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The HDAC9-associated risk locus promotes coronary artery disease by governing TWIST1
Genome wide association studies (GWAS) have identified thousands of single nucleotide polymorphisms (SNPs) associated with the risk of common disorders. However, since the large majority of these risk SNPs reside outside gene-coding regions, GWAS generally provide no information about causal mechani...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9246173/ https://www.ncbi.nlm.nih.gov/pubmed/35714152 http://dx.doi.org/10.1371/journal.pgen.1010261 |
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author | Ma, Lijiang Bryce, Nicole S. Turner, Adam W. Di Narzo, Antonio F. Rahman, Karishma Xu, Yang Ermel, Raili Sukhavasi, Katyayani d’Escamard, Valentina Chandel, Nirupama V’Gangula, Bhargavi Wolhuter, Kathryn Kadian-Dodov, Daniella Franzen, Oscar Ruusalepp, Arno Hao, Ke Miller, Clint L. Björkegren, Johan L. M. Kovacic, Jason C. |
author_facet | Ma, Lijiang Bryce, Nicole S. Turner, Adam W. Di Narzo, Antonio F. Rahman, Karishma Xu, Yang Ermel, Raili Sukhavasi, Katyayani d’Escamard, Valentina Chandel, Nirupama V’Gangula, Bhargavi Wolhuter, Kathryn Kadian-Dodov, Daniella Franzen, Oscar Ruusalepp, Arno Hao, Ke Miller, Clint L. Björkegren, Johan L. M. Kovacic, Jason C. |
author_sort | Ma, Lijiang |
collection | PubMed |
description | Genome wide association studies (GWAS) have identified thousands of single nucleotide polymorphisms (SNPs) associated with the risk of common disorders. However, since the large majority of these risk SNPs reside outside gene-coding regions, GWAS generally provide no information about causal mechanisms regarding the specific gene(s) that are affected or the tissue(s) in which these candidate gene(s) exert their effect. The ‘gold standard’ method for understanding causal genes and their mechanisms of action are laborious basic science studies often involving sophisticated knockin or knockout mouse lines, however, these types of studies are impractical as a high-throughput means to understand the many risk variants that cause complex diseases like coronary artery disease (CAD). As a solution, we developed a streamlined, data-driven informatics pipeline to gain mechanistic insights on complex genetic loci. The pipeline begins by understanding the SNPs in a given locus in terms of their relative location and linkage disequilibrium relationships, and then identifies nearby expression quantitative trait loci (eQTLs) to determine their relative independence and the likely tissues that mediate their disease-causal effects. The pipeline then seeks to understand associations with other disease-relevant genes, disease sub-phenotypes, potential causality (Mendelian randomization), and the regulatory and functional involvement of these genes in gene regulatory co-expression networks (GRNs). Here, we applied this pipeline to understand a cluster of SNPs associated with CAD within and immediately adjacent to the gene encoding HDAC9. Our pipeline demonstrated, and validated, that this locus is causal for CAD by modulation of TWIST1 expression levels in the arterial wall, and by also governing a GRN related to metabolic function in skeletal muscle. Our results reconciled numerous prior studies, and also provided clear evidence that this locus does not govern HDAC9 expression, structure or function. This pipeline should be considered as a powerful and efficient way to understand GWAS risk loci in a manner that better reflects the highly complex nature of genetic risk associated with common disorders. |
format | Online Article Text |
id | pubmed-9246173 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-92461732022-07-01 The HDAC9-associated risk locus promotes coronary artery disease by governing TWIST1 Ma, Lijiang Bryce, Nicole S. Turner, Adam W. Di Narzo, Antonio F. Rahman, Karishma Xu, Yang Ermel, Raili Sukhavasi, Katyayani d’Escamard, Valentina Chandel, Nirupama V’Gangula, Bhargavi Wolhuter, Kathryn Kadian-Dodov, Daniella Franzen, Oscar Ruusalepp, Arno Hao, Ke Miller, Clint L. Björkegren, Johan L. M. Kovacic, Jason C. PLoS Genet Research Article Genome wide association studies (GWAS) have identified thousands of single nucleotide polymorphisms (SNPs) associated with the risk of common disorders. However, since the large majority of these risk SNPs reside outside gene-coding regions, GWAS generally provide no information about causal mechanisms regarding the specific gene(s) that are affected or the tissue(s) in which these candidate gene(s) exert their effect. The ‘gold standard’ method for understanding causal genes and their mechanisms of action are laborious basic science studies often involving sophisticated knockin or knockout mouse lines, however, these types of studies are impractical as a high-throughput means to understand the many risk variants that cause complex diseases like coronary artery disease (CAD). As a solution, we developed a streamlined, data-driven informatics pipeline to gain mechanistic insights on complex genetic loci. The pipeline begins by understanding the SNPs in a given locus in terms of their relative location and linkage disequilibrium relationships, and then identifies nearby expression quantitative trait loci (eQTLs) to determine their relative independence and the likely tissues that mediate their disease-causal effects. The pipeline then seeks to understand associations with other disease-relevant genes, disease sub-phenotypes, potential causality (Mendelian randomization), and the regulatory and functional involvement of these genes in gene regulatory co-expression networks (GRNs). Here, we applied this pipeline to understand a cluster of SNPs associated with CAD within and immediately adjacent to the gene encoding HDAC9. Our pipeline demonstrated, and validated, that this locus is causal for CAD by modulation of TWIST1 expression levels in the arterial wall, and by also governing a GRN related to metabolic function in skeletal muscle. Our results reconciled numerous prior studies, and also provided clear evidence that this locus does not govern HDAC9 expression, structure or function. This pipeline should be considered as a powerful and efficient way to understand GWAS risk loci in a manner that better reflects the highly complex nature of genetic risk associated with common disorders. Public Library of Science 2022-06-17 /pmc/articles/PMC9246173/ /pubmed/35714152 http://dx.doi.org/10.1371/journal.pgen.1010261 Text en © 2022 Ma et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Ma, Lijiang Bryce, Nicole S. Turner, Adam W. Di Narzo, Antonio F. Rahman, Karishma Xu, Yang Ermel, Raili Sukhavasi, Katyayani d’Escamard, Valentina Chandel, Nirupama V’Gangula, Bhargavi Wolhuter, Kathryn Kadian-Dodov, Daniella Franzen, Oscar Ruusalepp, Arno Hao, Ke Miller, Clint L. Björkegren, Johan L. M. Kovacic, Jason C. The HDAC9-associated risk locus promotes coronary artery disease by governing TWIST1 |
title | The HDAC9-associated risk locus promotes coronary artery disease by governing TWIST1 |
title_full | The HDAC9-associated risk locus promotes coronary artery disease by governing TWIST1 |
title_fullStr | The HDAC9-associated risk locus promotes coronary artery disease by governing TWIST1 |
title_full_unstemmed | The HDAC9-associated risk locus promotes coronary artery disease by governing TWIST1 |
title_short | The HDAC9-associated risk locus promotes coronary artery disease by governing TWIST1 |
title_sort | hdac9-associated risk locus promotes coronary artery disease by governing twist1 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9246173/ https://www.ncbi.nlm.nih.gov/pubmed/35714152 http://dx.doi.org/10.1371/journal.pgen.1010261 |
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