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Mahmoodi BK, Tragante V, Kleber ME, Holmes MV, Schmidt AF, McCubrey RO, Howe LJ, Direk K, Allayee H, Baranova EV, Braund PS, Delgado GE, Eriksson N, Gijsberts CM, Gong Y, Hartiala J, Heydarpour M, Pasterkamp G, Kotti S, Kuukasjärvi P, Lenzini PA, Levin D, Lyytikäinen LP, Muehlschlegel JD, Nelson CP, Nikus K, Pilbrow AP, Tang W, van der Laan SW, van Setten J, Vilmundarson RO, Deanfield J, Deloukas P, Dudbridge F, James S, Mordi IR, Teren A, Bergmeijer TO, Body SC, Bots M, Burkhardt R, Cooper-DeHoff RM, Cresci S, Danchin N, Doughty RN, Grobbee DE, Hagström E, Hazen SL, Held C, Hoefer IE, Hovingh GK, Johnson JA, Kaczor MP, Kähönen M, Klungel OH, Laurikka JO, Lehtimäki T, Maitland-van der Zee AH, McPherson R, Palmer CN, Kraaijeveld AO, Pepine CJ, Sanak M, Sattar N, Scholz M, Simon T, Spertus JA, Stewart AFR, Szczeklik W, Thiery J, Visseren FL, Waltenberger J, Richards AM, Lang CC, Cameron VA, Åkerblom A, Pare G, März W, Samani NJ, Hingorani AD, ten Berg JM, Wallentin L, Asselbergs FW, Patel R. Association of Factor V Leiden With Subsequent Atherothrombotic Events: A GENIUS-CHD Study of Individual Participant Data. Circulation 2020; 142:546-555. [PMID: 32654539 PMCID: PMC7493828 DOI: 10.1161/circulationaha.119.045526] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
BACKGROUND Studies examining the role of factor V Leiden among patients at higher risk of atherothrombotic events, such as those with established coronary heart disease (CHD), are lacking. Given that coagulation is involved in the thrombus formation stage on atherosclerotic plaque rupture, we hypothesized that factor V Leiden may be a stronger risk factor for atherothrombotic events in patients with established CHD. METHODS We performed an individual-level meta-analysis including 25 prospective studies (18 cohorts, 3 case-cohorts, 4 randomized trials) from the GENIUS-CHD (Genetics of Subsequent Coronary Heart Disease) consortium involving patients with established CHD at baseline. Participating studies genotyped factor V Leiden status and shared risk estimates for the outcomes of interest using a centrally developed statistical code with harmonized definitions across studies. Cox proportional hazards regression models were used to obtain age- and sex-adjusted estimates. The obtained estimates were pooled using fixed-effect meta-analysis. The primary outcome was composite of myocardial infarction and CHD death. Secondary outcomes included any stroke, ischemic stroke, coronary revascularization, cardiovascular mortality, and all-cause mortality. RESULTS The studies included 69 681 individuals of whom 3190 (4.6%) were either heterozygous or homozygous (n=47) carriers of factor V Leiden. Median follow-up per study ranged from 1.0 to 10.6 years. A total of 20 studies with 61 147 participants and 6849 events contributed to analyses of the primary outcome. Factor V Leiden was not associated with the combined outcome of myocardial infarction and CHD death (hazard ratio, 1.03 [95% CI, 0.92-1.16]; I2=28%; P-heterogeneity=0.12). Subgroup analysis according to baseline characteristics or strata of traditional cardiovascular risk factors did not show relevant differences. Similarly, risk estimates for the secondary outcomes including stroke, coronary revascularization, cardiovascular mortality, and all-cause mortality were also close to identity. CONCLUSIONS Factor V Leiden was not associated with increased risk of subsequent atherothrombotic events and mortality in high-risk participants with established and treated CHD. Routine assessment of factor V Leiden status is unlikely to improve atherothrombotic events risk stratification in this population.
