IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v11y2020i1d10.1038_s41467-019-13983-9.html
   My bibliography  Save this article

Integrative pathway enrichment analysis of multivariate omics data

Author

Listed:
  • Marta Paczkowska

    (Ontario Institute for Cancer Research)

  • Jonathan Barenboim

    (Ontario Institute for Cancer Research)

  • Nardnisa Sintupisut

    (Ontario Institute for Cancer Research)

  • Natalie S. Fox

    (Ontario Institute for Cancer Research
    University of Toronto)

  • Helen Zhu

    (Ontario Institute for Cancer Research
    University of Toronto)

  • Diala Abd-Rabbo

    (Ontario Institute for Cancer Research)

  • Miles W. Mee

    (Ontario Institute for Cancer Research)

  • Paul C. Boutros

    (Ontario Institute for Cancer Research
    University of Toronto
    University of Toronto
    University of California Los Angeles)

  • Jüri Reimand

    (Ontario Institute for Cancer Research
    University of Toronto)

Abstract

Multi-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.

Suggested Citation

  • Marta Paczkowska & Jonathan Barenboim & Nardnisa Sintupisut & Natalie S. Fox & Helen Zhu & Diala Abd-Rabbo & Miles W. Mee & Paul C. Boutros & Jüri Reimand, 2020. "Integrative pathway enrichment analysis of multivariate omics data," Nature Communications, Nature, vol. 11(1), pages 1-16, December.
  • Handle: RePEc:nat:natcom:v:11:y:2020:i:1:d:10.1038_s41467-019-13983-9
    DOI: 10.1038/s41467-019-13983-9
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-019-13983-9
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-019-13983-9?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Dzana Dervovic & Ahmad A. Malik & Edward L. Y. Chen & Masahiro Narimatsu & Nina Adler & Somaieh Afiuni-Zadeh & Dagmar Krenbek & Sebastien Martinez & Ricky Tsai & Jonathan Boucher & Jacob M. Berman & K, 2023. "In vivo CRISPR screens reveal Serpinb9 and Adam2 as regulators of immune therapy response in lung cancer," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    2. Luopin Wang & Aryamav Pattnaik & Subhransu Sekhar Sahoo & Ella G. Stone & Yuxin Zhuang & Annaleigh Benton & Md Tajmul & Srishti Chakravorty & Deepika Dhawan & My An Nguyen & Isabella Sirit & Kyle Mund, 2024. "Unbiased discovery of cancer pathways and therapeutics using Pathway Ensemble Tool and Benchmark," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    3. Michelle M. Kameda-Smith & Helen Zhu & En-Ching Luo & Yujin Suk & Agata Xella & Brian Yee & Chirayu Chokshi & Sansi Xing & Frederick Tan & Raymond G. Fox & Ashley A. Adile & David Bakhshinyan & Kevin , 2022. "Characterization of an RNA binding protein interactome reveals a context-specific post-transcriptional landscape of MYC-amplified medulloblastoma," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    4. Richard Culliford & Samuel E. D. Lawrence & Charlie Mills & Zayd Tippu & Daniel Chubb & Alex J. Cornish & Lisa Browning & Ben Kinnersley & Robert Bentham & Amit Sud & Husayn Pallikonda & Anna Frangou , 2024. "Whole genome sequencing refines stratification and therapy of patients with clear cell renal cell carcinoma," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    5. Mykhaylo Slobodyanyuk & Alexander T. Bahcheli & Zoe P. Klein & Masroor Bayati & Lisa J. Strug & Jüri Reimand, 2024. "Directional integration and pathway enrichment analysis for multi-omics data," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    6. E. P. Tissink & A. A. Shadrin & D. Meer & N. Parker & G. Hindley & D. Roelfs & O. Frei & C. C. Fan & M. Nagel & T. Nærland & M. Budisteanu & S. Djurovic & L. T. Westlye & M. P. Heuvel & D. Posthuma & , 2024. "Abundant pleiotropy across neuroimaging modalities identified through a multivariate genome-wide association study," Nature Communications, Nature, vol. 15(1), pages 1-13, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:11:y:2020:i:1:d:10.1038_s41467-019-13983-9. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.