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CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction

BACKGROUND: Biological research increasingly relies on network models to study complex phenomena. Signal Transduction Pathways are molecular circuits that model how cells receive, process, and respond to information from the environment providing snapshots of the overall cell dynamics. Most of the a...

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Autores principales: Politano, Gianfranco, Orso, Francesca, Raimo, Monica, Benso, Alfredo, Savino, Alessandro, Taverna, Daniela, Di Carlo, Stefano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4826505/
https://www.ncbi.nlm.nih.gov/pubmed/27059647
http://dx.doi.org/10.1186/s12859-016-0964-2
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author Politano, Gianfranco
Orso, Francesca
Raimo, Monica
Benso, Alfredo
Savino, Alessandro
Taverna, Daniela
Di Carlo, Stefano
author_facet Politano, Gianfranco
Orso, Francesca
Raimo, Monica
Benso, Alfredo
Savino, Alessandro
Taverna, Daniela
Di Carlo, Stefano
author_sort Politano, Gianfranco
collection PubMed
description BACKGROUND: Biological research increasingly relies on network models to study complex phenomena. Signal Transduction Pathways are molecular circuits that model how cells receive, process, and respond to information from the environment providing snapshots of the overall cell dynamics. Most of the attempts to reconstruct signal transduction pathways are limited to single regulator networks including only genes/proteins. However, networks involving a single type of regulator and neglecting transcriptional and post-transcriptional regulations mediated by transcription factors and microRNAs, respectively, may not fully reveal the complex regulatory mechanisms of a cell. We observed a lack of computational instruments supporting explorative analysis on this type of three-component signal transduction pathways. RESULTS: We have developed CyTRANSFINDER, a new Cytoscape plugin able to infer three-component signal transduction pathways based on user defined regulatory patterns and including miRNAs, TFs and genes. Since CyTRANSFINDER has been designed to support exploratory analysis, it does not rely on expression data. To show the potential of the plugin we have applied it in a study of two miRNAs that are particularly relevant in human melanoma progression, miR-146a and miR-214. CONCLUSIONS: CyTRANSFINDER supports the reconstruction of small signal transduction pathways among groups of genes. Results obtained from its use in a real case study have been analyzed and validated through both literature data and preliminary wet-lab experiments, showing the potential of this tool when performing exploratory analysis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-0964-2) contains supplementary material, which is available to authorized users.
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spelling pubmed-48265052016-04-10 CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction Politano, Gianfranco Orso, Francesca Raimo, Monica Benso, Alfredo Savino, Alessandro Taverna, Daniela Di Carlo, Stefano BMC Bioinformatics Software BACKGROUND: Biological research increasingly relies on network models to study complex phenomena. Signal Transduction Pathways are molecular circuits that model how cells receive, process, and respond to information from the environment providing snapshots of the overall cell dynamics. Most of the attempts to reconstruct signal transduction pathways are limited to single regulator networks including only genes/proteins. However, networks involving a single type of regulator and neglecting transcriptional and post-transcriptional regulations mediated by transcription factors and microRNAs, respectively, may not fully reveal the complex regulatory mechanisms of a cell. We observed a lack of computational instruments supporting explorative analysis on this type of three-component signal transduction pathways. RESULTS: We have developed CyTRANSFINDER, a new Cytoscape plugin able to infer three-component signal transduction pathways based on user defined regulatory patterns and including miRNAs, TFs and genes. Since CyTRANSFINDER has been designed to support exploratory analysis, it does not rely on expression data. To show the potential of the plugin we have applied it in a study of two miRNAs that are particularly relevant in human melanoma progression, miR-146a and miR-214. CONCLUSIONS: CyTRANSFINDER supports the reconstruction of small signal transduction pathways among groups of genes. Results obtained from its use in a real case study have been analyzed and validated through both literature data and preliminary wet-lab experiments, showing the potential of this tool when performing exploratory analysis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-0964-2) contains supplementary material, which is available to authorized users. BioMed Central 2016-04-08 /pmc/articles/PMC4826505/ /pubmed/27059647 http://dx.doi.org/10.1186/s12859-016-0964-2 Text en © Politano et al. 2016 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 Software
Politano, Gianfranco
Orso, Francesca
Raimo, Monica
Benso, Alfredo
Savino, Alessandro
Taverna, Daniela
Di Carlo, Stefano
CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction
title CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction
title_full CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction
title_fullStr CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction
title_full_unstemmed CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction
title_short CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction
title_sort cytransfinder: a cytoscape 3.3 plugin for three-component (tf, gene, mirna) signal transduction pathway construction
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4826505/
https://www.ncbi.nlm.nih.gov/pubmed/27059647
http://dx.doi.org/10.1186/s12859-016-0964-2
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