Single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for Alzheimer’s and Parkinson’s diseases

生物 表观遗传学 遗传学 疾病 帕金森病 计算生物学 基因 DNA甲基化 医学 内科学 基因表达
作者
M. Ryan Corces,Anna Shcherbina,Soumya Kundu,Michael J. Gloudemans,Laure Frésard,Jeffrey M. Granja,Bryan H. Louie,Tiffany Eulalio,Shadi Shams,S. Tansu Bagdatli,Maxwell R. Mumbach,Boxiang Liu,Kathleen S. Montine,William J. Greenleaf,Anshul Kundaje,Stephen B. Montgomery,Howard Y. Chang,Thomas J. Montine
出处
期刊:Nature Genetics [Nature Portfolio]
卷期号:52 (11): 1158-1168 被引量:294
标识
DOI:10.1038/s41588-020-00721-x
摘要

Genome-wide association studies of neurological diseases have identified thousands of variants associated with disease phenotypes. However, most of these variants do not alter coding sequences, making it difficult to assign their function. Here, we present a multi-omic epigenetic atlas of the adult human brain through profiling of single-cell chromatin accessibility landscapes and three-dimensional chromatin interactions of diverse adult brain regions across a cohort of cognitively healthy individuals. We developed a machine-learning classifier to integrate this multi-omic framework and predict dozens of functional SNPs for Alzheimer’s and Parkinson’s diseases, nominating target genes and cell types for previously orphaned loci from genome-wide association studies. Moreover, we dissected the complex inverted haplotype of the MAPT (encoding tau) Parkinson’s disease risk locus, identifying putative ectopic regulatory interactions in neurons that may mediate this disease association. This work expands understanding of inherited variation and provides a roadmap for the epigenomic dissection of causal regulatory variation in disease. Single-cell chromatin profiling of different brain regions identifies cell-type-specific regulatory elements, and helps to predict functional SNPs for Alzheimer’s and Parkinson’s diseases.
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