Integrative pathway enrichment analysis of multivariate omics data

Multi-omics datasets pose major challenges to data interpretation and hypothesis generation owing to their high-dimensional molecular profiles. Here, the authors develop ActivePathways method, which uses data fusion techniques for integrative pathway analysis of multi-omics data and candidate gene d...

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Autores principales: Marta Paczkowska, Jonathan Barenboim, Nardnisa Sintupisut, Natalie S. Fox, Helen Zhu, Diala Abd-Rabbo, Miles W. Mee, Paul C. Boutros, PCAWG Drivers and Functional Interpretation Working Group, Jüri Reimand, PCAWG Consortium
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Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/0e1be01e74114d78838f12db1d7166ab
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spelling oai:doaj.org-article:0e1be01e74114d78838f12db1d7166ab2021-12-02T14:40:50ZIntegrative pathway enrichment analysis of multivariate omics data10.1038/s41467-019-13983-92041-1723https://doaj.org/article/0e1be01e74114d78838f12db1d7166ab2020-02-01T00:00:00Zhttps://doi.org/10.1038/s41467-019-13983-9https://doaj.org/toc/2041-1723Multi-omics datasets pose major challenges to data interpretation and hypothesis generation owing to their high-dimensional molecular profiles. Here, the authors develop ActivePathways method, which uses data fusion techniques for integrative pathway analysis of multi-omics data and candidate gene discovery.Marta PaczkowskaJonathan BarenboimNardnisa SintupisutNatalie S. FoxHelen ZhuDiala Abd-RabboMiles W. MeePaul C. BoutrosPCAWG Drivers and Functional Interpretation Working GroupJüri ReimandPCAWG ConsortiumNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-16 (2020)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Marta Paczkowska
Jonathan Barenboim
Nardnisa Sintupisut
Natalie S. Fox
Helen Zhu
Diala Abd-Rabbo
Miles W. Mee
Paul C. Boutros
PCAWG Drivers and Functional Interpretation Working Group
Jüri Reimand
PCAWG Consortium
Integrative pathway enrichment analysis of multivariate omics data
description Multi-omics datasets pose major challenges to data interpretation and hypothesis generation owing to their high-dimensional molecular profiles. Here, the authors develop ActivePathways method, which uses data fusion techniques for integrative pathway analysis of multi-omics data and candidate gene discovery.
format article
author Marta Paczkowska
Jonathan Barenboim
Nardnisa Sintupisut
Natalie S. Fox
Helen Zhu
Diala Abd-Rabbo
Miles W. Mee
Paul C. Boutros
PCAWG Drivers and Functional Interpretation Working Group
Jüri Reimand
PCAWG Consortium
author_facet Marta Paczkowska
Jonathan Barenboim
Nardnisa Sintupisut
Natalie S. Fox
Helen Zhu
Diala Abd-Rabbo
Miles W. Mee
Paul C. Boutros
PCAWG Drivers and Functional Interpretation Working Group
Jüri Reimand
PCAWG Consortium
author_sort Marta Paczkowska
title Integrative pathway enrichment analysis of multivariate omics data
title_short Integrative pathway enrichment analysis of multivariate omics data
title_full Integrative pathway enrichment analysis of multivariate omics data
title_fullStr Integrative pathway enrichment analysis of multivariate omics data
title_full_unstemmed Integrative pathway enrichment analysis of multivariate omics data
title_sort integrative pathway enrichment analysis of multivariate omics data
publisher Nature Portfolio
publishDate 2020
url https://doaj.org/article/0e1be01e74114d78838f12db1d7166ab
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