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阿尔茨海默病中单细胞核染色质可及性和转录组特征。

Single-nucleus chromatin accessibility and transcriptomic characterization of Alzheimer's disease.

机构信息

Mathematical, Computational and Systems Biology (MCSB) Program, University of California, Irvine, CA, USA.

Institute for Memory Impairments and Neurological Disorders (MIND), University of California, Irvine, CA, USA.

出版信息

Nat Genet. 2021 Aug;53(8):1143-1155. doi: 10.1038/s41588-021-00894-z. Epub 2021 Jul 8.

Abstract

The gene-regulatory landscape of the brain is highly dynamic in health and disease, coordinating a menagerie of biological processes across distinct cell types. Here, we present a multi-omic single-nucleus study of 191,890 nuclei in late-stage Alzheimer's disease (AD), accessible through our web portal, profiling chromatin accessibility and gene expression in the same biological samples and uncovering vast cellular heterogeneity. We identified cell-type-specific, disease-associated candidate cis-regulatory elements and their candidate target genes, including an oligodendrocyte-associated regulatory module containing links to APOE and CLU. We describe cis-regulatory relationships in specific cell types at a subset of AD risk loci defined by genome-wide association studies, demonstrating the utility of this multi-omic single-nucleus approach. Trajectory analysis of glial populations identified disease-relevant transcription factors, such as SREBF1, and their regulatory targets. Finally, we introduce single-nucleus consensus weighted gene coexpression analysis, a coexpression network analysis strategy robust to sparse single-cell data, and perform a systems-level analysis of the AD transcriptome.

摘要

大脑的基因调控景观在健康和疾病中具有高度动态性,协调着不同细胞类型之间的一系列生物过程。在这里,我们通过我们的网络门户展示了一项针对晚期阿尔茨海默病(AD)的 191,890 个核的多组学单细胞研究,对同一生物样本中的染色质可及性和基因表达进行了分析,并揭示了巨大的细胞异质性。我们鉴定了细胞类型特异性的、与疾病相关的候选顺式调控元件及其候选靶基因,包括与 APOE 和 CLU 相关的少突胶质细胞相关调控模块。我们描述了特定细胞类型在全基因组关联研究定义的 AD 风险位点子集上的顺式调控关系,证明了这种多组学单细胞方法的实用性。神经胶质群体的轨迹分析确定了疾病相关的转录因子,如 SREBF1,及其调控靶基因。最后,我们引入了单细胞共识加权基因共表达分析,这是一种对稀疏单细胞数据具有鲁棒性的共表达网络分析策略,并对 AD 转录组进行了系统水平的分析。

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