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graphite - a Bioconductor package to convert pathway topology to gene network

BACKGROUND: Gene set analysis is moving towards considering pathway topology as a crucial feature. Pathway elements are complex entities such as protein complexes, gene family members and chemical compounds. The conversion of pathway topology to a gene/protein networks (where nodes are a simple elem...

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Detalles Bibliográficos
Autores principales: Sales, Gabriele, Calura, Enrica, Cavalieri, Duccio, Romualdi, Chiara
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3296647/
https://www.ncbi.nlm.nih.gov/pubmed/22292714
http://dx.doi.org/10.1186/1471-2105-13-20
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author Sales, Gabriele
Calura, Enrica
Cavalieri, Duccio
Romualdi, Chiara
author_facet Sales, Gabriele
Calura, Enrica
Cavalieri, Duccio
Romualdi, Chiara
author_sort Sales, Gabriele
collection PubMed
description BACKGROUND: Gene set analysis is moving towards considering pathway topology as a crucial feature. Pathway elements are complex entities such as protein complexes, gene family members and chemical compounds. The conversion of pathway topology to a gene/protein networks (where nodes are a simple element like a gene/protein) is a critical and challenging task that enables topology-based gene set analyses. Unfortunately, currently available R/Bioconductor packages provide pathway networks only from single databases. They do not propagate signals through chemical compounds and do not differentiate between complexes and gene families. RESULTS: Here we present graphite, a Bioconductor package addressing these issues. Pathway information from four different databases is interpreted following specific biologically-driven rules that allow the reconstruction of gene-gene networks taking into account protein complexes, gene families and sensibly removing chemical compounds from the final graphs. The resulting networks represent a uniform resource for pathway analyses. Indeed, graphite provides easy access to three recently proposed topological methods. The graphite package is available as part of the Bioconductor software suite. CONCLUSIONS: graphite is an innovative package able to gather and make easily available the contents of the four major pathway databases. In the field of topological analysis graphite acts as a provider of biological information by reducing the pathway complexity considering the biological meaning of the pathway elements.
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spelling pubmed-32966472012-03-08 graphite - a Bioconductor package to convert pathway topology to gene network Sales, Gabriele Calura, Enrica Cavalieri, Duccio Romualdi, Chiara BMC Bioinformatics Software BACKGROUND: Gene set analysis is moving towards considering pathway topology as a crucial feature. Pathway elements are complex entities such as protein complexes, gene family members and chemical compounds. The conversion of pathway topology to a gene/protein networks (where nodes are a simple element like a gene/protein) is a critical and challenging task that enables topology-based gene set analyses. Unfortunately, currently available R/Bioconductor packages provide pathway networks only from single databases. They do not propagate signals through chemical compounds and do not differentiate between complexes and gene families. RESULTS: Here we present graphite, a Bioconductor package addressing these issues. Pathway information from four different databases is interpreted following specific biologically-driven rules that allow the reconstruction of gene-gene networks taking into account protein complexes, gene families and sensibly removing chemical compounds from the final graphs. The resulting networks represent a uniform resource for pathway analyses. Indeed, graphite provides easy access to three recently proposed topological methods. The graphite package is available as part of the Bioconductor software suite. CONCLUSIONS: graphite is an innovative package able to gather and make easily available the contents of the four major pathway databases. In the field of topological analysis graphite acts as a provider of biological information by reducing the pathway complexity considering the biological meaning of the pathway elements. BioMed Central 2012-01-31 /pmc/articles/PMC3296647/ /pubmed/22292714 http://dx.doi.org/10.1186/1471-2105-13-20 Text en Copyright ©2012 Sales 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
Sales, Gabriele
Calura, Enrica
Cavalieri, Duccio
Romualdi, Chiara
graphite - a Bioconductor package to convert pathway topology to gene network
title graphite - a Bioconductor package to convert pathway topology to gene network
title_full graphite - a Bioconductor package to convert pathway topology to gene network
title_fullStr graphite - a Bioconductor package to convert pathway topology to gene network
title_full_unstemmed graphite - a Bioconductor package to convert pathway topology to gene network
title_short graphite - a Bioconductor package to convert pathway topology to gene network
title_sort graphite - a bioconductor package to convert pathway topology to gene network
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3296647/
https://www.ncbi.nlm.nih.gov/pubmed/22292714
http://dx.doi.org/10.1186/1471-2105-13-20
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AT romualdichiara graphiteabioconductorpackagetoconvertpathwaytopologytogenenetwork