| Literature DB >> 32431014 |
Carmen Bravo González-Blas1,2, Xiao-Jiang Quan1,2, Ramon Duran-Romaña1, Ibrahim Ihsan Taskiran1,2, Duygu Koldere1,2, Kristofer Davie1, Valerie Christiaens1,2, Samira Makhzami1,2, Gert Hulselmans1,2, Maxime de Waegeneer1,2, David Mauduit1,2, Suresh Poovathingal1, Sara Aibar1,2, Stein Aerts1,2.
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.Entities:
Keywords: enhancer detection; eye-antennal disc; gene regulation; single-cell omics; spatial integration
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Year: 2020 PMID: 32431014 PMCID: PMC7237818 DOI: 10.15252/msb.20209438
Source DB: PubMed Journal: Mol Syst Biol ISSN: 1744-4292 Impact factor: 11.429