Integrative pathway enrichment analysis of multivariate omics data

被引:123
|
作者
Paczkowska, Marta [1 ]
Barenboim, Jonathan [1 ]
Sintupisut, Nardnisa [1 ]
Fox, Natalie S. [1 ,2 ]
Zhu, Helen [1 ,2 ]
Abd-Rabbo, Diala [1 ]
Mee, Miles W. [1 ]
Boutros, Paul C. [1 ,2 ,3 ,4 ,5 ,6 ,7 ,8 ]
Reimand, Juri [1 ,2 ]
机构
[1] Ontario Inst Canc Res, Computat Biol Program, 661 Univ Ave,Suite 510, Toronto, ON M5G 0A3, Canada
[2] Univ Toronto, Dept Med Biophys, 101 Coll St,Suite 15-701, Toronto, ON M5G 1L7, Canada
[3] Univ Toronto, Dept Pharmacol & Toxicol, 1 Kings Coll Circle Room 4207, Toronto, ON M5S 1A8, Canada
[4] Univ Calif Los Angeles, Dept Human Genet, 10833 Le Conte Ave, Los Angeles, CA 90095 USA
[5] Univ Calif Los Angeles, Dept Urol, 200 Med Plaza Driveway 140, Los Angeles, CA 90024 USA
[6] Univ Calif Los Angeles, Inst Precis Hlth, 10833 Le Conte Ave, Los Angeles, CA 90024 USA
[7] Univ Calif Los Angeles, Broad Stem Cell Res Ctr, 615 Charles E Young Dr S, Los Angeles, CA 90095 USA
[8] Univ Calif Los Angeles, Jonsson Comprehens Canc Ctr, 10833 Le Conte Ave, Los Angeles, CA 90024 USA
基金
加拿大自然科学与工程研究理事会;
关键词
HIPPO PATHWAY; CANCER; NETWORK; HOMEOSTASIS; SIGNATURES; MUTATIONS; BINDING; ATLAS; YAP;
D O I
10.1038/s41467-019-13983-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:16
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