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CyNetworkBMA: a Cytoscape app for inferring gene regulatory networks

BACKGROUND: Inference of gene networks from expression data is an important problem in computational biology. Many algorithms have been proposed for solving the problem efficiently. However, many of the available implementations are programming libraries that require users to write code, which limit...

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Detalles Bibliográficos
Autores principales: Fronczuk, Maciej, Raftery, Adrian E., Yeung, Ka Yee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4642660/
https://www.ncbi.nlm.nih.gov/pubmed/26566394
http://dx.doi.org/10.1186/s13029-015-0043-5
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author Fronczuk, Maciej
Raftery, Adrian E.
Yeung, Ka Yee
author_facet Fronczuk, Maciej
Raftery, Adrian E.
Yeung, Ka Yee
author_sort Fronczuk, Maciej
collection PubMed
description BACKGROUND: Inference of gene networks from expression data is an important problem in computational biology. Many algorithms have been proposed for solving the problem efficiently. However, many of the available implementations are programming libraries that require users to write code, which limits their accessibility. RESULTS: We have developed a tool called CyNetworkBMA for inferring gene networks from expression data that integrates with Cytoscape. Our application offers a graphical user interface for networkBMA, an efficient implementation of Bayesian Model Averaging methods for network construction. The client-server architecture of CyNetworkBMA makes it possible to distribute or centralize computation depending on user needs. CONCLUSIONS: CyNetworkBMA is an easy-to-use tool that makes network inference accessible to non-programmers through seamless integration with Cytoscape. CyNetworkBMA is available on the Cytoscape App Store at http://apps.cytoscape.org/apps/cynetworkbma. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13029-015-0043-5) contains supplementary material, which is available to authorized users.
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spelling pubmed-46426602015-11-13 CyNetworkBMA: a Cytoscape app for inferring gene regulatory networks Fronczuk, Maciej Raftery, Adrian E. Yeung, Ka Yee Source Code Biol Med Research BACKGROUND: Inference of gene networks from expression data is an important problem in computational biology. Many algorithms have been proposed for solving the problem efficiently. However, many of the available implementations are programming libraries that require users to write code, which limits their accessibility. RESULTS: We have developed a tool called CyNetworkBMA for inferring gene networks from expression data that integrates with Cytoscape. Our application offers a graphical user interface for networkBMA, an efficient implementation of Bayesian Model Averaging methods for network construction. The client-server architecture of CyNetworkBMA makes it possible to distribute or centralize computation depending on user needs. CONCLUSIONS: CyNetworkBMA is an easy-to-use tool that makes network inference accessible to non-programmers through seamless integration with Cytoscape. CyNetworkBMA is available on the Cytoscape App Store at http://apps.cytoscape.org/apps/cynetworkbma. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13029-015-0043-5) contains supplementary material, which is available to authorized users. BioMed Central 2015-11-11 /pmc/articles/PMC4642660/ /pubmed/26566394 http://dx.doi.org/10.1186/s13029-015-0043-5 Text en © Fronczuk et al. 2015 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Fronczuk, Maciej
Raftery, Adrian E.
Yeung, Ka Yee
CyNetworkBMA: a Cytoscape app for inferring gene regulatory networks
title CyNetworkBMA: a Cytoscape app for inferring gene regulatory networks
title_full CyNetworkBMA: a Cytoscape app for inferring gene regulatory networks
title_fullStr CyNetworkBMA: a Cytoscape app for inferring gene regulatory networks
title_full_unstemmed CyNetworkBMA: a Cytoscape app for inferring gene regulatory networks
title_short CyNetworkBMA: a Cytoscape app for inferring gene regulatory networks
title_sort cynetworkbma: a cytoscape app for inferring gene regulatory networks
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4642660/
https://www.ncbi.nlm.nih.gov/pubmed/26566394
http://dx.doi.org/10.1186/s13029-015-0043-5
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