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Low‐Kam C, Rhainds D, Lo KS, Barhdadi A, Boulé M, Alem S, Pedneault‐Gagnon V, Rhéaume E, Dubé M, Busseuil D, Hegele RA, Lettre G, Tardif J. Variants at the APOE /C1/C2/C4 Locus Modulate Cholesterol Efflux Capacity Independently of High-Density Lipoprotein Cholesterol. J Am Heart Assoc 2018; 7:e009545. [PMID: 30369316 PMCID: PMC6201388 DOI: 10.1161/jaha.118.009545] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Accepted: 06/27/2018] [Indexed: 02/06/2023]
Abstract
Background Macrophage cholesterol efflux to high-density lipoproteins ( HDLs ) is the first step of reverse cholesterol transport. The cholesterol efflux capacity ( CEC ) of HDL particles is a protective risk factor for coronary artery disease independent of HDL cholesterol levels. Using a genome-wide association study approach, we aimed to identify pathways that regulate CEC in humans. Methods and Results We measured CEC in 5293 French Canadians. We tested the genetic association between 4 CEC measures and genotypes at >9 million common autosomal DNA sequence variants. These analyses yielded 10 genome-wide significant signals ( P<6.25×10-9) representing 7 loci. Five of these loci harbor genes with important roles in lipid biology ( CETP , LIPC , LPL , APOA 1/C3/A4/A5, and APOE /C1/C2/C4). Except for the APOE /C1/C2/C4 variant ( rs141622900, P nonadjusted=1.0×10-11; P adjusted=8.8×10-9), the association signals disappear when correcting for HDL cholesterol and triglyceride levels. The additional 2 significant signals were near the PPP 1 CB / PLB 1 and RBFOX 3/ ENPP 7 genes. In secondary analyses, we considered candidate functional variants for 58 genes implicated in HDL biology, as well as 239 variants associated with blood lipid levels and/or coronary artery disease risk by genome-wide association study . These analyses identified 27 significant CEC associations, implicating 5 additional loci ( GCKR , LIPG , PLTP , PPARA , and TRIB 1). Conclusions Our genome-wide association study identified common genetic variation at the APOE /C1/C2/C4 locus as a major determinant of CEC that acts largely independently of HDL cholesterol. We predict that HDL -based therapies aiming at increasing CEC will be modulated by changes in the expression of apolipoproteins in this gene cluster.
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Affiliation(s)
| | | | - Ken Sin Lo
- Montreal Heart InstituteMontréalQuébecCanada
| | | | - Marie Boulé
- Montreal Heart InstituteMontréalQuébecCanada
| | - Sonia Alem
- Montreal Heart InstituteMontréalQuébecCanada
| | | | | | | | | | - Robert A. Hegele
- Department of BiochemistryRobarts Research InstituteWestern UniversityLondonOntarioCanada
- Department of MedicineSchulich School of Medicine and DentistryLondonOntarioCanada
| | - Guillaume Lettre
- Montreal Heart InstituteMontréalQuébecCanada
- Faculté de MédecineUniversité de MontréalMontréalQuébecCanada
| | - Jean‐Claude Tardif
- Montreal Heart InstituteMontréalQuébecCanada
- Faculté de MédecineUniversité de MontréalMontréalQuébecCanada
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Whole-genome sequencing in French Canadians from Quebec. Hum Genet 2016; 135:1213-1221. [PMID: 27376640 DOI: 10.1007/s00439-016-1702-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2016] [Accepted: 06/21/2016] [Indexed: 12/17/2022]
Abstract
Genome-wide association studies (GWAS) have had a tremendous success in the identification of common DNA sequence variants associated with complex human diseases and traits. However, because of their design, GWAS are largely inappropriate to characterize the role of rare and low-frequency DNA variants on human phenotypic variation. Rarer genetic variation is geographically more restricted, supporting the need for local whole-genome sequencing (WGS) efforts to study these variants in specific populations. Here, we present the first large-scale low-pass WGS of the French-Canadian population. Specifically, we sequenced at ~5.6× coverage the whole genome of 1970 French Canadians recruited by the Montreal Heart Institute Biobank and identified 29 million bi-allelic variants (31 % novel), including 19 million variants with a minor allele frequency (MAF) <0.5 %. Genotypes from the WGS data are highly concordant with genotypes obtained by exome array on the same individuals (99.8 %), even when restricting this analysis to rare variants (MAF <0.5, 99.9 %) or heterozygous sites (98.9 %). To further validate our data set, we showed that we can effectively use it to replicate several genetic associations with myocardial infarction risk and blood lipid levels. Furthermore, we analyze the utility of our WGS data set to generate a French-Canadian-specific imputation reference panel and to infer population structure in the Province of Quebec. Our results illustrate the value of low-pass WGS to study the genetics of human diseases in the founder French-Canadian population.