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Affiliation(s)
- Bakhtawar K. Mahmoodi
- St. Antonius Hospital, department of Cardiology, Koekoekslaan 1, 3435CM, Nieuwegein, the Netherlands
- Division of Hemostasis and Thrombosis, Department of Hematology, UMC Groningen, University of Groningen, Groningen, the Netherlands
| | - Vinicius Tragante
- Department of Cardiology, Division Heart and Lungs, UMC Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Marcus E. Kleber
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany
| | - Michael V. Holmes
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit at the University of Oxford, Oxford, UK
- National Institute for Health Research Oxford Biomedical Research Centre, Oxford University Hospital, Oxford, UK
| | - Amand F. Schmidt
- Department of Cardiology, Division Heart and Lungs, UMC Utrecht, Utrecht University, Utrecht, the Netherlands
- Institute of Cardiovascular Science and UCL BHF Research Accelerator, Faculty of Population Health Science, University College London, London, UK
| | - Raymond O. McCubrey
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT, USA
| | - Laurence J. Howe
- Institute of Cardiovascular Science and UCL BHF Research Accelerator, Faculty of Population Health Science, University College London, London, UK
| | - Kenan Direk
- Institute of Cardiovascular Science and UCL BHF Research Accelerator, Faculty of Population Health Science, University College London, London, UK
| | - Hooman Allayee
- Departments of Preventive Medicine and Biochemistry and Molecular Medicine, Keck School of Medicine of USC, Los Angeles, CA 90033, USA
| | - Ekaterina V. Baranova
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht University, Utrecht, the Netherlands
| | - Peter S. Braund
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, UK
- NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Groby Road, Leicester, LE3 9QP, UK
| | - Graciela E. Delgado
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany
| | | | | | - Yan Gong
- University of Florida, Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, 1333 Center Drive, Gainesville, FL 32608, USA
| | - Jaana Hartiala
- Departments of Preventive Medicine and Biochemistry and Molecular Medicine, Keck School of Medicine of USC, Los Angeles, CA 90033, USA
- Institute for Genetic Medicine, Keck School of Medicine of USC, Los Angeles, CA 90033, USA
| | - Mahyar Heydarpour
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA
- Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Gerard Pasterkamp
- Department of Clinical Chemistry, UMC Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Salma Kotti
- Assistance Publique-Hôpitaux de Paris (APHP), Department of Clinical Pharmacology, Platform of Clinical Research of East Paris (URCEST-CRCEST-CRB HUEP-UPMC), Paris, France
| | - Pekka Kuukasjärvi
- Department of Cardio-Thoracic Surgery, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Techonology, Tampere University, Arvo Ylpön katu 34, Tampere 33014, Finland
| | - Petra A. Lenzini
- Washington University School of Medicine, Department of Genetics, Statistical Genomics Division, Saint Louis, Missouri, USA
| | - Daniel Levin
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee DD1 9SY, Scotland, UK
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Arvo Ylpön katu 34, Tampere 33014, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Techonology, Tampere University, Tampere 33014, Finland
| | - Jochen D. Muehlschlegel
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA
- Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Christopher P. Nelson
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, UK
- NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Groby Road, Leicester, LE3 9QP, UK
| | - Kjell Nikus
- Department of Cardiology, Heart Center, Tampere University Hospital, Ensitie 4, 33520 Tampere, Finland
- Department of Cardiology, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere 33014, Finland
| | - Anna P. Pilbrow
- The Christchurch Heart Institute, University of Otago Christchurch, PO Box 4345, Christchurch 8140, New Zealand
| | - W.H.Wilson Tang
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institue, Cleveland Clinic, Cleveland, OH 44106, USA
- Department of Cardiovascular Medicine, Heart and Vascular Institute, Cleveland Clinic, Cleveland, OH 44106, USA
| | - Sander W. van der Laan
