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Single-Cell Epigenomics and Functional Fine-Mapping of Atherosclerosis GWAS Loci

Genome-wide association studies have identified hundreds of loci associated with coronary artery disease (CAD). Many of these loci are enriched in cisregulatory elements but not linked to cardiometabolic risk factors nor to candidate causal genes, complicating their functional interpretation. OBJECT...

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Autores principales: Örd, Tiit, Õunap, Kadri, Stolze, Lindsey K., Aherrahrou, Redouane, Nurminen, Valtteri, Toropainen, Anu, Selvarajan, Ilakya, Lönnberg, Tapio, Aavik, Einari, Ylä-Herttuala, Seppo, Civelek, Mete, Romanoski, Casey E., Kaikkonen, Minna U.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8260472/
https://www.ncbi.nlm.nih.gov/pubmed/34024118
http://dx.doi.org/10.1161/CIRCRESAHA.121.318971
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author Örd, Tiit
Õunap, Kadri
Stolze, Lindsey K.
Aherrahrou, Redouane
Nurminen, Valtteri
Toropainen, Anu
Selvarajan, Ilakya
Lönnberg, Tapio
Aavik, Einari
Ylä-Herttuala, Seppo
Civelek, Mete
Romanoski, Casey E.
Kaikkonen, Minna U.
author_facet Örd, Tiit
Õunap, Kadri
Stolze, Lindsey K.
Aherrahrou, Redouane
Nurminen, Valtteri
Toropainen, Anu
Selvarajan, Ilakya
Lönnberg, Tapio
Aavik, Einari
Ylä-Herttuala, Seppo
Civelek, Mete
Romanoski, Casey E.
Kaikkonen, Minna U.
author_sort Örd, Tiit
collection PubMed
description Genome-wide association studies have identified hundreds of loci associated with coronary artery disease (CAD). Many of these loci are enriched in cisregulatory elements but not linked to cardiometabolic risk factors nor to candidate causal genes, complicating their functional interpretation. OBJECTIVE: Single-nucleus chromatin accessibility profiling of the human atherosclerotic lesions was used to investigate cell type–specific patterns of cisregulatory elements, to understand transcription factors establishing cell identity, and to interpret CAD-relevant, noncoding genetic variation. METHODS AND RESULTS: We used single-nucleus ATAC-seq (assay for transposase-accessible chromatin with sequencing) to generate DNA accessibility maps in >7000 cells derived from human atherosclerotic lesions. We identified 5 major lesional cell types including endothelial cells, smooth muscle cells, monocyte/macrophages, natural killer/T cells, and B cells and further investigated subtype characteristics of macrophages and smooth muscle cells transitioning into fibromyocytes. We demonstrated that CAD-associated genetic variants are particularly enriched in endothelial and smooth muscle cell–specific open chromatin. Using single-cell coaccessibility and cis–expression quantitative trait loci information, we prioritized putative target genes and candidate regulatory elements for ≈30% of all known CAD loci. Finally, we performed genome-wide experimental fine-mapping of the CAD variants identified in genome-wide association studies using epigenetic quantitative trait loci analysis in primary human aortic endothelial cells and self-transcribing active regulatory region sequencing (STARR-Seq) massively parallel reporter assay in smooth muscle cells. This analysis identified potential causal single-nucleotide polymorphisms (SNPs) and the associated target gene for over 30 CAD loci. We present several examples where the chromatin accessibility and gene expression could be assigned to one cell type predicting the cell type of action for CAD loci. CONCLUSIONS: These findings highlight the potential of applying single-nucleus ATAC-seq to human tissues in revealing relative contributions of distinct cell types to diseases and in identifying genes likely to be influenced by noncoding genome-wide association study variants.
