A modular master regulator landscape controls cancer transcriptional identity

被引:64
|
作者
Paull, Evan O. [1 ]
Aytes, Alvaro [1 ,2 ,13 ]
Jones, Sunny J. [1 ]
Subramaniam, Prem S. [1 ]
Giorgi, Federico M. [3 ]
Douglass, Eugene F. [1 ]
Tagore, Somnath [1 ]
Chu, Brennan [1 ]
Vasciaveo, Alessandro [1 ]
Zheng, Siyuan [4 ]
Verhaak, Roel [5 ]
Abate-Shen, Cory [1 ,6 ,7 ,8 ]
Alvarez, Mariano J. [1 ,9 ]
Califano, Andrea [1 ,6 ,9 ,10 ,11 ,12 ]
机构
[1] Columbia Univ, Dept Syst Biol, Irving Med Ctr, New York, NY 10032 USA
[2] Bellvitge Inst Biomed Res, Mol Mech & Expt Therapeut Oncol ONCOBell, Barcelona 08908, Spain
[3] Univ Bologna, Dept Pharm & Biotechnol, I-40126 Bologna, Italy
[4] Univ Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
[5] Jackson Lab Genom Med, Farmington, CT 06032 USA
[6] Columbia Univ, Herbert Irving Comprehens Canc Ctr, Irving Med Ctr, New York, NY 10032 USA
[7] Columbia Univ, Dept Mol Pharmacol & Therapeut, Irving Med Ctr, New York, NY 10032 USA
[8] Columbia Univ, Dept Urol, Irving Med Ctr, New York, NY 10032 USA
[9] DarwinHealth Inc, New York, NY 10018 USA
[10] Columbia Univ, Dept Med, Irving Med Ctr, New York, NY 10032 USA
[11] Columbia Univ, Dept Biochem & Mol Biophys, Irving Med Ctr, New York, NY 10032 USA
[12] Columbia Univ, Dept Biomed Informat, Irving Med Ctr, New York, NY 10032 USA
[13] Bellvitge Inst Biomed Res, Catalan Inst Oncol, Program Canc Therapeut Resistance ProCURE, Barcelona 08908, Spain
关键词
EPITHELIAL-MESENCHYMAL TRANSITION; PROSTATE-CANCER; SOMATIC MUTATIONS; R PACKAGE; NETWORK; IDENTIFICATION; ARCHITECTURE; EXPRESSION; PREDICTION; SIGNATURES;
D O I
10.1016/j.cell.2020.11.045
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Despite considerable efforts, the mechanisms linking genomic alterations to the transcriptional identity of cancer cells remain elusive, Integrative genomic analysis, using a network-based approach, identified 407 master regulator (MR) proteins responsible for canalizing the genetics of individual samples from 20 cohorts in The Cancer Genome Atlas (TCGA) into 112 transcriptionally distinct tumor subtypes. MR proteins could be further organized into 24 pan-cancer, master regulator block modules (MRBs), each regulating key cancer hallmarks and predictive of patient outcome in multiple cohorts. Of all somatic alterations detected in each individual sample, >50% were predicted to induce aberrant MR activity, yielding insight into mechanisms linking tumor genetics and transcriptional identity and establishing non-oncogene dependencies. Genetic and pharmacological validation assays confirmed the predicted effect of upstream mutations and MR activity on downstream cellular identity and phenotype. Thus, co-analysis of mutational and gene expression profiles identified elusive subtypes and provided testable hypothesis for mechanisms mediating the effect of genetic alterations.
引用
收藏
页码:334 / +
页数:38
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