- Central Diagnostics Laboratory, Division Laboratories, Pharmacy, and Biomedical Genetics, UMC Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Jessica van Setten
- Department of Cardiology, Division Heart and Lungs, UMC Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Ragnar O. Vilmundarson
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, Ontario, Canada
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ontario, Canada
| | - John Deanfield
- Institute of Cardiovascular Science and UCL BHF Research Accelerator, Faculty of Population Health Science, University College London, London, UK
| | - Panos Deloukas
- William Harvey Research Institute, Barts and the London Medical School, Queen Mary University of London, London, UK
- Centre for Genomic Health, Queen Mary University of London, London, UK
| | - Frank Dudbridge
- Department of Health Sciences, University of Leicester, Leicester, UK
| | - Stefan James
- Uppsala Clinical Research Center, Uppsala, Sweden
- Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Ify R Mordi
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee DD1 9SY, Scotland, UK
| | - Andrej Teren
- Heart Center Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Thomas O. Bergmeijer
- St. Antonius Hospital, department of Cardiology, Koekoekslaan 1, 3435CM, Nieuwegein, the Netherlands
| | - Simon C. Body
- Department of Anaesthesiology, Boston University School of Medicine, 750 Albany St, Boston, MA 02118, USA
| | - Michiel Bots
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht and Utrecht University, Utrecht, the Netherlands
| | - Ralph Burkhardt
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
- Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Regensburg, Germany
| | - Rhonda M. Cooper-DeHoff
- University of Florida, Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, 1333 Center Drive, Gainesville, FL 32608, USA
- College of Medicine, Division of Cardiovascular Medicine, University of Florida, 1600 SW Archer Road/Box 100277, Gainesville, FL 32610, USA
| | - Sharon Cresci
- Washington University School of Medicine, Department of Genetics, Statistical Genomics Division, Saint Louis, Missouri, USA
- Washington University School of Medicine, Department of Medicine, Cardiovascular Division, Saint Louis, Missouri, USA
| | - Nicolas Danchin
- Assistance Publique-Hôpitaux de Paris (APHP), Department of Cardiology, Hôpital Européen Georges Pompidou, 75015 Paris, France; FACT (french Alliance for cardiovascular trials); Université Paris Descartes, Paris, France
- Université Paris-Descartes, Paris, France
| | - Robert N. Doughty
- Heart Health Research Group, University of Auckland, Private Bag 92019, Auckland 1142, New Zealand
| | - Diederick E. Grobbee
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht and Utrecht University, Utrecht, the Netherlands
| | - Emil Hagström
- Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
- Uppsala University, Dept of Cardiology, Uppsala, Sweden and Uppsala Clinical Research Center, Uppsala, Sweden
| | - Stanley L. Hazen
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institue, Cleveland Clinic, Cleveland, OH 44106, USA
- Department of Cardiovascular Medicine, Heart and Vascular Institute, and Center for Microbiome and Human Health, Cleveland Clinic, Cleveland, OH 44106, USA
| | - Claes Held
- Uppsala Clinical Research Center, Uppsala, Sweden
- Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Imo E. Hoefer
- Department of Clinical Chemistry and Hematology, UMC Utrecht, Utrecht University, Utrecht, the Netherlands
| | - G. Kees Hovingh
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Julie A. Johnson
- University of Florida, Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, 1333 Center Drive, Gainesville, FL 32608, USA
- College of Medicine, Division of Cardiovascular Medicine, University of Florida, 1600 SW Archer Road/Box 100277, Gainesville, FL 32610, USA
| | - Marcin P. Kaczor
- Department of Internal Medicine, Jagiellonian University Medical College, 8 Skawinska Str, 31-066 Kraków, Poland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, FM1 3rd floor, Tampere 33521, Finland
- Department of Clinical Physiology, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Techonology, Tampere University, Tampere 33014, Finland
| | - Olaf H. Klungel
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht University, Utrecht, the Netherlands
| | - Jari O. Laurikka
