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

Author:

González-Blas Carmen BravoORCID,Quan Xiao-Jiang,Duran-Romaña Ramon,Taskiran Ibrahim IhsanORCID,Koldere Duygu,Davie Kristofer,Christiaens Valerie,Makhzami Samira,Hulselmans Gert,de Waegeneer Maxime,Mauduit David,Poovathingal Suresh,Aibar SaraORCID,Aerts SteinORCID

Abstract

AbstractSingle-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 using a virtual latent space that mimics the organization of the 2D tissue. 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 regulated by multiple 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.

Publisher

Cold Spring Harbor Laboratory

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Single-cell ATAC sequencing analysis: From data preprocessing to hypothesis generation;Computational and Structural Biotechnology Journal;2020

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