Mapping the functional impact of non-coding regulatory elements in primary T cells through single-cell CRISPR screens

Genome Biol. 2024 Feb 2;25(1):42. doi: 10.1186/s13059-024-03176-z.

Abstract

Background: Drug targets with genetic evidence are expected to increase clinical success by at least twofold. Yet, translating disease-associated genetic variants into functional knowledge remains a fundamental challenge of drug discovery. A key issue is that the vast majority of complex disease associations cannot be cleanly mapped to a gene. Immune disease-associated variants are enriched within regulatory elements found in T-cell-specific open chromatin regions.

Results: To identify genes and molecular programs modulated by these regulatory elements, we develop a CRISPRi-based single-cell functional screening approach in primary human T cells. Our pipeline enables the interrogation of transcriptomic changes induced by the perturbation of regulatory elements at scale. We first optimize an efficient CRISPRi protocol in primary CD4+ T cells via CROPseq vectors. Subsequently, we perform a screen targeting 45 non-coding regulatory elements and 35 transcription start sites and profile approximately 250,000 T -cell single-cell transcriptomes. We develop a bespoke analytical pipeline for element-to-gene (E2G) mapping and demonstrate that our method can identify both previously annotated and novel E2G links. Lastly, we integrate genetic association data for immune-related traits and demonstrate how our platform can aid in the identification of effector genes for GWAS loci.

Conclusions: We describe "primary T cell crisprQTL" - a scalable, single-cell functional genomics approach for mapping regulatory elements to genes in primary human T cells. We show how this framework can facilitate the interrogation of immune disease GWAS hits and propose that the combination of experimental and QTL-based techniques is likely to address the variant-to-function problem.

Keywords: CRISPR; CROPseq; Enhancer; GWAS; Regulatory element; T cells; Variant to function; crisprQTL; scRNA-seq.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Chromatin / genetics
  • Clustered Regularly Interspaced Short Palindromic Repeats*
  • Genome-Wide Association Study
  • Humans
  • Immune System Diseases* / genetics
  • Polymorphism, Single Nucleotide
  • Regulatory Sequences, Nucleic Acid
  • T-Lymphocytes

Substances

  • Chromatin