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Curran L, de Marvao A, Inglese P, McGurk KA, Schiratti PR, Clement A, Zheng SL, Li S, Pua CJ, Shah M, Jafari M, Theotokis P, Buchan RJ, Jurgens SJ, Raphael CE, Baksi AJ, Pantazis A, Halliday BP, Pennell DJ, Bai W, Chin CW, Tadros R, Bezzina CR, Watkins H, Cook SA, Prasad SK, Ware JS, O’Regan DP. Genotype-Phenotype Taxonomy of Hypertrophic Cardiomyopathy. Circ Genom Precis Med 2023; 16:e004200. [PMID: 38014537 PMCID: PMC10729901 DOI: 10.1161/circgen.123.004200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Accepted: 10/25/2023] [Indexed: 11/29/2023]
Abstract
BACKGROUND Hypertrophic cardiomyopathy (HCM) is an important cause of sudden cardiac death associated with heterogeneous phenotypes, but there is no systematic framework for classifying morphology or assessing associated risks. Here, we quantitatively survey genotype-phenotype associations in HCM to derive a data-driven taxonomy of disease expression. METHODS We enrolled 436 patients with HCM (median age, 60 years; 28.8% women) with clinical, genetic, and imaging data. An independent cohort of 60 patients with HCM from Singapore (median age, 59 years; 11% women) and a reference population from the UK Biobank (n=16 691; mean age, 55 years; 52.5% women) were also recruited. We used machine learning to analyze the 3-dimensional structure of the left ventricle from cardiac magnetic resonance imaging and build a tree-based classification of HCM phenotypes. Genotype and mortality risk distributions were projected on the tree. RESULTS Carriers of pathogenic or likely pathogenic variants for HCM had lower left ventricular mass, but greater basal septal hypertrophy, with reduced life span (mean follow-up, 9.9 years) compared with genotype negative individuals (hazard ratio, 2.66 [95% CI, 1.42-4.96]; P<0.002). Four main phenotypic branches were identified using unsupervised learning of 3-dimensional shape: (1) nonsarcomeric hypertrophy with coexisting hypertension; (2) diffuse and basal asymmetrical hypertrophy associated with outflow tract obstruction; (3) isolated basal hypertrophy; and (4) milder nonobstructive hypertrophy enriched for familial sarcomeric HCM (odds ratio for pathogenic or likely pathogenic variants, 2.18 [95% CI, 1.93-2.28]; P=0.0001). Polygenic risk for HCM was also associated with different patterns and degrees of disease expression. The model was generalizable to an independent cohort (trustworthiness, M1: 0.86-0.88). CONCLUSIONS We report a data-driven taxonomy of HCM for identifying groups of patients with similar morphology while preserving a continuum of disease severity, genetic risk, and outcomes. This approach will be of value in understanding the causes and consequences of disease diversity.
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Affiliation(s)
- Lara Curran
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
| | - Antonio de Marvao
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
- Department of Women and Children’s Health (A.d.M.)
- British Heart Foundation Centre of Research Excellence, School of Cardiovascular & Metabolic Medicine and Sciences, King’s College London, United Kingdom (A.d.M.)
| | - Paolo Inglese
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Kathryn A. McGurk
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Pierre-Raphaël Schiratti
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Adam Clement
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Sean L. Zheng
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Surui Li
- Biomedical Image Analysis Group, Department of Computing (S.L., W.B.)
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Chee Jian Pua
- National Heart Research Institute Singapore, Singapore, PRC (C.J.P., C.W.L.C., S.A.C.)
| | - Mit Shah
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Mina Jafari
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Biomedical Image Analysis Group, Department of Computing (S.L., W.B.)
- Department of Brain Sciences, Imperial College London, London, United Kingdom (W.B.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
- Department of Women and Children’s Health (A.d.M.)
- British Heart Foundation Centre of Research Excellence, School of Cardiovascular & Metabolic Medicine and Sciences, King’s College London, United Kingdom (A.d.M.)
- National Heart Research Institute Singapore, Singapore, PRC (C.J.P., C.W.L.C., S.A.C.)
- Department of Cardiology, National Heart Center Singapore, Singapore, PRC (C.W.L.C.)
- Cardiovascular Sciences ACP, Duke NUS Medical School, Singapore (C.W.L.C.)
- Mayo Clinic Rochester, MN (C.E.R.)
- Department of Experimental Cardiology, Heart Center, Amsterdam Cardiovascular Sciences, Amsterdam University Medical Centers, University of Amsterdam, the Netherlands (S.J.J., C.R.B.)
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.J.J.)
- Cardiovascular Genetics Centre, Montreal Heart Institute (R.T.)
- Faculty of Medicine, Université de Montréal, QC, Canada (R.T.)
