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Abstract
Heart failure is a leading cause of cardiovascular morbidity and mortality. However, the contribution of common genetic variation to heart failure risk has not been fully elucidated, particularly in comparison to other common cardiometabolic traits. We report a multi-ancestry genome-wide association study meta-analysis of all-cause heart failure including up to 115,150 cases and 1,550,331 controls of diverse genetic ancestry, identifying 47 risk loci. We also perform multivariate genome-wide association studies that integrate heart failure with related cardiac magnetic resonance imaging endophenotypes, identifying 61 risk loci. Gene-prioritization analyses including colocalization and transcriptome-wide association studies identify known and previously unreported candidate cardiomyopathy genes and cellular processes, which we validate in gene-expression profiling of failing and healthy human hearts. Colocalization, gene expression profiling, and Mendelian randomization provide convergent evidence for the roles of BCKDHA and circulating branch-chain amino acids in heart failure and cardiac structure. Finally, proteome-wide Mendelian randomization identifies 9 circulating proteins associated with heart failure or quantitative imaging traits. These analyses highlight similarities and differences among heart failure and associated cardiovascular imaging endophenotypes, implicate common genetic variation in the pathogenesis of heart failure, and identify circulating proteins that may represent cardiomyopathy treatment targets.
Heart failure is a major cause of cardiovascular morbidity and mortality. Here, the authors report results of a genome-wide association study meta-analysis, characterizing the role of common genetic variants in heart failure, finding overlap with common cardiovascular risk factors and imaging measures of cardiac structure/function.
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1 University of Pennsylvania, Division of Cardiovascular Medicine, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); Corporal Michael J. Crescenz VA Medical Center, Philadelphia, USA (GRID:grid.410355.6) (ISNI:0000 0004 0420 350X)
2 University of Pennsylvania Perelman School of Medicine, Department of Surgery, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
3 University of Pennsylvania Perelman School of Medicine, Department of Genetics, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
4 Emory University, Department of Epidemiology, Rollins School of Public Health, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0001 0941 6502)
5 Icahn School of Medicine at Mount Sinai, The Charles Bronfman Institute of Personalized Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
6 Stanford University School of Medicine, Department of Medicine, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
7 Regeneron Genetics Center, Tarrytown, USA (GRID:grid.418961.3) (ISNI:0000 0004 0472 2713)
8 University of Pennsylvania, Genomics and Computational Biology Graduate Group, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
9 Harvard Medical School, Center for Genomic Medicine, Massachusetts General Hospital, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Broad Institute of MIT and Harvard, Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623); Massachusetts General Hospital, Cardiovascular Research Center, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
10 Emory University School of Public Health, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0001 0941 6502); Atlanta VA Health Care System, Decatur, USA (GRID:grid.484294.7)
11 Mayo Clinic, Departments of Internal Medicine and Cardiovascular Medicine, and Mayo Clinician-Investigator Training Program, Rochester, USA (GRID:grid.66875.3a) (ISNI:0000 0004 0459 167X)
12 Mayo Clinic, Department of Cardiovascular Medicine, Rochester, USA (GRID:grid.66875.3a) (ISNI:0000 0004 0459 167X)
13 University of Pennsylvania, Cardiovascular Institute, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
14 University of Pennsylvania, Division of Cardiovascular Medicine, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
15 VA Boston Healthcare System, Massachusetts Veterans Epidemiology Research and Information Center, Boston, USA (GRID:grid.410370.1) (ISNI:0000 0004 4657 1992)
16 Northwestern University Feinberg School of Medicine, Department of Pharmacology, Center for Genetic Medicine, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
17 The Children’s Hospital of Philadelphia, Center for Applied Genomics, Philadelphia, USA (GRID:grid.239552.a) (ISNI:0000 0001 0680 8770)
18 Columbia University, Division of Nephrology, Department of Medicine, Vagelos College of Physicians & Surgeons, New York, USA (GRID:grid.21729.3f) (ISNI:0000000419368729)
19 Cincinnati Children’s Hospital Medical Center, Department of Pediatrics, Division of Human Genetics and Center for Autoimmune Genomics and Etiology, Cincinnati, USA (GRID:grid.239573.9) (ISNI:0000 0000 9025 8099)
20 Northwestern University, Department of Preventive Medicine, Feinberg School of Medicine, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
21 Northwestern University Feinberg School of Medicine, Center for Genetic Medicine, Bluhm Cardiovascular Institute, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
22 Northwestern University Feinberg School of Medicine, Department of Preventive Medicine, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
23 University of Pennsylvania, Division of Cardiovascular Medicine, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Cardiovascular Institute, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
24 Icahn School of Medicine at Mount Sinai, The Charles Bronfman Institute for Personalized Medicine, BioMe Phenomics Center, and Department of Genetics and Genomic Sciences, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
25 Atlanta VA Health Care System, Decatur, USA (GRID:grid.484294.7); Emory University School of Medicine, Division of Endocrinology, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0001 0941 6502)
26 Broad Institute of MIT and Harvard, Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623); Massachusetts General Hospital, Cardiovascular Research Center and Cardiac Arrhythmia Service, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
27 Icahn School of Medicine at Mount Sinai, Division of Nephrology, Department of Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
28 University of Pennsylvania Perelman School of Medicine, Department of Genetics, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania Perelman School of Medicine, Institute for Biomedical Informatics, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
29 Harvard Medical School, Center for Genomic Medicine, Massachusetts General Hospital, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Broad Institute of MIT and Harvard, Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623)
30 Geisinger, Department of Translational Data Science and Informatics and Heart Institute, Danville, USA (GRID:grid.66859.34)
31 VA Boston Healthcare System, Massachusetts Veterans Epidemiology Research and Information Center, Boston, USA (GRID:grid.410370.1) (ISNI:0000 0004 4657 1992); Harvard Medical School, Department of Medicine, Brigham and Women’s Hospital, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
32 University of Pennsylvania Perelman School of Medicine, Department of Genetics, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania Perelman School of Medicine, Department of Systems Pharmacology and Translational Therapeutics, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania Perelman School of Medicine, Institute of Translational Medicine and Therapeutics, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
33 Corporal Michael J. Crescenz VA Medical Center, Philadelphia, USA (GRID:grid.410355.6) (ISNI:0000 0004 0420 350X); University of Pennsylvania Perelman School of Medicine, Department of Surgery, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)