Identification of genomic enhancers through spatial integration of single-cell transcriptomics and epigenomics

Mol Syst Biol. 2020 May;16(5):e9438. doi: 10.15252/msb.20209438.

Abstract

Single-cell technologies allow measuring chromatin accessibility and gene expression in each cell, but jointly utilizing both layers to map bona fide gene regulatory networks and enhancers remains challenging. Here, we generate independent single-cell RNA-seq and single-cell ATAC-seq atlases of the Drosophila eye-antennal disc and spatially integrate the data into a virtual latent space that mimics the organization of the 2D tissue using ScoMAP (Single-Cell Omics Mapping into spatial Axes using Pseudotime ordering). To validate spatially predicted enhancers, we use a large collection of enhancer-reporter lines and identify ~ 85% of enhancers in which chromatin accessibility and enhancer activity are coupled. Next, we infer enhancer-to-gene relationships in the virtual space, finding that genes are mostly regulated by multiple, often redundant, enhancers. Exploiting cell type-specific enhancers, we deconvolute cell type-specific effects of bulk-derived chromatin accessibility QTLs. Finally, we discover that Prospero drives neuronal differentiation through the binding of a GGG motif. In summary, we provide a comprehensive spatial characterization of gene regulation in a 2D tissue.

Keywords: enhancer detection; eye-antennal disc; gene regulation; single-cell omics; spatial integration.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Animals, Genetically Modified
  • Arthropod Antennae / metabolism
  • Cell Differentiation / genetics
  • Chromatin / genetics
  • Chromatin / metabolism*
  • Chromatin Immunoprecipitation Sequencing
  • Databases, Genetic
  • Drosophila / genetics*
  • Drosophila / metabolism
  • Drosophila Proteins / genetics
  • Drosophila Proteins / metabolism
  • Enhancer Elements, Genetic*
  • Epigenomics
  • Eye / growth & development
  • Eye / metabolism
  • Gene Expression Profiling / methods*
  • Gene Expression Regulation / genetics*
  • Gene Ontology
  • Gene Regulatory Networks
  • Genomics
  • Immunohistochemistry
  • Larva / genetics
  • Larva / growth & development
  • Larva / metabolism
  • Nerve Tissue Proteins / genetics
  • Nerve Tissue Proteins / metabolism
  • Nuclear Proteins / genetics
  • Nuclear Proteins / metabolism
  • Photoreceptor Cells / metabolism
  • Promoter Regions, Genetic
  • Quantitative Trait Loci
  • Single-Cell Analysis / methods*
  • Spatio-Temporal Analysis
  • Transcription Factors / genetics
  • Transcription Factors / metabolism
  • Transcriptome / genetics

Substances

  • Chromatin
  • Drosophila Proteins
  • Nerve Tissue Proteins
  • Nuclear Proteins
  • Transcription Factors
  • pros protein, Drosophila

Associated data

  • GEO/GSE141590