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Genome-wide screening identifies a KCNIP1 copy number variant as a genetic predictor for atrial fibrillation. Nat Commun 2016; 7:10190. [PMID: 26831368 PMCID: PMC4740744 DOI: 10.1038/ncomms10190] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2014] [Accepted: 11/16/2015] [Indexed: 01/01/2023] Open
Abstract
Atrial fibrillation (AF) is the most common sustained cardiac arrhythmia. Previous genome-wide association studies had identified single-nucleotide polymorphisms in several genomic regions to be associated with AF. In human genome, copy number variations (CNVs) are known to contribute to disease susceptibility. Using a genome-wide multistage approach to identify AF susceptibility CNVs, we here show a common 4,470-bp diallelic CNV in the first intron of potassium interacting channel 1 gene (KCNIP1) is strongly associated with AF in Taiwanese populations (odds ratio=2.27 for insertion allele; P=6.23 × 10(-24)). KCNIP1 insertion is associated with higher KCNIP1 mRNA expression. KCNIP1-encoded protein potassium interacting channel 1 (KCHIP1) is physically associated with potassium Kv channels and modulates atrial transient outward current in cardiac myocytes. Overexpression of KCNIP1 results in inducible AF in zebrafish. In conclusions, a common CNV in KCNIP1 gene is a genetic predictor of AF risk possibly pointing to a functional pathway.
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Beaudoin M, Gupta RM, Won HH, Lo KS, Do R, Henderson CA, Lavoie-St-Amour C, Langlois S, Rivas D, Lehoux S, Kathiresan S, Tardif JC, Musunuru K, Lettre G. Myocardial Infarction-Associated SNP at 6p24 Interferes With MEF2 Binding and Associates With PHACTR1 Expression Levels in Human Coronary Arteries. Arterioscler Thromb Vasc Biol 2015; 35:1472-1479. [PMID: 25838425 DOI: 10.1161/atvbaha.115.305534] [Citation(s) in RCA: 70] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2014] [Accepted: 03/18/2015] [Indexed: 12/24/2022]
Abstract
OBJECTIVE Coronary artery disease (CAD), including myocardial infarction (MI), is the main cause of death in the world. Genome-wide association studies have identified dozens of single nucleotide polymorphisms (SNPs) associated with CAD/MI. One of the most robust CAD/MI genetic associations is with intronic SNPs in the gene PHACTR1 on chromosome 6p24. How these PHACTR1 SNPs influence CAD/MI risk, and whether PHACTR1 itself is the causal gene at the locus, is currently unknown. APPROACH AND RESULTS Using genetic fine-mapping and DNA resequencing experiments, we prioritized an intronic SNP (rs9349379) in PHACTR1 as causal variant. We showed that this variant is an expression quantitative trait locus for PHACTR1 expression in human coronary arteries. Experiments in endothelial cell extracts confirmed that alleles at rs9349379 are differentially bound by the transcription factors myocyte enhancer factor-2. We engineered a deletion of this myocyte enhancer factor-2-binding site using CRISPR/Cas9 genome-editing methodology. Heterozygous endothelial cells carrying this deletion express 35% less PHACTR1. Finally, we found no evidence that PHACTR1 expression levels are induced when stimulating human endothelial cells with vascular endothelial growth factor, tumor necrosis factor-α, or shear stress. CONCLUSIONS Our results establish a link between intronic SNPs in PHACTR1, myocyte enhancer factor-2 binding, and transcriptional functions at the locus, PHACTR1 expression levels in coronary arteries and CAD/MI risk. Because PHACTR1 SNPs are not associated with the traditional risk factors for CAD/MI (eg, blood lipids or pressure, diabetes mellitus), our results suggest that PHACTR1 may influence CAD/MI risk through as yet unknown mechanisms in the vascular endothelium.
