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WormNet v3: a network-assisted hypothesis-generating server for Caenorhabditis elegans

High-throughput experimental technologies gradually shift the paradigm of biological research from hypothesis-validation toward hypothesis-generation science. Translating diverse types of large-scale experimental data into testable hypotheses, however, remains a daunting task. We previously demonstr...

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Detalles Bibliográficos
Autores principales: Cho, Ara, Shin, Junha, Hwang, Sohyun, Kim, Chanyoung, Shim, Hongseok, Kim, Hyojin, Kim, Hanhae, Lee, Insuk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4086142/
https://www.ncbi.nlm.nih.gov/pubmed/24813450
http://dx.doi.org/10.1093/nar/gku367
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author Cho, Ara
Shin, Junha
Hwang, Sohyun
Kim, Chanyoung
Shim, Hongseok
Kim, Hyojin
Kim, Hanhae
Lee, Insuk
author_facet Cho, Ara
Shin, Junha
Hwang, Sohyun
Kim, Chanyoung
Shim, Hongseok
Kim, Hyojin
Kim, Hanhae
Lee, Insuk
author_sort Cho, Ara
collection PubMed
description High-throughput experimental technologies gradually shift the paradigm of biological research from hypothesis-validation toward hypothesis-generation science. Translating diverse types of large-scale experimental data into testable hypotheses, however, remains a daunting task. We previously demonstrated that heterogeneous genomics data can be integrated into a single genome-scale gene network with high prediction power for ribonucleic acid interference (RNAi) phenotypes in Caenorhabditis elegans, a popular metazoan model in the study of developmental biology, neurobiology and genetics. Here, we present WormNet version 3 (v3), which is a new network-assisted hypothesis-generating server for C. elegans. WormNet v3 includes major updates to the base gene network, which substantially improved predictions of RNAi phenotypes. The server generates various gene network-based hypotheses using three complementary network methods: (i) a phenotype-centric approach to ‘find new members for a pathway’; (ii) a gene-centric approach to ‘infer functions from network neighbors’ and (iii) a context-centric approach to ‘find context-associated hub genes’, which is a new method to identify key genes that mediate physiology within a specific context. For example, we demonstrated that the context-centric approach can be used to identify potential molecular targets of toxic chemicals. WormNet v3 is freely accessible at http://www.inetbio.org/wormnet.
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spelling pubmed-40861422014-12-02 WormNet v3: a network-assisted hypothesis-generating server for Caenorhabditis elegans Cho, Ara Shin, Junha Hwang, Sohyun Kim, Chanyoung Shim, Hongseok Kim, Hyojin Kim, Hanhae Lee, Insuk Nucleic Acids Res Article High-throughput experimental technologies gradually shift the paradigm of biological research from hypothesis-validation toward hypothesis-generation science. Translating diverse types of large-scale experimental data into testable hypotheses, however, remains a daunting task. We previously demonstrated that heterogeneous genomics data can be integrated into a single genome-scale gene network with high prediction power for ribonucleic acid interference (RNAi) phenotypes in Caenorhabditis elegans, a popular metazoan model in the study of developmental biology, neurobiology and genetics. Here, we present WormNet version 3 (v3), which is a new network-assisted hypothesis-generating server for C. elegans. WormNet v3 includes major updates to the base gene network, which substantially improved predictions of RNAi phenotypes. The server generates various gene network-based hypotheses using three complementary network methods: (i) a phenotype-centric approach to ‘find new members for a pathway’; (ii) a gene-centric approach to ‘infer functions from network neighbors’ and (iii) a context-centric approach to ‘find context-associated hub genes’, which is a new method to identify key genes that mediate physiology within a specific context. For example, we demonstrated that the context-centric approach can be used to identify potential molecular targets of toxic chemicals. WormNet v3 is freely accessible at http://www.inetbio.org/wormnet. Oxford University Press 2014-07-01 2014-05-09 /pmc/articles/PMC4086142/ /pubmed/24813450 http://dx.doi.org/10.1093/nar/gku367 Text en © The Author(s) 2014. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Article
Cho, Ara
Shin, Junha
Hwang, Sohyun
Kim, Chanyoung
Shim, Hongseok
Kim, Hyojin
Kim, Hanhae
Lee, Insuk
WormNet v3: a network-assisted hypothesis-generating server for Caenorhabditis elegans
title WormNet v3: a network-assisted hypothesis-generating server for Caenorhabditis elegans
title_full WormNet v3: a network-assisted hypothesis-generating server for Caenorhabditis elegans
title_fullStr WormNet v3: a network-assisted hypothesis-generating server for Caenorhabditis elegans
title_full_unstemmed WormNet v3: a network-assisted hypothesis-generating server for Caenorhabditis elegans
title_short WormNet v3: a network-assisted hypothesis-generating server for Caenorhabditis elegans
title_sort wormnet v3: a network-assisted hypothesis-generating server for caenorhabditis elegans
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4086142/
https://www.ncbi.nlm.nih.gov/pubmed/24813450
http://dx.doi.org/10.1093/nar/gku367
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