Large-Scale Characterization of Drug Responses of Clinically Relevant Proteins in Cancer Cell Lines

被引:35
|
作者
Zhao, Wei [1 ,2 ]
Li, Jun [1 ]
Chen, Mei-Ju M. [1 ]
Luo, Yikai [1 ,3 ]
Ju, Zhenlin [1 ]
Nesser, Nicole K. [4 ]
Johnson-Camacho, Katie [4 ]
Boniface, Christopher T. [4 ]
Lawrence, Yancey [4 ]
Pande, Nupur T. [4 ]
Davies, Michael A. [5 ]
Herlyn, Meenhard [6 ]
Muranen, Taru [7 ]
Zervantonakis, Ioannis K. [7 ,8 ]
von Euw, Erika [9 ]
Schultz, Andre [1 ]
Kumar, Shwetha, V [1 ]
Korkut, Anil [1 ]
Spellman, Paul T. [4 ]
Akbani, Rehan [1 ]
Slamon, Dennis J. [9 ]
Gray, Joe W. [10 ]
Brugge, Joan S. [7 ]
Lu, Yiling [2 ]
Mills, Gordon B. [11 ]
Liang, Han [1 ,2 ,3 ]
机构
[1] Univ Texas MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA
[2] Univ Texas MD Anderson Canc Ctr, Dept Syst Biol, Houston, TX 77030 USA
[3] Baylor Coll Med, Grad Program Quantitat & Computat Biosci, Houston, TX 77030 USA
[4] Oregon Hlth & Sci Univ, Dept Mol & Med Genet, Portland, OR 97201 USA
[5] Univ Texas MD Anderson Canc Ctr, Dept Melanoma Med Oncol, Houston, TX 77030 USA
[6] Wistar Inst Anat & Biol, Mol & Cellular Oncogenesis Program, Philadelphia, PA 19104 USA
[7] Harvard Med Sch, Ludwig Ctr Harvard, Dept Cell Biol, Boston, MA 02115 USA
[8] Univ Pittsburgh, UPMC Hillman Canc Ctr, Dept Bioengn, Pittsburgh, PA 15219 USA
[9] Univ Calif Los Angeles, David Geffen Sch Med, Dept Med, Div Hematol Oncol, Los Angeles, CA 90095 USA
[10] Oregon Hlth & Sci Univ, Ctr Spatial Syst Biomed, Dept Biomed Engn, Portland, OR 97201 USA
[11] Oregon Hlth & Sci Univ, Knight Canc Inst & Cell Dev & Canc Biol, Portland, OR 97201 USA
基金
美国国家卫生研究院;
关键词
XENOGRAFT MODELS; SYNTHETIC LETHAL; KINASE; INHIBITION; PARP; KRAS; MEK; DEPENDENCIES; RESISTANCE; THERAPY;
D O I
10.1016/j.ccell.2020.10.008
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Perturbation biology is a powerful approach to modeling quantitative cellular behaviors and understanding detailed disease mechanisms. However, large-scale protein response resources of cancer cell lines to perturbations are not available, resulting in a critical knowledge gap. Here we generated and compiled perturbed expression profiles of similar to 210 clinically relevant proteins in >12,000 cancer cell line samples in response to similar to 170 drug compounds using reverse-phase protein arrays. We show that integrating perturbed protein response signals provides mechanistic insights into drug resistance, increases the predictive power for drug sensitivity, and helps identify effective drug combinations. We build a systematic map of "proteindrug'' connectivity and develop a user-friendly data portal for community use. Our study provides a rich resource to investigate the behaviors of cancer cells and the dependencies of treatment responses, thereby enabling a broad range of biomedical applications.
引用
收藏
页码:829 / +
页数:19
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