MaREA4Galaxy: Metabolic reaction enrichment analysis and visualization of RNA-seq data within Galaxy.

Galaxy Metabolism RNA-seq Sample stratification TCGA

Journal

Computational and structural biotechnology journal
ISSN: 2001-0370
Titre abrégé: Comput Struct Biotechnol J
Pays: Netherlands
ID NLM: 101585369

Informations de publication

Date de publication:
2020
Historique:
received: 18 10 2019
revised: 20 03 2020
accepted: 08 04 2020
entrez: 7 5 2020
pubmed: 7 5 2020
medline: 7 5 2020
Statut: epublish

Résumé

We present MaREA4Galaxy, a user-friendly tool that allows a user to characterize and to graphically compare groups of samples with different transcriptional regulation of metabolism, as estimated from cross-sectional RNA-seq data. The tool is available as plug-in for the widely-used Galaxy platform for comparative genomics and bioinformatics analyses. MaREA4Galaxy combines three modules. The Expression2RAS module, which, for each reaction of a specified set, computes a Reaction Activity Score (RAS) as a function of the expression level of genes encoding for the associated enzyme. The MaREA (Metabolic Reaction Enrichment Analysis) module that allows to highlight significant differences in reaction activities between specified groups of samples. The Clustering module which employs the RAS computed before as a metric for unsupervised clustering of samples into distinct metabolic subgroups; the Clustering tool provides different clustering techniques and implements standard methods to evaluate the goodness of the results.

Identifiants

pubmed: 32373287
doi: 10.1016/j.csbj.2020.04.008
pii: S2001-0370(19)30465-9
pmc: PMC7191582
doi:

Types de publication

Journal Article

Langues

eng

Pagination

993-999

Informations de copyright

© 2020 The Authors.

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Auteurs

Chiara Damiani (C)

Dept. of Biotechnology and Biosciences, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
SYSBE-IT/SYSBIO Centre of Systems Biology, Universitá degli Studi di Milano-Bicocca, Milan, Italy.

Lorenzo Rovida (L)

Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.

Davide Maspero (D)

Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.

Irene Sala (I)

Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.

Luca Rosato (L)

Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.

Marzia Di Filippo (M)

SYSBE-IT/SYSBIO Centre of Systems Biology, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
Department of Statistics and Quantitative Methods, Universitá degli Studi di Milano-Bicocca, Milan, Italy.

Dario Pescini (D)

SYSBE-IT/SYSBIO Centre of Systems Biology, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
Department of Statistics and Quantitative Methods, Universitá degli Studi di Milano-Bicocca, Milan, Italy.

Alex Graudenzi (A)

Institute of Molecular Bioimaging and Physiology, Consiglio Nazionale delle Ricerche (IBFM-CNR), Segrate, Milan, Italy.

Marco Antoniotti (M)

Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.

Giancarlo Mauri (G)

Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
SYSBE-IT/SYSBIO Centre of Systems Biology, Universitá degli Studi di Milano-Bicocca, Milan, Italy.

Classifications MeSH