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Single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for Alzheimer’s and Parkinson’s diseases
Genome-wide association studies (GWAS) of neurological diseases have identified thousands of variants associated with disease phenotypes. However, the majority of these variants do not alter coding sequences, making it difficult to assign their function. Here, we present a multi-omic epigenetic atla...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7606627/ https://www.ncbi.nlm.nih.gov/pubmed/33106633 http://dx.doi.org/10.1038/s41588-020-00721-x |
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author | Corces, M. Ryan Shcherbina, Anna Kundu, Soumya Gloudemans, Michael J. Frésard, Laure Granja, Jeffrey M. Louie, Bryan H. Eulalio, Tiffany Shams, Shadi Bagdatli, S. Tansu Mumbach, Maxwell R. Liu, Boxiang Montine, Kathleen S. Greenleaf, William J. Kundaje, Anshul Montgomery, Stephen B. Chang, Howard Y. Montine, Thomas J. |
author_facet | Corces, M. Ryan Shcherbina, Anna Kundu, Soumya Gloudemans, Michael J. Frésard, Laure Granja, Jeffrey M. Louie, Bryan H. Eulalio, Tiffany Shams, Shadi Bagdatli, S. Tansu Mumbach, Maxwell R. Liu, Boxiang Montine, Kathleen S. Greenleaf, William J. Kundaje, Anshul Montgomery, Stephen B. Chang, Howard Y. Montine, Thomas J. |
author_sort | Corces, M. Ryan |
collection | PubMed |
description | Genome-wide association studies (GWAS) of neurological diseases have identified thousands of variants associated with disease phenotypes. However, the majority 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 (3D) 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 single-nucleotide polymorphisms (SNPs) for Alzheimer’s disease (AD) and Parkinson’s disease (PD), nominating target genes and cell types for previously orphaned GWAS loci. Moreover, we dissected the complex inverted haplotype of the MAPT (encoding tau) PD risk locus, identifying putative ectopic regulatory interactions in neurons that may mediate this disease association. This work expands our understanding of inherited variation and provides a roadmap for the epigenomic dissection of causal regulatory variation in disease. |
format | Online Article Text |
id | pubmed-7606627 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-76066272021-04-26 Single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for Alzheimer’s and Parkinson’s diseases Corces, M. Ryan Shcherbina, Anna Kundu, Soumya Gloudemans, Michael J. Frésard, Laure Granja, Jeffrey M. Louie, Bryan H. Eulalio, Tiffany Shams, Shadi Bagdatli, S. Tansu Mumbach, Maxwell R. Liu, Boxiang Montine, Kathleen S. Greenleaf, William J. Kundaje, Anshul Montgomery, Stephen B. Chang, Howard Y. Montine, Thomas J. Nat Genet Article Genome-wide association studies (GWAS) of neurological diseases have identified thousands of variants associated with disease phenotypes. However, the majority 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 (3D) 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 single-nucleotide polymorphisms (SNPs) for Alzheimer’s disease (AD) and Parkinson’s disease (PD), nominating target genes and cell types for previously orphaned GWAS loci. Moreover, we dissected the complex inverted haplotype of the MAPT (encoding tau) PD risk locus, identifying putative ectopic regulatory interactions in neurons that may mediate this disease association. This work expands our understanding of inherited variation and provides a roadmap for the epigenomic dissection of causal regulatory variation in disease. 2020-10-26 2020-11 /pmc/articles/PMC7606627/ /pubmed/33106633 http://dx.doi.org/10.1038/s41588-020-00721-x Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Corces, M. Ryan Shcherbina, Anna Kundu, Soumya Gloudemans, Michael J. Frésard, Laure Granja, Jeffrey M. Louie, Bryan H. Eulalio, Tiffany Shams, Shadi Bagdatli, S. Tansu Mumbach, Maxwell R. Liu, Boxiang Montine, Kathleen S. Greenleaf, William J. Kundaje, Anshul Montgomery, Stephen B. Chang, Howard Y. Montine, Thomas J. Single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for Alzheimer’s and Parkinson’s diseases |
title | Single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for Alzheimer’s and Parkinson’s diseases |
title_full | Single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for Alzheimer’s and Parkinson’s diseases |
title_fullStr | Single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for Alzheimer’s and Parkinson’s diseases |
title_full_unstemmed | Single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for Alzheimer’s and Parkinson’s diseases |
title_short | Single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for Alzheimer’s and Parkinson’s diseases |
title_sort | single-cell epigenomic analyses implicate candidate causal variants at inherited risk loci for alzheimer’s and parkinson’s diseases |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7606627/ https://www.ncbi.nlm.nih.gov/pubmed/33106633 http://dx.doi.org/10.1038/s41588-020-00721-x |
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