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MaREA4Galaxy: Metabolic reaction enrichment analysis and visualization of RNA-seq data within Galaxy.
Damiani, Chiara; Rovida, Lorenzo; Maspero, Davide; Sala, Irene; Rosato, Luca; Di Filippo, Marzia; Pescini, Dario; Graudenzi, Alex; Antoniotti, Marco; Mauri, Giancarlo.
Affiliation
  • Damiani C; Dept. of Biotechnology and Biosciences, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
  • Rovida L; Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
  • Maspero D; SYSBE-IT/SYSBIO Centre of Systems Biology, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
  • Sala I; Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
  • Rosato L; Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
  • Di Filippo M; Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.
  • Pescini D; Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
  • Graudenzi A; Dept. of Informatics, Systems and Communication, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
  • Antoniotti M; SYSBE-IT/SYSBIO Centre of Systems Biology, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
  • Mauri G; Department of Statistics and Quantitative Methods, Universitá degli Studi di Milano-Bicocca, Milan, Italy.
Comput Struct Biotechnol J ; 18: 993-999, 2020.
Article in En | MEDLINE | ID: mdl-32373287
ABSTRACT
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.
Key words

Full text: 1 Collection: 01-internacional Database: MEDLINE Language: En Journal: Comput Struct Biotechnol J Year: 2020 Document type: Article Affiliation country: Italia

Full text: 1 Collection: 01-internacional Database: MEDLINE Language: En Journal: Comput Struct Biotechnol J Year: 2020 Document type: Article Affiliation country: Italia