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Affiliation(s)
- Mélissa Beaudoin
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Québec, H1T 1C8, Canada
| | - Rajat M Gupta
- Department of Stem Cell and Regenerative Biology, Harvard University, and Harvard Stem Cell Institute, Cambridge, Massachusetts 02138, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Massachusetts 02115, USA
| | - Hong-Hee Won
- Center of Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
| | - Ken Sin Lo
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Québec, H1T 1C8, Canada
| | - Ron Do
- Center of Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
| | - Christopher A Henderson
- Department of Stem Cell and Regenerative Biology, Harvard University, and Harvard Stem Cell Institute, Cambridge, Massachusetts 02138, USA
| | | | - Simon Langlois
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Québec, H1T 1C8, Canada
| | - Daniel Rivas
- Lady Davis Institute for Medical Research, McGill University, 3755 Côte Sainte-Catherine, Montreal, Quebec, H3T 1E2, Canada
| | - Stephanie Lehoux
- Lady Davis Institute for Medical Research, McGill University, 3755 Côte Sainte-Catherine, Montreal, Quebec, H3T 1E2, Canada
| | - Sekar Kathiresan
- Center of Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
| | - Jean-Claude Tardif
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Québec, H1T 1C8, Canada
- Department of Medicine, Université de Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Québec, H3T 1J4, Canada
| | - Kiran Musunuru
- Department of Stem Cell and Regenerative Biology, Harvard University, and Harvard Stem Cell Institute, Cambridge, Massachusetts 02138, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Massachusetts 02115, USA
| | - Guillaume Lettre
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Québec, H1T 1C8, Canada
- Department of Medicine, Université de Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Québec, H3T 1J4, Canada
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Abstract
Genome-wide association studies (GWASs) have successfully uncovered thousands of robust associations between common variants and complex traits and diseases. Despite these successes, much of the heritability of these traits remains unexplained. Because low-frequency and rare variants are not tagged by conventional genome-wide genotyping arrays, they may represent an important and understudied component of complex trait genetics. In contrast to common variant GWASs, there are many different types of study designs, assays and analytic techniques that can be utilized for rare variant association studies (RVASs). In this review, we briefly present the different technologies available to identify rare genetic variants, including novel exome arrays. We also compare the different study designs for RVASs and argue that the best design will likely be phenotype-dependent. We discuss the main analytical issues relevant to RVASs, including the different statistical methods that can be used to test genetic associations with rare variants and the various bioinformatic approaches to predicting in silico biological functions for variants. Finally, we describe recent rare variant association findings, highlighting the unexpected conclusion that most rare variants have modest-to-small effect sizes on phenotypic variation. This observation has major implications for our understanding of the genetic architecture of complex traits in the context of the unexplained heritability challenge.
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Affiliation(s)
- Paul L Auer
- School of Public Health, University of Wisconsin-Milwaukee, Milwaukee, WI 53201-0413 USA
| | - Guillaume Lettre
- Montreal Heart Institute and Université de Montréal, Montreal, Quebec H1T 1C8 Canada
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Schulz R, Schlüter KD, Laufs U. Molecular and cellular function of the proprotein convertase subtilisin/kexin type 9 (PCSK9). Basic Res Cardiol 2015; 110:4. [PMID: 25600226 PMCID: PMC4298671 DOI: 10.1007/s00395-015-0463-z] [Citation(s) in RCA: 92] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2014] [Revised: 01/04/2015] [Accepted: 01/07/2015] [Indexed: 12/16/2022]
Abstract
The proprotein convertase subtilisin/kexin type 9 (PCSK9) has emerged as a promising treatment target to lower serum cholesterol, a major risk factor of cardiovascular diseases. Gain-of-function mutations of PCSK9 are associated with hypercholesterolemia and increased risk of cardiovascular events. Conversely, loss-of-function mutations cause low-plasma LDL-C levels and a reduction of cardiovascular risk without known unwanted effects on individual health. Experimental studies have revealed that PCSK9 reduces the hepatic uptake of LDL-C by increasing the endosomal and lysosomal degradation of LDL receptors (LDLR). A number of clinical studies have demonstrated that inhibition of PCSK9 alone and in addition to statins potently reduces serum LDL-C concentrations. This review summarizes the current data on the regulation of PCSK9, its molecular function in lipid homeostasis and the emerging evidence on the extra-hepatic effects of PCSK9.
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Affiliation(s)
- Rainer Schulz
- Physiologisches Institut, Justus-Liebig Universität Giessen, Aulweg 129, 35392, Giessen, Germany,
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7
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Wu L, Schaid DJ, Sicotte H, Wieben ED, Li H, Petersen GM. Case-only exome sequencing and complex disease susceptibility gene discovery: study design considerations. J Med Genet 2014; 52:10-6. [PMID: 25371537 DOI: 10.1136/jmedgenet-2014-102697] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Whole exome sequencing (WES) provides an unprecedented opportunity to identify the potential aetiological role of rare functional variants in human complex diseases. Large-scale collaborations have generated germline WES data on patients with a number of diseases, especially cancer, but less often on healthy controls under the same sequencing procedures. These data can be a valuable resource for identifying new disease susceptibility loci if study designs are appropriately applied. This review describes suggested strategies and technical considerations when focusing on case-only study designs that use WES data in complex disease scenarios. These include variant filtering based on frequency and functionality, gene prioritisation, interrogation of different data types and targeted sequencing validation. We propose that if case-only WES designs were applied in an appropriate manner, new susceptibility genes containing rare variants for human complex diseases can be detected.
