生物
染色质
计算生物学
转录组
基因调控网络
电池类型
转录因子
疾病
基因
遗传学
基因表达
神经科学
细胞
医学
病理
作者
Samuel Morabito,Emily Miyoshi,Neethu Michael,Saba Shahin,Alessandra Cadete Martini,Elizabeth Head,Justine Silva,Kelsey Leavy,Mari Perez‐Rosendahl,Vivek Swarup
出处
期刊:Nature Genetics
[Springer Nature]
日期:2021-07-08
卷期号:53 (8): 1143-1155
被引量:367
标识
DOI:10.1038/s41588-021-00894-z
摘要
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. An integrative analysis of single-nucleus assay for transposase-accessible chromatin with sequencing and RNA sequencing in normal and Alzheimer’s disease brain tissue identifies cell-type-specific cis-regulatory elements and candidate target genes at disease-associated loci.
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