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通过单细胞转录组学和表观基因组学的空间整合来鉴定基因组增强子。

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

机构信息

VIB Center for Brain & Disease Research, Leuven, Belgium.

Department of Human Genetics, KU Leuven, Leuven, Belgium.

出版信息

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.

摘要

单细胞技术允许在每个细胞中测量染色质可及性和基因表达,但联合利用这两个层面来绘制真正的基因调控网络和增强子仍然具有挑战性。在这里,我们生成了果蝇眼触角盘的独立单细胞 RNA-seq 和单细胞 ATAC-seq 图谱,并使用 ScoMAP(使用伪时间排序将单细胞组学映射到空间轴上的Single-Cell Omics Mapping into spatial Axes using Pseudotime ordering)将数据空间整合到一个虚拟潜在空间中,该空间模拟了 2D 组织的组织。为了验证空间预测的增强子,我们使用了大量的增强子报告系,并鉴定出约 85%的增强子中,染色质可及性和增强子活性是偶联的。接下来,我们在虚拟空间中推断增强子与基因的关系,发现基因主要受到多个,通常是冗余的增强子的调控。利用细胞类型特异性增强子,我们可以对批量获得的染色质可及性 QTL 的细胞类型特异性效应进行去卷积。最后,我们发现 Prospero 通过结合 GGG 基序驱动神经元分化。总之,我们提供了对 2D 组织中基因调控的全面空间特征描述。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dfe2/7237818/25a7a7a4d299/MSB-16-e9438-g002.jpg

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