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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
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/.
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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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