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Affiliation(s)
- Lang Wu
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA Center for Clinical and Translational Science, Mayo Clinic, Rochester, Minnesota, USA
| | - Daniel J Schaid
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - Hugues Sicotte
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - Eric D Wieben
- Department of Biochemistry and Molecular Biology, Mayo Clinic, Rochester, Minnesota, USA
| | - Hu Li
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, Minnesota, USA
| | - Gloria M Petersen
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
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8
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Auer PL, Teumer A, Schick U, O’Shaughnessy A, Lo KS, Chami N, Carlson C, de Denus S, Dubé MP, Haessler J, Jackson RD, Kooperberg C, Perreault LPL, Nauck M, Peters U, Rioux JD, Schmidt F, Turcot V, Völker U, Völzke H, Greinacher A, Hsu L, Tardif JC, Diaz GA, Reiner AP, Lettre G. Rare and low-frequency coding variants in CXCR2 and other genes are associated with hematological traits. Nat Genet 2014; 46:629-34. [PMID: 24777453 PMCID: PMC4050975 DOI: 10.1038/ng.2962] [Citation(s) in RCA: 109] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2013] [Accepted: 03/31/2014] [Indexed: 12/15/2022]
Abstract
Hematological traits are important clinical parameters. To test the effects of rare and low-frequency coding variants on hematological traits, we analyzed hemoglobin concentration, hematocrit levels, white blood cell (WBC) counts and platelet counts in 31,340 individuals genotyped on an exome array. We identified several missense variants in CXCR2 associated with reduced WBC count (gene-based P = 2.6 × 10(-13)). In a separate family-based resequencing study, we identified a CXCR2 frameshift mutation in a pedigree with congenital neutropenia that abolished ligand-induced CXCR2 signal transduction and chemotaxis. We also identified missense or splice-site variants in key hematopoiesis regulators (EPO, TFR2, HBB, TUBB1 and SH2B3) associated with blood cell traits. Finally, we were able to detect associations between a rare somatic JAK2 mutation (encoding p.Val617Phe) and platelet count (P = 3.9 × 10(-22)) as well as hemoglobin concentration (P = 0.002), hematocrit levels (P = 9.5 × 10(-7)) and WBC count (P = 3.1 × 10(-5)). In conclusion, exome arrays complement genome-wide association studies in identifying new variants that contribute to complex human traits.
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Affiliation(s)
- Paul L. Auer
- School of Public Health, University of Wisconsin-Milwaukee, 1240 N. 10th Street, Milwaukee WI, 53201, USA
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue N., Seattle WA, 98109, USA
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Germany
| | - Ursula Schick
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue N., Seattle WA, 98109, USA
| | - Andrew O’Shaughnessy
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Ken Sin Lo
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Quebec, H1T 1C8, Canada
| | - Nathalie Chami
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Quebec, H1T 1C8, Canada
| | - Chris Carlson
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue N., Seattle WA, 98109, USA
| | - Simon de Denus
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Quebec, H1T 1C8, Canada
- Université de Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Québec, H3T 1J4, Canada
| | - Marie-Pierre Dubé
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Quebec, H1T 1C8, Canada
- Université de Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Québec, H3T 1J4, Canada
| | - Jeff Haessler
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue N., Seattle WA, 98109, USA
| | - Rebecca D. Jackson
- Division of Endocrinology, Diabetes, and Metabolism, Ohio State University, 376 W 10th Avenue, Columbus OH, 43210, USA
| | - Charles Kooperberg
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue N., Seattle WA, 98109, USA
| | | | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Germany
| | - Ulrike Peters
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue N., Seattle WA, 98109, USA
- Department of Epidemiology, University of Washington School of Public Health, 1959 NE Pacific Street, Seattle WA, 98195, USA
| | - John D. Rioux
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Quebec, H1T 1C8, Canada
- Université de Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Québec, H3T 1J4, Canada
| | - Frank Schmidt
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Germany
| | - Valérie Turcot
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Quebec, H1T 1C8, Canada
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Germany
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Germany
| | - Andreas Greinacher
- Institute for Immunology and Transfusion Medicine, University Medicine Greifswald, Germany
| | - Li Hsu
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue N., Seattle WA, 98109, USA
| | - Jean-Claude Tardif
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Quebec, H1T 1C8, Canada
- Université de Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Québec, H3T 1J4, Canada
| | - George A. Diaz
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Alexander P. Reiner
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue N., Seattle WA, 98109, USA
- Department of Epidemiology, University of Washington School of Public Health, 1959 NE Pacific Street, Seattle WA, 98195, USA
| | - Guillaume Lettre
- Montreal Heart Institute, 5000 Bélanger Street, Montréal, Quebec, H1T 1C8, Canada
- Université de Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Québec, H3T 1J4, Canada
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