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Using Ontology Fingerprints to disambiguate gene name entities in the biomedical literature
Ambiguous gene names in the biomedical literature are a barrier to accurate information extraction. To overcome this hurdle, we generated Ontology Fingerprints for selected genes that are relevant for personalized cancer therapy. These Ontology Fingerprints were used to evaluate the association betw...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4390608/ https://www.ncbi.nlm.nih.gov/pubmed/25858285 http://dx.doi.org/10.1093/database/bav034 |
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author | Chen, Guocai Zhao, Jieyi Cohen, Trevor Tao, Cui Sun, Jingchun Xu, Hua Bernstam, Elmer V. Lawson, Andrew Zeng, Jia Johnson, Amber M. Holla, Vijaykumar Bailey, Ann M. Lara-Guerra, Humberto Litzenburger, Beate Meric-Bernstam, Funda Jim Zheng, W. |
author_facet | Chen, Guocai Zhao, Jieyi Cohen, Trevor Tao, Cui Sun, Jingchun Xu, Hua Bernstam, Elmer V. Lawson, Andrew Zeng, Jia Johnson, Amber M. Holla, Vijaykumar Bailey, Ann M. Lara-Guerra, Humberto Litzenburger, Beate Meric-Bernstam, Funda Jim Zheng, W. |
author_sort | Chen, Guocai |
collection | PubMed |
description | Ambiguous gene names in the biomedical literature are a barrier to accurate information extraction. To overcome this hurdle, we generated Ontology Fingerprints for selected genes that are relevant for personalized cancer therapy. These Ontology Fingerprints were used to evaluate the association between genes and biomedical literature to disambiguate gene names. We obtained 93.6% precision for the test gene set and 80.4% for the area under a receiver-operating characteristics curve for gene and article association. The core algorithm was implemented using a graphics processing unit-based MapReduce framework to handle big data and to improve performance. We conclude that Ontology Fingerprints can help disambiguate gene names mentioned in text and analyse the association between genes and articles. Database URL: http://www.ontologyfingerprint.org |
format | Online Article Text |
id | pubmed-4390608 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-43906082015-04-09 Using Ontology Fingerprints to disambiguate gene name entities in the biomedical literature Chen, Guocai Zhao, Jieyi Cohen, Trevor Tao, Cui Sun, Jingchun Xu, Hua Bernstam, Elmer V. Lawson, Andrew Zeng, Jia Johnson, Amber M. Holla, Vijaykumar Bailey, Ann M. Lara-Guerra, Humberto Litzenburger, Beate Meric-Bernstam, Funda Jim Zheng, W. Database (Oxford) Original Article Ambiguous gene names in the biomedical literature are a barrier to accurate information extraction. To overcome this hurdle, we generated Ontology Fingerprints for selected genes that are relevant for personalized cancer therapy. These Ontology Fingerprints were used to evaluate the association between genes and biomedical literature to disambiguate gene names. We obtained 93.6% precision for the test gene set and 80.4% for the area under a receiver-operating characteristics curve for gene and article association. The core algorithm was implemented using a graphics processing unit-based MapReduce framework to handle big data and to improve performance. We conclude that Ontology Fingerprints can help disambiguate gene names mentioned in text and analyse the association between genes and articles. Database URL: http://www.ontologyfingerprint.org Oxford University Press 2015-04-08 /pmc/articles/PMC4390608/ /pubmed/25858285 http://dx.doi.org/10.1093/database/bav034 Text en © The Author(s) 2015. Published by Oxford University Press. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Chen, Guocai Zhao, Jieyi Cohen, Trevor Tao, Cui Sun, Jingchun Xu, Hua Bernstam, Elmer V. Lawson, Andrew Zeng, Jia Johnson, Amber M. Holla, Vijaykumar Bailey, Ann M. Lara-Guerra, Humberto Litzenburger, Beate Meric-Bernstam, Funda Jim Zheng, W. Using Ontology Fingerprints to disambiguate gene name entities in the biomedical literature |
title | Using Ontology Fingerprints to disambiguate gene name entities in the biomedical literature |
title_full | Using Ontology Fingerprints to disambiguate gene name entities in the biomedical literature |
title_fullStr | Using Ontology Fingerprints to disambiguate gene name entities in the biomedical literature |
title_full_unstemmed | Using Ontology Fingerprints to disambiguate gene name entities in the biomedical literature |
title_short | Using Ontology Fingerprints to disambiguate gene name entities in the biomedical literature |
title_sort | using ontology fingerprints to disambiguate gene name entities in the biomedical literature |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4390608/ https://www.ncbi.nlm.nih.gov/pubmed/25858285 http://dx.doi.org/10.1093/database/bav034 |
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