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GAIL: An interactive webserver for inference and dynamic visualization of gene-gene associations based on gene ontology guided mining of biomedical literature
In systems biology, inference of functional associations among genes is compelling because the construction of functional association networks facilitates biomarker discovery. Specifically, such gene associations in human can help identify putative biomarkers that can be used as diagnostic tools in...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6602258/ https://www.ncbi.nlm.nih.gov/pubmed/31260503 http://dx.doi.org/10.1371/journal.pone.0219195 |
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author | Couch, Daniel Yu, Zhenning Nam, Jin Hyun Allen, Carter Ramos, Paula S. da Silveira, Willian A. Hunt, Kelly J. Hazard, Edward S. Hardiman, Gary Lawson, Andrew Chung, Dongjun |
author_facet | Couch, Daniel Yu, Zhenning Nam, Jin Hyun Allen, Carter Ramos, Paula S. da Silveira, Willian A. Hunt, Kelly J. Hazard, Edward S. Hardiman, Gary Lawson, Andrew Chung, Dongjun |
author_sort | Couch, Daniel |
collection | PubMed |
description | In systems biology, inference of functional associations among genes is compelling because the construction of functional association networks facilitates biomarker discovery. Specifically, such gene associations in human can help identify putative biomarkers that can be used as diagnostic tools in treating patients. Although biomedical literature is considered a valuable data source for this task, currently only a limited number of webservers are available for mining gene-gene associations from the vast amount of biomedical literature using text mining techniques. Moreover, these webservers often have limited coverage of biomedical literature and also lack efficient and user-friendly tools to interpret and visualize mined relationships among genes. To address these limitations, we developed GAIL (Gene-gene Association Inference based on biomedical Literature), an interactive webserver that infers human gene-gene associations from Gene Ontology (GO) guided biomedical literature mining and provides dynamic visualization of the resulting association networks and various gene set enrichment analysis tools. We evaluate the utility and performance of GAIL with applications to gene signatures associated with systemic lupus erythematosus and breast cancer. Results show that GAIL allows effective interrogation and visualization of gene-gene networks and their subnetworks, which facilitates biological understanding of gene-gene associations. GAIL is available at http://chunglab.io/GAIL/. |
format | Online Article Text |
id | pubmed-6602258 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-66022582019-07-12 GAIL: An interactive webserver for inference and dynamic visualization of gene-gene associations based on gene ontology guided mining of biomedical literature Couch, Daniel Yu, Zhenning Nam, Jin Hyun Allen, Carter Ramos, Paula S. da Silveira, Willian A. Hunt, Kelly J. Hazard, Edward S. Hardiman, Gary Lawson, Andrew Chung, Dongjun PLoS One Research Article In systems biology, inference of functional associations among genes is compelling because the construction of functional association networks facilitates biomarker discovery. Specifically, such gene associations in human can help identify putative biomarkers that can be used as diagnostic tools in treating patients. Although biomedical literature is considered a valuable data source for this task, currently only a limited number of webservers are available for mining gene-gene associations from the vast amount of biomedical literature using text mining techniques. Moreover, these webservers often have limited coverage of biomedical literature and also lack efficient and user-friendly tools to interpret and visualize mined relationships among genes. To address these limitations, we developed GAIL (Gene-gene Association Inference based on biomedical Literature), an interactive webserver that infers human gene-gene associations from Gene Ontology (GO) guided biomedical literature mining and provides dynamic visualization of the resulting association networks and various gene set enrichment analysis tools. We evaluate the utility and performance of GAIL with applications to gene signatures associated with systemic lupus erythematosus and breast cancer. Results show that GAIL allows effective interrogation and visualization of gene-gene networks and their subnetworks, which facilitates biological understanding of gene-gene associations. GAIL is available at http://chunglab.io/GAIL/. Public Library of Science 2019-07-01 /pmc/articles/PMC6602258/ /pubmed/31260503 http://dx.doi.org/10.1371/journal.pone.0219195 Text en © 2019 Couch et al 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 use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Couch, Daniel Yu, Zhenning Nam, Jin Hyun Allen, Carter Ramos, Paula S. da Silveira, Willian A. Hunt, Kelly J. Hazard, Edward S. Hardiman, Gary Lawson, Andrew Chung, Dongjun GAIL: An interactive webserver for inference and dynamic visualization of gene-gene associations based on gene ontology guided mining of biomedical literature |
title | GAIL: An interactive webserver for inference and dynamic visualization of gene-gene associations based on gene ontology guided mining of biomedical literature |
title_full | GAIL: An interactive webserver for inference and dynamic visualization of gene-gene associations based on gene ontology guided mining of biomedical literature |
title_fullStr | GAIL: An interactive webserver for inference and dynamic visualization of gene-gene associations based on gene ontology guided mining of biomedical literature |
title_full_unstemmed | GAIL: An interactive webserver for inference and dynamic visualization of gene-gene associations based on gene ontology guided mining of biomedical literature |
title_short | GAIL: An interactive webserver for inference and dynamic visualization of gene-gene associations based on gene ontology guided mining of biomedical literature |
title_sort | gail: an interactive webserver for inference and dynamic visualization of gene-gene associations based on gene ontology guided mining of biomedical literature |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6602258/ https://www.ncbi.nlm.nih.gov/pubmed/31260503 http://dx.doi.org/10.1371/journal.pone.0219195 |
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