- Department of Cardio-Thoracic Surgery, Heart Center, Tampere University Hospital, Arvo Ylpön katu 6, Tampere 33521, Finland
- Department of Cardio-Thoracic Surgery, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Techonology, Tampere University, Tampere 33014, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Arvo Ylpön katu 34, Tampere 33014, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Techonology, Tampere University, Tampere 33014, Finland
| | - Anke H. Maitland-van der Zee
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht University, Utrecht, the Netherlands
- Department of Respiratory Medicine, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Ruth McPherson
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, Ontario, Canada
- Departments of Medicine and Biochemistry, Microbiology and Immunology, University of Ottawa, Ontario, Canada
| | - Colin N. Palmer
- Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, Division of Molecular and Clinical Medicine, Level 5, Mailbox 12, Ninewells Hospital and Medical School, Dundee, UK
| | - Adriaan O. Kraaijeveld
- Department of Cardiology, Division Heart and Lungs, UMC Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Carl J. Pepine
- College of Medicine, Division of Cardiovascular Medicine, University of Florida, 1600 SW Archer Road/Box 100277, Gainesville, FL 32610, USA
| | - Marek Sanak
- Department of Internal Medicine, Jagiellonian University Medical College, 8 Skawinska Str, 31-066 Kraków, Poland
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Markus Scholz
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
| | - Tabassome Simon
- Assistance Publique-Hôpitaux de Paris (APHP), Department of Clinical Pharmacology, Platform of Clinical Research of East Paris (URCEST-CRCEST-CRB HUEP-UPMC), FACT (French Alliance for Cardiovascular trials); Sorbonne Université, Paris-06, France
- Paris-Sorbonne University, UPMC-Site St Antoine, 27 Rue Chaligny, 75012, Paris, France
| | - John A. Spertus
- University of Missouri-Kansas City, Kansas City, Missouri, USA
- Saint Luke’s Mid America Heart Institute, 4401 Wornall Road, 9th Floor, Kansas City, MO 64111, USA
| | - Alexandre F. R. Stewart
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, Ontario, Canada
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ontario, Canada
| | - Wojciech Szczeklik
- Department of Internal Medicine, Jagiellonian University Medical College, 8 Skawinska Str, 31-066 Kraków, Poland
| | - Joachim Thiery
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany
| | - Frank L.J. Visseren
- Department of Vascular Medicine, University Medical Center Utrecht and Utrecht University, Utrecht, the Netherlands
| | | | - A. Mark Richards
- The Christchurch Heart Institute, University of Otago Christchurch, PO Box 4345, Christchurch 8140, New Zealand
- Cardiovascular Research Institute, National University of Singapore, 1 E Kent Ridge Road, Singapore
| | - Chim C. Lang
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee DD1 9SY, Scotland, UK
| | - Vicky A. Cameron
- The Christchurch Heart Institute, University of Otago Christchurch, PO Box 4345, Christchurch 8140, New Zealand
| | - Axel Åkerblom
- Uppsala Clinical Research Center, Uppsala, Sweden
- Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Guillaume Pare
- McMaster University, Department of Pathology and Molecular Medicine, Hamilton, Canada
- Population Health Research Institute, Hamilton, ON L8L 2X2, Canada
| | - Winfried März
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany
- Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Nilesh J. Samani
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, UK
- NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Groby Road, Leicester, LE3 9QP, UK
| | - Aroon D. Hingorani
- Institute of Cardiovascular Science and UCL BHF Research Accelerator, Faculty of Population Health Science, University College London, London, UK
| | - Jurriën M. ten Berg
- St. Antonius Hospital, department of Cardiology, Koekoekslaan 1, 3435CM, Nieuwegein, the Netherlands
| | - Lars Wallentin
- Uppsala Clinical Research Center, Uppsala, Sweden
- Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Folkert W. Asselbergs
- Department of Cardiology, Division Heart and Lungs, UMC Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Riyaz Patel
- Institute of Cardiovascular Science and UCL BHF Research Accelerator, Faculty of Population Health Science, University College London, London, UK