- Radcliffe Department of Medicine, University of Oxford, United Kingdom (H.W.)
| | - Pantazis Theotokis
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Rachel J. Buchan
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Sean J. Jurgens
- Department of Experimental Cardiology, Heart Center, Amsterdam Cardiovascular Sciences, Amsterdam University Medical Centers, University of Amsterdam, the Netherlands (S.J.J., C.R.B.)
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.J.J.)
| | - Claire E. Raphael
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Mayo Clinic Rochester, MN (C.E.R.)
| | - Arun John Baksi
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
| | - Antonis Pantazis
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
| | - Brian P. Halliday
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
| | - Dudley J. Pennell
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
| | - Wenjia Bai
- Biomedical Image Analysis Group, Department of Computing (S.L., W.B.)
- Department of Brain Sciences, Imperial College London, London, United Kingdom (W.B.)
| | - Calvin W.L. Chin
- National Heart Research Institute Singapore, Singapore, PRC (C.J.P., C.W.L.C., S.A.C.)
- Department of Cardiology, National Heart Center Singapore, Singapore, PRC (C.W.L.C.)
- Cardiovascular Sciences ACP, Duke NUS Medical School, Singapore (C.W.L.C.)
| | - Rafik Tadros
- Cardiovascular Genetics Centre, Montreal Heart Institute (R.T.)
- Faculty of Medicine, Université de Montréal, QC, Canada (R.T.)
| | - Connie R. Bezzina
- Department of Experimental Cardiology, Heart Center, Amsterdam Cardiovascular Sciences, Amsterdam University Medical Centers, University of Amsterdam, the Netherlands (S.J.J., C.R.B.)
| | - Hugh Watkins
- Radcliffe Department of Medicine, University of Oxford, United Kingdom (H.W.)
| | - Stuart A. Cook
- Department of Women and Children’s Health (A.d.M.)
- National Heart Research Institute Singapore, Singapore, PRC (C.J.P., C.W.L.C., S.A.C.)
| | - Sanjay K. Prasad
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
| | - James S. Ware
- National Heart and Lung Institute (L.C., K.A.M., S.L.Z., P.T., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Royal Brompton and Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust (L.C., R.J.B., C.E.R., A.J.B., A.P., B.P.H., D.J.P., S.K.P., J.S.W.)
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
| | - Declan P. O’Regan
- Medical Research Council Laboratory of Medical Sciences, Imperial College London, United Kingdom (A.d.M., P.I., K.A.M., P.-R.S., A.C., S.L.Z., S.L., M.S., M.J., P.T., R.J.B., S.A.C., J.S.W., D.P.O.)
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Lota AS, Hazebroek MR, Theotokis P, Wassall R, Salmi S, Halliday BP, Tayal U, Verdonschot J, Meena D, Owen R, de Marvao A, Iacob A, Yazdani M, Hammersley DJ, Jones RE, Wage R, Buchan R, Vivian F, Hafouda Y, Noseda M, Gregson J, Mittal T, Wong J, Robertus JL, Baksi AJ, Vassiliou V, Tzoulaki I, Pantazis A, Cleland JG, Barton PJ, Cook SA, Pennell DJ, Garcia-Pavia P, Cooper LT, Heymans S, Ware JS, Prasad SK. Genetic Architecture of Acute Myocarditis and the Overlap With Inherited Cardiomyopathy. Circulation 2022; 146:1123-1134. [PMID: 36154167 PMCID: PMC9555763 DOI: 10.1161/circulationaha.121.058457] [Citation(s) in RCA: 41] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Accepted: 07/15/2022] [Indexed: 01/24/2023]
Abstract
BACKGROUND Acute myocarditis is an inflammatory condition that may herald the onset of dilated cardiomyopathy (DCM) or arrhythmogenic cardiomyopathy (ACM). We investigated the frequency and clinical consequences of DCM and ACM genetic variants in a population-based cohort of patients with acute myocarditis. METHODS This was a population-based cohort of 336 consecutive patients with acute myocarditis enrolled in London and Maastricht. All participants underwent targeted DNA sequencing for well-characterized cardiomyopathy-associated genes with comparison to healthy controls (n=1053) sequenced on the same platform. Case ascertainment in England was assessed against national hospital admission data. The primary outcome was all-cause mortality. RESULTS Variants that would be considered pathogenic if found in a patient with DCM or ACM were identified in 8% of myocarditis cases compared with <1% of healthy controls (P=0.0097). In the London cohort (n=230; median age, 33 years; 84% men), patients were representative of national myocarditis admissions (median age, 32 years; 71% men; 66% case ascertainment), and there was enrichment of rare truncating variants (tv) in ACM-associated genes (3.1% of cases versus 0.4% of controls; odds ratio, 8.2; P=0.001). This was driven predominantly by DSP-tv in patients with normal LV ejection fraction and ventricular arrhythmia. In Maastricht (n=106; median age, 54 years; 61% men), there was enrichment of rare truncating variants in DCM-associated genes, particularly TTN-tv, found in 7% (all with left ventricular ejection fraction <50%) compared with 1% in controls (odds ratio, 3.6; P=0.0116). Across both cohorts over a median of 5.0 years (interquartile range, 3.9-7.8 years), all-cause mortality was 5.4%. Two-thirds of deaths were cardiovascular, attributable to worsening heart failure (92%) or sudden cardiac death (8%). The 5-year mortality risk was 3.3% in genotype-negative patients versus 11.1% for genotype-positive patients (Padjusted=0.08). CONCLUSIONS We identified DCM- or ACM-associated genetic variants in 8% of patients with acute myocarditis. This was dominated by the identification of DSP-tv in those with normal left ventricular ejection fraction and TTN-tv in those with reduced left ventricular ejection fraction. Despite differences between cohorts, these variants have clinical implications for treatment, risk stratification, and family screening. Genetic counseling and testing should be considered in patients with acute myocarditis to help reassure the majority while improving the management of those with an underlying genetic variant.
