Multicenter integrated analysis of noncoding CRISPRi screens

Author:

Yao DavidORCID,Tycko JoshORCID,Oh Jin WooORCID,Bounds Lexi R.ORCID,Gosai Sager J.,Lataniotis LazarosORCID,Mackay-Smith AvaORCID,Doughty Benjamin R.ORCID,Gabdank IdanORCID,Schmidt Henri,Guerrero-Altamirano Tania,Siklenka Keith,Guo Katherine,White Alexander D.ORCID,Youngworth Ingrid,Andreeva Kalina,Ren XingjieORCID,Barrera AlejandroORCID,Luo Yunhai,Yardımcı Galip Gürkan,Tewhey RyanORCID,Kundaje AnshulORCID,Greenleaf William J.ORCID,Sabeti Pardis C.ORCID,Leslie ChristinaORCID,Pritykin YuriORCID,Moore Jill E.,Beer Michael A.ORCID,Gersbach Charles A.ORCID,Reddy Timothy E.ORCID,Shen YinORCID,Engreitz Jesse M.ORCID,Bassik Michael C.ORCID,Reilly Steven K.ORCID

Abstract

AbstractThe ENCODE Consortium’s efforts to annotate noncoding cis-regulatory elements (CREs) have advanced our understanding of gene regulatory landscapes. Pooled, noncoding CRISPR screens offer a systematic approach to investigate cis-regulatory mechanisms. The ENCODE4 Functional Characterization Centers conducted 108 screens in human cell lines, comprising >540,000 perturbations across 24.85 megabases of the genome. Using 332 functionally confirmed CRE–gene links in K562 cells, we established guidelines for screening endogenous noncoding elements with CRISPR interference (CRISPRi), including accurate detection of CREs that exhibit variable, often low, transcriptional effects. Benchmarking five screen analysis tools, we find that CASA produces the most conservative CRE calls and is robust to artifacts of low-specificity single guide RNAs. We uncover a subtle DNA strand bias for CRISPRi in transcribed regions with implications for screen design and analysis. Together, we provide an accessible data resource, predesigned single guide RNAs for targeting 3,275,697 ENCODE SCREEN candidate CREs with CRISPRi and screening guidelines to accelerate functional characterization of the noncoding genome.

Funder

U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute

Publisher

Springer Science and Business Media LLC

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