Improved design and analysis of CRISPR knockout screens

被引:33
作者
Chen, Chen-Hao [1 ,2 ,3 ,4 ]
Xiao, Tengfei [1 ,5 ,6 ]
Xu, Han [1 ,2 ,3 ,7 ]
Jiang, Peng [1 ,2 ,3 ]
Meyer, Clifford A. [1 ,2 ,3 ]
Li, Wei [1 ,2 ,3 ,8 ,9 ]
Brown, Myles [1 ,5 ,6 ]
Liu, X. Shirley [1 ,2 ,3 ]
机构
[1] Dana Farber Canc Inst, Ctr Funct Canc Epigenet, Boston, MA 02115 USA
[2] Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA
[3] Harvard Sch Publ Hlth, Boston, MA 02115 USA
[4] Harvard Med Sch, Biol & Biomed Sci Program, Boston, MA 02115 USA
[5] Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
[6] Harvard Med Sch, Boston, MA 02115 USA
[7] Univ Texas MD Anderson Canc Ctr, Dept Epigenet & Mol Carcinogenesis, Smithville, TX 78957 USA
[8] Childrens Natl Hlth Syst, Ctr Genet Med Res, Washington, DC 20010 USA
[9] George Washington Sch Med & Hlth Sci, Dept Genom & Precis Med, Washington, DC 20010 USA
基金
美国国家卫生研究院;
关键词
OFF-TARGET; FUNCTIONAL GENOMICS; GENE ESSENTIALITY; SPECIFICITY; INTEGRATION; IDENTIFICATION; CELLS;
D O I
10.1093/bioinformatics/bty450
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Genome-wide clustered, regularly interspaced, short palindromic repeat (CRISPR)-Cas9 screen has been widely used to interrogate gene functions. However, the rules to design better libraries beg further refinement. Results: We found single guide RNA (sgRNA) outliers are characterized by higher G-nucleotide counts, especially in regions distal from the PAM motif and are associated with stronger off-target activities. Furthermore, using non-targeting sgRNAs as negative controls lead to strong bias, which can be mitigated by using sgRNAs targeting multiple 'safe harbor' regions. Custom-designed screens confirmed our findings and further revealed that 19 nt sgRNAs consistently gave the best signal-to-noise ratio. Collectively, our analysis motivated the design of a new genome-wide CRISPR/Cas9 screen library and uncovered some intriguing properties of the CRISPR-Cas9 system.
引用
收藏
页码:4095 / 4101
页数:7
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