- Bart’s Heart Centre, St Bartholomew’s Hospital, London, EC1A2DA, UK
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Morieri ML, Shah HS, Sjaarda J, Lenzini PA, Campbell H, Motsinger-Reif AA, Gao H, Lovato L, Prudente S, Pandolfi A, Pezzolesi MG, Sigal RJ, Paré G, Marcovina SM, Rotroff DM, Patorno E, Mercuri L, Trischitta V, Chew EY, Kraft P, Buse JB, Wagner MJ, Cresci S, Gerstein HC, Ginsberg HN, Mychaleckyj JC, Doria A. PPARA Polymorphism Influences the Cardiovascular Benefit of Fenofibrate in Type 2 Diabetes: Findings From ACCORD-Lipid. Diabetes 2020; 69:771-783. [PMID: 31974142 PMCID: PMC7085251 DOI: 10.2337/db19-0973] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2019] [Accepted: 01/21/2020] [Indexed: 02/06/2023]
Abstract
The cardiovascular benefits of fibrates have been shown to be heterogeneous and to depend on the presence of atherogenic dyslipidemia. We investigated whether genetic variability in the PPARA gene, coding for the pharmacological target of fibrates (PPAR-α), could be used to improve the selection of patients with type 2 diabetes who may derive cardiovascular benefit from addition of this treatment to statins. We identified a common variant at the PPARA locus (rs6008845, C/T) displaying a study-wide significant influence on the effect of fenofibrate on major cardiovascular events (MACE) among 3,065 self-reported white subjects treated with simvastatin and randomized to fenofibrate or placebo in the ACCORD-Lipid trial. T/T homozygotes (36% of participants) experienced a 51% MACE reduction in response to fenofibrate (hazard ratio 0.49; 95% CI 0.34-0.72), whereas no benefit was observed for other genotypes (P interaction = 3.7 × 10-4). The rs6008845-by-fenofibrate interaction on MACE was replicated in African Americans from ACCORD (N = 585, P = 0.02) and in external cohorts (ACCORD-BP, ORIGIN, and TRIUMPH, total N = 3059, P = 0.005). Remarkably, rs6008845 T/T homozygotes experienced a cardiovascular benefit from fibrate even in the absence of atherogenic dyslipidemia. Among these individuals, but not among carriers of other genotypes, fenofibrate treatment was associated with lower circulating levels of CCL11-a proinflammatory and atherogenic chemokine also known as eotaxin (P for rs6008845-by-fenofibrate interaction = 0.003). The GTEx data set revealed regulatory functions of rs6008845 on PPARA expression in many tissues. In summary, we have found a common PPARA regulatory variant that influences the cardiovascular effects of fenofibrate and that could be used to identify patients with type 2 diabetes who would derive benefit from fenofibrate treatment, in addition to those with atherogenic dyslipidemia.
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Affiliation(s)
- Mario Luca Morieri
- Research Division, Joslin Diabetes Center, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
- Department of Medicine, University of Padova, Padova, Italy
| | - Hetal S Shah
- Research Division, Joslin Diabetes Center, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
| | - Jennifer Sjaarda
- McMaster University and Population Health Research Institute, Hamilton, Ontario, Canada
| | - Petra A Lenzini
- Department of Genetics, Washington University School of Medicine, St. Louis, MO
| | - Hannah Campbell
- Department of Genetics, Washington University School of Medicine, St. Louis, MO
- Department of Medicine, Washington University School of Medicine, St. Louis, MO
| | - Alison A Motsinger-Reif
- Biostatistics and Computational Biology Branch, National Institute of Environmental Health Sciences, Durham, NC
| | - He Gao
- Research Division, Joslin Diabetes Center, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
| | - Laura Lovato
- Wake Forest School of Medicine, Winston Salem, NC
| | - Sabrina Prudente
- Research Unit of Metabolic and Cardiovascular Diseases, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Assunta Pandolfi
- Department of Medical, Oral and Biotechnological Sciences, University "G. d'Annunzio," Chieti, Italy
| | - Marcus G Pezzolesi
- Division of Nephrology and Hypertension and Diabetes and Metabolism Center, University of Utah, Salt Lake City, UT
| | - Ronald J Sigal
- Departments of Medicine, Cardiac Sciences, and Community Health Sciences, Cumming School of Medicine, Faculties of Medicine and Kinesiology, University of Calgary, Calgary, Alberta, Canada
| | - Guillaume Paré
- McMaster University and Population Health Research Institute, Hamilton, Ontario, Canada
