Coupled Single-Cell CRISPR Screening and Epigenomic Profiling Reveals Causal Gene Regulatory Networks

Cell. 2019 Jan 10;176(1-2):361-376.e17. doi: 10.1016/j.cell.2018.11.022. Epub 2018 Dec 20.

Abstract

Here, we present Perturb-ATAC, a method that combines multiplexed CRISPR interference or knockout with genome-wide chromatin accessibility profiling in single cells based on the simultaneous detection of CRISPR guide RNAs and open chromatin sites by assay of transposase-accessible chromatin with sequencing (ATAC-seq). We applied Perturb-ATAC to transcription factors (TFs), chromatin-modifying factors, and noncoding RNAs (ncRNAs) in ∼4,300 single cells, encompassing more than 63 genotype-phenotype relationships. Perturb-ATAC in human B lymphocytes uncovered regulators of chromatin accessibility, TF occupancy, and nucleosome positioning and identified a hierarchy of TFs that govern B cell state, variation, and disease-associated cis-regulatory elements. Perturb-ATAC in primary human epidermal cells revealed three sequential modules of cis-elements that specify keratinocyte fate. Combinatorial deletion of all pairs of these TFs uncovered their epistatic relationships and highlighted genomic co-localization as a basis for synergistic interactions. Thus, Perturb-ATAC is a powerful strategy to dissect gene regulatory networks in development and disease.

Keywords: ATAC-seq; CRISPR; chromatin accessibility; epigenomics; pooled screens; single-cell genomics.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Chromatin / genetics
  • Chromatin / metabolism
  • Chromatin Assembly and Disassembly / physiology
  • Clustered Regularly Interspaced Short Palindromic Repeats / physiology
  • Epigenomics / methods*
  • Gene Regulatory Networks / genetics*
  • Gene Regulatory Networks / physiology
  • High-Throughput Nucleotide Sequencing / methods
  • Humans
  • Sequence Analysis, DNA / methods
  • Single-Cell Analysis / methods*
  • Transcription Factors / metabolism

Substances

  • Chromatin
  • Transcription Factors