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spelling pubmed-82604722021-07-08 Single-Cell Epigenomics and Functional Fine-Mapping of Atherosclerosis GWAS Loci Örd, Tiit Õunap, Kadri Stolze, Lindsey K. Aherrahrou, Redouane Nurminen, Valtteri Toropainen, Anu Selvarajan, Ilakya Lönnberg, Tapio Aavik, Einari Ylä-Herttuala, Seppo Civelek, Mete Romanoski, Casey E. Kaikkonen, Minna U. Circ Res Original Research Genome-wide association studies have identified hundreds of loci associated with coronary artery disease (CAD). Many of these loci are enriched in cisregulatory elements but not linked to cardiometabolic risk factors nor to candidate causal genes, complicating their functional interpretation. OBJECTIVE: Single-nucleus chromatin accessibility profiling of the human atherosclerotic lesions was used to investigate cell type–specific patterns of cisregulatory elements, to understand transcription factors establishing cell identity, and to interpret CAD-relevant, noncoding genetic variation. METHODS AND RESULTS: We used single-nucleus ATAC-seq (assay for transposase-accessible chromatin with sequencing) to generate DNA accessibility maps in >7000 cells derived from human atherosclerotic lesions. We identified 5 major lesional cell types including endothelial cells, smooth muscle cells, monocyte/macrophages, natural killer/T cells, and B cells and further investigated subtype characteristics of macrophages and smooth muscle cells transitioning into fibromyocytes. We demonstrated that CAD-associated genetic variants are particularly enriched in endothelial and smooth muscle cell–specific open chromatin. Using single-cell coaccessibility and cis–expression quantitative trait loci information, we prioritized putative target genes and candidate regulatory elements for ≈30% of all known CAD loci. Finally, we performed genome-wide experimental fine-mapping of the CAD variants identified in genome-wide association studies using epigenetic quantitative trait loci analysis in primary human aortic endothelial cells and self-transcribing active regulatory region sequencing (STARR-Seq) massively parallel reporter assay in smooth muscle cells. This analysis identified potential causal single-nucleotide polymorphisms (SNPs) and the associated target gene for over 30 CAD loci. We present several examples where the chromatin accessibility and gene expression could be assigned to one cell type predicting the cell type of action for CAD loci. CONCLUSIONS: These findings highlight the potential of applying single-nucleus ATAC-seq to human tissues in revealing relative contributions of distinct cell types to diseases and in identifying genes likely to be influenced by noncoding genome-wide association study variants. Lippincott Williams & Wilkins 2021-05-24 2021-07-09 /pmc/articles/PMC8260472/ /pubmed/34024118 http://dx.doi.org/10.1161/CIRCRESAHA.121.318971 Text en © 2021 The Authors. https://creativecommons.org/licenses/by-nc-nd/4.0/Circulation Research is published on behalf of the American Heart Association, Inc., by Wolters Kluwer Health, Inc. This is an open access article under the terms of the Creative Commons Attribution Non-Commercial-NoDerivs (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use, distribution, and reproduction in any medium, provided that the original work is properly cited, the use is noncommercial, and no modifications or adaptations are made.
spellingShingle Original Research
Örd, Tiit
Õunap, Kadri
Stolze, Lindsey K.
Aherrahrou, Redouane
Nurminen, Valtteri
Toropainen, Anu
Selvarajan, Ilakya
Lönnberg, Tapio
Aavik, Einari
Ylä-Herttuala, Seppo
Civelek, Mete
Romanoski, Casey E.
Kaikkonen, Minna U.
Single-Cell Epigenomics and Functional Fine-Mapping of Atherosclerosis GWAS Loci
title Single-Cell Epigenomics and Functional Fine-Mapping of Atherosclerosis GWAS Loci
title_full Single-Cell Epigenomics and Functional Fine-Mapping of Atherosclerosis GWAS Loci
title_fullStr Single-Cell Epigenomics and Functional Fine-Mapping of Atherosclerosis GWAS Loci
title_full_unstemmed Single-Cell Epigenomics and Functional Fine-Mapping of Atherosclerosis GWAS Loci
title_short Single-Cell Epigenomics and Functional Fine-Mapping of Atherosclerosis GWAS Loci
title_sort single-cell epigenomics and functional fine-mapping of atherosclerosis gwas loci
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8260472/
https://www.ncbi.nlm.nih.gov/pubmed/34024118
http://dx.doi.org/10.1161/CIRCRESAHA.121.318971
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