An integrative ENCODE resource for cancer genomics

被引:97
作者
Zhang, Jing [1 ,2 ]
Lee, Donghoon [1 ,2 ]
Dhiman, Vineet [3 ,4 ]
Jiang, Peng [5 ,6 ,7 ]
Xu, Jie [8 ,9 ,10 ]
McGillivray, Patrick [1 ,2 ]
Yang, Hongbo [8 ,9 ]
Liu, Jason [1 ,2 ]
Meyerson, William [1 ,2 ]
Clarke, Declan [1 ,2 ]
Gu, Mengting [1 ,2 ]
Li, Shantao [1 ,2 ]
Lou, Shaoke [1 ,2 ]
Xu, Jinrui [1 ,2 ]
Lochovsky, Lucas [1 ,2 ]
Ung, Matthew [11 ]
Ma, Lijia [3 ,4 ,12 ]
Yu, Shan [3 ,4 ]
Cao, Qin [13 ]
Harmanci, Arif [14 ]
Yan, Koon-Kiu [1 ,2 ]
Sethi, Anurag [1 ,2 ]
Gursoy, Gamze [1 ,2 ]
Schoenberg, Michael Rutenberg [1 ,2 ]
Rozowsky, Joel [1 ,2 ]
Warrell, Jonathan [1 ,2 ]
Emani, Prashant [1 ,2 ]
Yang, Yucheng T. [1 ,2 ]
Galeev, Timur [1 ,2 ]
Kong, Xiangmeng [1 ,2 ]
Liu, Shuang [1 ,2 ]
Li, Xiaotong [1 ,2 ]
Krishnan, Jayanth [1 ,2 ]
Feng, Yanlin [1 ,2 ]
Rivera-Mulia, Juan Carlos [15 ,16 ]
Adrian, Jessica [17 ]
Broach, James R. [10 ]
Bolt, Michael [3 ,4 ]
Moran, Jennifer [3 ,4 ]
Fitzgerald, Dominic [3 ,4 ]
Dileep, Vishnu [15 ]
Liu, Tingting [8 ,9 ]
Mei, Shenglin [18 ]
Sasaki, Takayo [15 ]
Trevilla-Garcia, Claudia [15 ,16 ]
Wang, Su [18 ]
Wang, Yanli [10 ]
Zang, Chongzhi [19 ]
Wang, Daifeng [20 ,21 ]
Klein, Robert J. [22 ]
机构
[1] Yale Univ, Program Computat Biol & Bioinformat, New Haven, CT 06520 USA
[2] Yale Univ, Dept Mol Biophys & Biochem, POB 6666, New Haven, CT 06520 USA
[3] Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA
[4] Univ Chicago, Inst Genom & Syst Biol, Chicago, IL 60637 USA
[5] Dana Farber Canc Inst, Dept Data Sci, Boston, MA 02215 USA
[6] Harvard TH Chan Sch Publ Hlth, Boston, MA 02215 USA
[7] NCI, Canc Data Sci Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
[8] Northwestern Univ, Feinberg Sch Med, Dept Biochem & Mol Genet, Chicago, IL 60611 USA
[9] Northwestern Univ, Robert H Lurie Comprehens Canc Ctr, Chicago, IL 60611 USA
[10] Penn State Univ, Coll Med, Dept Biochem & Mol Biol, Hershey, PA 17033 USA
[11] Geisel Sch Med Dartmouth, Dept Biomed Data Sci, Dept Mol & Syst Biol, Lebanon, NH 03765 USA
[12] Westlake Univ, Sch Life Sci, Hangzhou 310024, Zhejiang, Peoples R China
[13] Chinese Univ Hong Kong, Dept Comp Sci & Engn, Shatin, Hong Kong, Peoples R China
[14] Univ Texas Hlth Sci Ctr Houston, Ctr Precis Hlth, Sch Biomed Informat, Houston, TX 77030 USA
[15] Florida State Univ, Dept Biol Sci, Tallahassee, FL 32306 USA
[16] Univ Minnesota, Dept Biochem Mol Biol & Biophys, Med Sch, Minneapolis, MN 55455 USA
[17] Stanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
[18] Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USA
[19] Univ Virginia, Ctr Publ Hlth Genom, Dept Publ Hlth Sci, Charlottesville, VA 22908 USA
[20] Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI 53726 USA
[21] Univ Wisconsin, Waisman Ctr, Madison, WI 53705 USA
[22] Icahn Sch Med Mt Sinai, Icahn Inst Data Sci & Genom Technol, Dept Genet & Genom Sci, New York, NY 10029 USA
[23] Baylor Coll Med, Inst Clin & Translat Res, Dept Med, Houston, TX 77030 USA
[24] Tempus Labs, Chicago, IL 60654 USA
[25] Yale Univ, Dept Comp Sci, POB 2158, New Haven, CT 06520 USA
[26] Yale Univ, Dept Stat & Data Sci, New Haven, CT 06520 USA
关键词
TRANSCRIPTION FACTORS; TUMOR HETEROGENEITY; SOMATIC MUTATIONS; NETWORK ANALYSIS; CELLS; BINDING; REPAIR; GENES; DYSREGULATION; LANDSCAPE;
D O I
10.1038/s41467-020-14743-w
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
ENCODE comprises thousands of functional genomics datasets, and the encyclopedia covers hundreds of cell types, providing a universal annotation for genome interpretation. However, for particular applications, it may be advantageous to use a customized annotation. Here, we develop such a custom annotation by leveraging advanced assays, such as eCLIP, Hi-C, and whole-genome STARR-seq on a number of data-rich ENCODE cell types. A key aspect of this annotation is comprehensive and experimentally derived networks of both transcription factors and RNA-binding proteins (TFs and RBPs). Cancer, a disease of system-wide dysregulation, is an ideal application for such a network-based annotation. Specifically, for cancer-associated cell types, we put regulators into hierarchies and measure their network change (rewiring) during oncogenesis. We also extensively survey TF-RBP crosstalk, highlighting how SUB1, a previously uncharacterized RBP, drives aberrant tumor expression and amplifies the effect of MYC, a well-known oncogenic TF. Furthermore, we show how our annotation allows us to place oncogenic transformations in the context of a broad cell space; here, many normal-to-tumor transitions move towards a stem-like state, while oncogene knockdowns show an opposing trend. Finally, we organize the resource into a coherent workflow to prioritize key elements and variants, in addition to regulators. We showcase the application of this prioritization to somatic burdening, cancer differential expression and GWAS. Targeted validations of the prioritized regulators, elements and variants using siRNA knockdowns, CRISPR-based editing, and luciferase assays demonstrate the value of the ENCODE resource. ENCODE is a resource comprising thousands of functional genomic datasets. Here, the authors present custom annotation within ENCODE for cancer, highlighting a workflow that can help prioritise key elements in oncogenesis.
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页数:11
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