Integrative pathway enrichment analysis of multivariate omics data

dc.contributor.authorPaczkowska, Marta
dc.contributor.authorBarenboim, Jonathan
dc.contributor.authorSintupisut, Nardnisa
dc.contributor.authorFox, Natalie S.
dc.contributor.authorZhu, Helen
dc.contributor.authorAbd-Rabbo, Diala
dc.contributor.authorMee, Miles W.
dc.contributor.authorBoutros, Paul C.
dc.contributor.authorDeu-Pons, Jordi
dc.contributor.authorFrigola, Joan
dc.contributor.authorGonzalez-Perez, Abel
dc.contributor.authorMuiños, Ferran
dc.contributor.authorMularoni, Loris
dc.contributor.authorPich, Oriol
dc.contributor.authorReyes-Salazar, Iker
dc.contributor.authorRubio-Perez, Carlota
dc.contributor.authorSabarinathan, Radhakrishnan
dc.contributor.authorTamborero, David
dc.contributor.authorPCAWG Drivers and Functional Interpretation Working Group
dc.contributor.authorReimand, Jüri
dc.contributor.authorPCAWG Consortium
dc.contributor.authorAymerich Gregorio, Marta
dc.contributor.authorCampo Güerri, Elias
dc.contributor.authorLópez Guillermo, Armando
dc.contributor.authorGelpi Buchaca, Josep Lluís
dc.contributor.authorRabionet Janssen, Raquel
dc.date.accessioned2024-02-13T19:13:05Z
dc.date.available2024-02-13T19:13:05Z
dc.date.issued2020-02-05
dc.date.updated2024-02-13T19:13:06Z
dc.description.abstractMulti-omics datasets represent distinct aspects of the central dogma of molecular biology. Such high-dimensional molecular profiles pose challenges to data interpretation and hypothesis generation. ActivePathways is an integrative method that discovers significantly enriched pathways across multiple datasets using statistical data fusion, rationalizes contributing evidence and highlights associated genes. As part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumor types, we integrated genes with coding and non-coding mutations and revealed frequently mutated pathways and additional cancer genes with infrequent mutations. We also analyzed prognostic molecular pathways by integrating genomic and transcriptomic features of 1780 breast cancers and highlighted associations with immune response and anti-apoptotic signaling. Integration of ChIP-seq and RNA-seq data for master regulators of the Hippo pathway across normal human tissues identified processes of tissue regeneration and stem cell regulation. ActivePathways is a versatile method that improves systems-level understanding of cellular organization in health and disease through integration of multiple molecular datasets and pathway annotations.
dc.format.extent16 p.
dc.format.mimetypeapplication/pdf
dc.identifier.idgrec728370
dc.identifier.issn2041-1723
dc.identifier.urihttps://hdl.handle.net/2445/207534
dc.language.isoeng
dc.publisherNature Publishing Group
dc.relation.isformatofReproducció del document publicat a: https://doi.org/10.1038/s41467-019-13983-9
dc.relation.ispartofNature Communications, 2020, vol. 11, num.1, p. 1-16
dc.relation.urihttps://doi.org/10.1038/s41467-019-13983-9
dc.rightscc-by (c) Paczkowska, M. et al., 2020
dc.rights.accessRightsinfo:eu-repo/semantics/openAccess
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.sourceArticles publicats en revistes (Genètica, Microbiologia i Estadística)
dc.subject.classificationProcessament de dades
dc.subject.classificationBiologia molecular
dc.subject.otherData processing
dc.subject.otherMolecular biology
dc.titleIntegrative pathway enrichment analysis of multivariate omics data
dc.typeinfo:eu-repo/semantics/article
dc.typeinfo:eu-repo/semantics/publishedVersion

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