Mapping information-rich genotype-phenotype landscapes with genome-scale Perturb-seq

被引:246
作者
Replogle, Joseph M. [1 ,2 ,3 ,4 ,5 ]
Saunders, Reuben A. [2 ,3 ,4 ,5 ]
Pogson, Angela N. [3 ,4 ,5 ]
Hussmann, Jeffrey A. [3 ,4 ,5 ]
Lenail, Alexander [4 ,5 ]
Guna, Alina [5 ]
Mascibroda, Lauren [6 ]
Wagner, Eric J. [6 ,7 ]
Adelman, Karen [8 ]
Lithwick-Yanai, Gila [9 ]
Iremadze, Nika [9 ]
Oberstrass, Florian [9 ]
Lipson, Doron [9 ]
Bonnar, Jessica L. [3 ,4 ,5 ]
Jost, Marco [3 ,10 ]
Norman, Thomas M. [11 ]
Weissman, Jonathan S. [3 ,4 ,5 ,12 ,13 ]
机构
[1] Univ Calif San Francisco, Med Scientist Training Program, San Francisco, CA 94158 USA
[2] Univ Calif San Francisco, Tetrad Grad Program, San Francisco, CA 94158 USA
[3] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA
[4] MIT, Howard Hughes Med Inst, Cambridge, MA 02142 USA
[5] MIT, Whitehead Inst Biomed Res, Cambridge, MA 02142 USA
[6] Univ Texas Med Branch Galveston, Dept Biochem & Mol Biol, Galveston, TX 77555 USA
[7] Univ Rochester, Dept Biochem & Biophys, Sch Med & Dent, Rochester, NY 14642 USA
[8] Harvard Med Sch, Blavatnik Inst, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USA
[9] Ultima Genom, Newark, CA 94560 USA
[10] Harvard Med Sch, Dept Microbiol, Boston, MA 02115 USA
[11] Mem Sloan Kettering Canc Ctr, Sloan Kettering Inst, Program Computat & Syst Biol, New York, NY 10065 USA
[12] MIT, David H Koch Inst Integrat Canc Res, Cambridge, MA 02142 USA
[13] MIT, Dept Biol, Cambridge, MA 02142 USA
关键词
CHROMOSOME MIS-SEGREGATION; INTEGRATOR COMPLEX; POOLED SCREENS; CRISPR; TRANSCRIPTION; IDENTIFICATION; CIRCUITS; GENES;
D O I
10.1016/j.cell.2022.05.013
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
A central goal of genetics is to define the relationships between genotypes and phenotypes. High-content phenotypic screens such as Perturb-seq (CRISPR-based screens with single-cell RNA-sequencing readouts) enable massively parallel functional genomic mapping but, to date, have been used at limited scales. Here, we perform genome-scale Perturb-seq targeting all expressed genes with CRISPR interference (CRISPRi) across >2.5 million human cells. We use transcriptional phenotypes to predict the function of poorly characterized genes, uncovering new regulators of ribosome biogenesis (including CCDC86, ZNF236, and SPATA5L1), transcription (C7orf26), and mitochondrial respiration (TMEM242). In addition to assigning gene function, single-cell transcriptional phenotypes allow for in-depth dissection of complex cellular phenomena-from RNA processing to differentiation. We leverage this ability to systematically identify genetic drivers and consequences of aneuploidy and to discover an unanticipated layer of stress-specific regulation of the mitochondrial genome. Our information-rich genotype-phenotype map reveals a multidimensional portrait of gene and cellular function.
引用
收藏
页码:2559 / +
页数:45
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