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Affiliation(s)
- Amrit S. Lota
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Mark R. Hazebroek
- Centre for Heart Failure Research, Cardiovascular Research Institute Maastricht, Maastricht University Medical Centre, the Netherlands (M.R.H., J.V., S.H.)
| | - Pantazis Theotokis
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Rebecca Wassall
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Sara Salmi
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Brian P. Halliday
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Upasana Tayal
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Job Verdonschot
- Centre for Heart Failure Research, Cardiovascular Research Institute Maastricht, Maastricht University Medical Centre, the Netherlands (M.R.H., J.V., S.H.)
| | - Devendra Meena
- Epidemiology and Biostatistics, School of Public Health (D.M., I.T.), Imperial College London, UK
| | - Ruth Owen
- London School of Hygiene and Tropical Medicine, UK (R.O., J.G.)
| | - Antonio de Marvao
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Alma Iacob
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Momina Yazdani
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Daniel J. Hammersley
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Richard E. Jones
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Riccardo Wage
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Rachel Buchan
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Fredrik Vivian
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Yakeen Hafouda
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Michela Noseda
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
| | - John Gregson
- London School of Hygiene and Tropical Medicine, UK (R.O., J.G.)
| | - Tarun Mittal
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Joyce Wong
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Jan Lukas Robertus
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - A. John Baksi
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Vassilios Vassiliou
- Norfolk and Norwich University Hospital and University of East Anglia, Norwich, UK (V.V.)
| | - Ioanna Tzoulaki
- Epidemiology and Biostatistics, School of Public Health (D.M., I.T.), Imperial College London, UK
| | - Antonis Pantazis
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - John G.F. Cleland
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Robertson Centre for Biostatistics, University of Glasgow, UK (J.G.F.C.)
| | - Paul J.R. Barton
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- MRC London Institute of Medical Sciences (P.J.R.B., S.A.C., J.S.W.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Stuart A. Cook
- MRC London Institute of Medical Sciences (P.J.R.B., S.A.C., J.S.W.), Imperial College London, UK
- National Heart Centre Singapore and Duke-National University of Singapore (S.A.C.)
| | - Dudley J. Pennell
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Pablo Garcia-Pavia
- Heart Failure and Inherited Cardiac Diseases Unit, Department of Cardiology, Hospital Universitario Puerta de Hierro, CIBERCV, Madrid, Spain (P.G.-P.)
- Universidad Francisco de Vitoria, Pozuelo de Alarcon, Spain (P.G.-P.)
- Centro Nacional de Investigaciones Cardiovasculares, Madrid, Spain (P.G.-P.)
| | - Leslie T. Cooper
- Department of Cardiovascular Medicine, Mayo Clinic, Jacksonville, FL (L.T.C.)
| | - Stephane Heymans
- Centre for Heart Failure Research, Cardiovascular Research Institute Maastricht, Maastricht University Medical Centre, the Netherlands (M.R.H., J.V., S.H.)
| | - James S. Ware
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- MRC London Institute of Medical Sciences (P.J.R.B., S.A.C., J.S.W.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
| | - Sanjay K. Prasad
- National Heart & Lung Institute (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., M.N., J.L.R., A.P., J.G.F.C., P.J.R.B., D.J.P., J.S.W., S.K.P.), Imperial College London, UK
- Royal Brompton & Harefield Hospitals, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK (A.S.L., P.T., R.W., S.S., B.P.H., U.T., A.d.M., A.I., M.Y., M.J.H., R.E.J., R.W., R.B., F.V., Y.H., T.M., J.W., J.L.R., A.J.B., A.P., P.J.R.B., D.J.P., J.S.W., S.K.P.)
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