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BioQuali Cytoscape plugin: analysing the global consistency of regulatory networks

BACKGROUND: The method most commonly used to analyse regulatory networks is the in silico simulation of fluctuations in network components when a network is perturbed. Nevertheless, confronting experimental data with a regulatory network entails many difficulties, such as the incomplete state-of-art...

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Detalles Bibliográficos
Autores principales: Guziolowski, Carito, Bourdé, Annabel, Moreews, Francois, Siegel, Anne
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2693143/
https://www.ncbi.nlm.nih.gov/pubmed/19470162
http://dx.doi.org/10.1186/1471-2164-10-244
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author Guziolowski, Carito
Bourdé, Annabel
Moreews, Francois
Siegel, Anne
author_facet Guziolowski, Carito
Bourdé, Annabel
Moreews, Francois
Siegel, Anne
author_sort Guziolowski, Carito
collection PubMed
description BACKGROUND: The method most commonly used to analyse regulatory networks is the in silico simulation of fluctuations in network components when a network is perturbed. Nevertheless, confronting experimental data with a regulatory network entails many difficulties, such as the incomplete state-of-art of regulatory knowledge, the large-scale of regulatory models, heterogeneity in the available data and the sometimes violated assumption that mRNA expression is correlated to protein activity. RESULTS: We have developed a plugin for the Cytoscape environment, designed to facilitate automatic reasoning on regulatory networks. The BioQuali plugin enhances user-friendly conversions of regulatory networks (including reference databases) into signed directed graphs. BioQuali performs automatic global reasoning in order to decide which products in the network need to be up or down regulated (active or inactive) to globally explain experimental data. It highlights incomplete regions in the network, meaning that gene expression levels do not globally correlate with existing knowledge on regulation carried by the topology of the network. CONCLUSION: The BioQuali plugin facilitates in silico exploration of large-scale regulatory networks by combining the user-friendly tools of the Cytoscape environment with high-performance automatic reasoning algorithms. As a main feature, the plugin guides further investigation regarding a system by highlighting regions in the network that are not accurately described and merit specific study.
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spelling pubmed-26931432009-06-08 BioQuali Cytoscape plugin: analysing the global consistency of regulatory networks Guziolowski, Carito Bourdé, Annabel Moreews, Francois Siegel, Anne BMC Genomics Software BACKGROUND: The method most commonly used to analyse regulatory networks is the in silico simulation of fluctuations in network components when a network is perturbed. Nevertheless, confronting experimental data with a regulatory network entails many difficulties, such as the incomplete state-of-art of regulatory knowledge, the large-scale of regulatory models, heterogeneity in the available data and the sometimes violated assumption that mRNA expression is correlated to protein activity. RESULTS: We have developed a plugin for the Cytoscape environment, designed to facilitate automatic reasoning on regulatory networks. The BioQuali plugin enhances user-friendly conversions of regulatory networks (including reference databases) into signed directed graphs. BioQuali performs automatic global reasoning in order to decide which products in the network need to be up or down regulated (active or inactive) to globally explain experimental data. It highlights incomplete regions in the network, meaning that gene expression levels do not globally correlate with existing knowledge on regulation carried by the topology of the network. CONCLUSION: The BioQuali plugin facilitates in silico exploration of large-scale regulatory networks by combining the user-friendly tools of the Cytoscape environment with high-performance automatic reasoning algorithms. As a main feature, the plugin guides further investigation regarding a system by highlighting regions in the network that are not accurately described and merit specific study. BioMed Central 2009-05-26 /pmc/articles/PMC2693143/ /pubmed/19470162 http://dx.doi.org/10.1186/1471-2164-10-244 Text en Copyright © 2009 Guziolowski et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Software
Guziolowski, Carito
Bourdé, Annabel
Moreews, Francois
Siegel, Anne
BioQuali Cytoscape plugin: analysing the global consistency of regulatory networks
title BioQuali Cytoscape plugin: analysing the global consistency of regulatory networks
title_full BioQuali Cytoscape plugin: analysing the global consistency of regulatory networks
title_fullStr BioQuali Cytoscape plugin: analysing the global consistency of regulatory networks
title_full_unstemmed BioQuali Cytoscape plugin: analysing the global consistency of regulatory networks
title_short BioQuali Cytoscape plugin: analysing the global consistency of regulatory networks
title_sort bioquali cytoscape plugin: analysing the global consistency of regulatory networks
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2693143/
https://www.ncbi.nlm.nih.gov/pubmed/19470162
http://dx.doi.org/10.1186/1471-2164-10-244
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