Deciphering essential cistromes using genome-wide CRISPR screens

被引:30
|
作者
Fei, Teng [1 ,2 ,3 ,4 ,5 ,6 ,7 ,8 ,9 ]
Li, Wei [5 ,8 ,9 ,10 ,11 ]
Peng, Jingyu [3 ,4 ,5 ,6 ,7 ,8 ,9 ]
Xiao, Tengfei [3 ,4 ,5 ,6 ,7 ,8 ,9 ]
Chen, Chen-Hao [5 ,8 ,9 ]
Wu, Alexander [5 ,8 ,9 ,12 ]
Huang, Jialiang [8 ,9 ]
Zang, Chongzhi [13 ]
Liu, X. Shirley [5 ,8 ,9 ]
Brown, Myles [3 ,4 ,5 ,6 ,7 ]
机构
[1] Northeastern Univ, Coll Life & Hlth Sci, Shenyang 110819, Liaoning, Peoples R China
[2] Northeastern Univ, Key Lab Data Analyt & Optimizat Smart Ind, Minist Educ, Shenyang 110819, Liaoning, Peoples R China
[3] Dana Farber Canc Inst, Div Mol & Cellular Oncol, Boston, MA 02215 USA
[4] Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02215 USA
[5] Dana Farber Canc Inst, Ctr Funct Canc Epigenet, Boston, MA 02215 USA
[6] Brigham & Womens Hosp, Dept Med, Boston, MA 02215 USA
[7] Harvard Med Sch, Boston, MA 02215 USA
[8] Dana Farber Canc Inst, Dept Data Sci, Boston, MA 02215 USA
[9] Harvard TH Chan Sch Publ Hlth, Boston, MA 02215 USA
[10] Childrens Natl Hosp, Ctr Genet Med Res, Washington, DC 20010 USA
[11] George Washington Sch Med & Hlth Sci, Dept Genom & Precis Med, Washington, DC 20010 USA
[12] Harvard Sch Publ Hlth, Program Computat Biol & Quantitat Genet, Boston, MA 02215 USA
[13] Univ Virginia, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USA
基金
中国国家自然科学基金;
关键词
CRISPR screen; cistrome; CTCF; FOXA1; enhancer; CANCER CLASSIFICATION; CTCF; ELEMENTS; BINDING; LANDSCAPE; DISCOVERY; TOPOLOGY; FOXA1; CAS9;
D O I
10.1073/pnas.1908155116
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
Although millions of transcription factor binding sites, or cistromes, have been identified across the human genome, defining which of these sites is functional in a given condition remains challenging. Using CRISPR/Cas9 knockout screens and gene essentiality or fitness as the readout, we systematically investigated the essentiality of over 10,000 FOXA1 and CTCF binding sites in breast and prostate cancer cells. We found that essential FOXA1 binding sites act as enhancers to orchestrate the expression of nearby essential genes through the binding of lineage-specific transcription factors. In contrast, CRISPR screens of the CTCF cistrome revealed 2 classes of essential binding sites. The first class of essential CTCF binding sites act like FOXA1 sites as enhancers to regulate the expression of nearby essential genes, while a second class of essential CTCF binding sites was identified at topologically associated domain (TAD) boundaries and display distinct characteristics. Using regression methods trained on our screening data and public epigenetic profiles, we developed a model to predict essential cis-elements with high accuracy. The model for FOXA1 essentiality correctly predicts noncoding variants associated with cancer risk and progression. Taken together, CRISPR screens of cis-regulatory elements can define the essential cistrome of a given factor and can inform the development of predictive models of cistrome function.
引用
收藏
页码:25186 / 25195
页数:10
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