
title_fullStr | Gene-Disease Interaction Retrieval from Multiple Sources: A Network Based Method |
title_full_unstemmed | Gene-Disease Interaction Retrieval from Multiple Sources: A Network Based Method |
title_short | Gene-Disease Interaction Retrieval from Multiple Sources: A Network Based Method |
title_sort | gene-disease interaction retrieval from multiple sources: a network based method |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4961833/ https://www.ncbi.nlm.nih.gov/pubmed/27478829 http://dx.doi.org/10.1155/2016/3594517 |
work_keys_str_mv | AT huanglan genediseaseinteractionretrievalfrommultiplesourcesanetworkbasedmethod AT wangye genediseaseinteractionretrievalfrommultiplesourcesanetworkbasedmethod AT wangyan genediseaseinteractionretrievalfrommultiplesourcesanetworkbasedmethod AT baitian genediseaseinteractionretrievalfrommultiplesourcesanetworkbasedmethod |