Genetics of myocardial interstitial fibrosis in the human heart and association with disease

被引:0
|
作者
Victor Nauffal
Paolo Di Achille
Marcus D. R. Klarqvist
Jonathan W. Cunningham
Matthew C. Hill
James P. Pirruccello
Lu-Chen Weng
Valerie N. Morrill
Seung Hoan Choi
Shaan Khurshid
Samuel F. Friedman
Mahan Nekoui
Carolina Roselli
Kenney Ng
Anthony A. Philippakis
Puneet Batra
Patrick T. Ellinor
Steven A. Lubitz
机构
[1] Brigham and Women’s Hospital,Cardiovascular Division
[2] Broad Institute of MIT and Harvard,Cardiovascular Disease Initiative
[3] Broad Institute of MIT and Harvard,Data Sciences Platform
[4] Massachusetts General Hospital,Cardiovascular Research Center
[5] Massachusetts General Hospital,Cardiology Division
[6] University of California San Francisco,Division of Cardiology
[7] Massachusetts General Hospital,Demoulas Center for Cardiac Arrhythmias
[8] University of Groningen,Medical Center Groningen
[9] IBM Research,Center for Computational Health
[10] Broad Institute of MIT and Harvard,Eric and Wendy Schmidt Center
来源
Nature Genetics | 2023年 / 55卷
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摘要
Myocardial interstitial fibrosis is associated with cardiovascular disease and adverse prognosis. Here, to investigate the biological pathways that underlie fibrosis in the human heart, we developed a machine learning model to measure native myocardial T1 time, a marker of myocardial fibrosis, in 41,505 UK Biobank participants who underwent cardiac magnetic resonance imaging. Greater T1 time was associated with diabetes mellitus, renal disease, aortic stenosis, cardiomyopathy, heart failure, atrial fibrillation, conduction disease and rheumatoid arthritis. Genome-wide association analysis identified 11 independent loci associated with T1 time. The identified loci implicated genes involved in glucose transport (SLC2A12), iron homeostasis (HFE, TMPRSS6), tissue repair (ADAMTSL1, VEGFC), oxidative stress (SOD2), cardiac hypertrophy (MYH7B) and calcium signaling (CAMK2D). Using a transforming growth factor β1-mediated cardiac fibroblast activation assay, we found that 9 of the 11 loci consisted of genes that exhibited temporal changes in expression or open chromatin conformation supporting their biological relevance to myofibroblast cell state acquisition. By harnessing machine learning to perform large-scale quantification of myocardial interstitial fibrosis using cardiac imaging, we validate associations between cardiac fibrosis and disease, and identify new biologically relevant pathways underlying fibrosis.
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页码:777 / 786
页数:9
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