| | - Santica M Marcovina
- Department of Medicine, University of Washington, and Northwest Lipid Metabolism and Diabetes Research Laboratories, Seattle, WA
| | - Daniel M Rotroff
- Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, OH
| | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA
| | - Luana Mercuri
- Research Unit of Metabolic and Cardiovascular Diseases, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Vincenzo Trischitta
- Research Unit of Metabolic and Cardiovascular Diseases, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
- Department of Experimental Medicine, "Sapienza" University, Rome, Italy
| | - Emily Y Chew
- Division of Epidemiology and Clinical Applications, National Eye Institute, National Institutes of Health, Bethesda, MD
| | - Peter Kraft
- Departments of Epidemiology and Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA
| | - John B Buse
- Department of Medicine, University of North Carolina School of Medicine, Chapel Hill, NC
| | - Michael J Wagner
- Center for Pharmacogenomics and Individualized Therapy, University of North Carolina at Chapel Hill, Chapel Hill, NC
| | - Sharon Cresci
- Department of Genetics, Washington University School of Medicine, St. Louis, MO
- Department of Medicine, Washington University School of Medicine, St. Louis, MO
| | - Hertzel C Gerstein
- McMaster University and Population Health Research Institute, Hamilton, Ontario, Canada
| | - Henry N Ginsberg
- Irving Institute for Clinical and Translational Research, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY
| | - Josyf C Mychaleckyj
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA
| | - Alessandro Doria
- Research Division, Joslin Diabetes Center, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
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3
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Tang Y, Lenzini PA, Pop-Busui R, Ray PR, Campbell H, Perkins BA, Callaghan B, Wagner MJ, Motsinger-Reif AA, Buse JB, Price TJ, Mychaleckyj JC, Cresci S, Shah H, Doria A. A Genetic Locus on Chromosome 2q24 Predicting Peripheral Neuropathy Risk in Type 2 Diabetes: Results From the ACCORD and BARI 2D Studies. Diabetes 2019; 68:1649-1662. [PMID: 31127053 PMCID: PMC6692816 DOI: 10.2337/db19-0109] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Accepted: 05/13/2019] [Indexed: 12/17/2022]
Abstract
Genetic factors have been postulated to be involved in the etiology of diabetic peripheral neuropathy (DPN), but their identity remains mostly unknown. The aim of this study was to conduct a systematic search for genetic variants influencing DPN risk using two well-characterized cohorts. A genome-wide association study (GWAS) testing 6.8 million single nucleotide polymorphisms was conducted among participants of the Action to Control Cardiovascular Risk in Diabetes (ACCORD) clinical trial. Included were 4,384 white case patients with type 2 diabetes (T2D) and prevalent or incident DPN (defined as a Michigan Neuropathy Screening Instrument clinical examination score >2.0) and 784 white control subjects with T2D and no evidence of DPN at baseline or during follow-up. Replication of significant loci was sought among white subjects with T2D (791 DPN-positive case subjects and 158 DPN-negative control subjects) from the Bypass Angioplasty Revascularization Investigation in Type 2 Diabetes (BARI 2D) trial. Association between significant variants and gene expression in peripheral nerves was evaluated in the Genotype-Tissue Expression (GTEx) database. A cluster of 28 SNPs on chromosome 2q24 reached GWAS significance (P < 5 × 10-8) in ACCORD. The minor allele of the lead SNP (rs13417783, minor allele frequency = 0.14) decreased DPN odds by 36% (odds ratio [OR] 0.64, 95% CI 0.55-0.74, P = 1.9 × 10-9). This effect was not influenced by ACCORD treatment assignments (P for interaction = 0.6) or mediated by an association with known DPN risk factors. This locus was successfully validated in BARI 2D (OR 0.57, 95% CI 0.42-0.80, P = 9 × 10-4; summary P = 7.9 × 10-12). In GTEx, the minor, protective allele at this locus was associated with higher tibial nerve expression of an adjacent gene (SCN2A) coding for human voltage-gated sodium channel NaV1.2 (P = 9 × 10-4). To conclude, we have identified and successfully validated a previously unknown locus with a powerful protective effect on the development of DPN in T2D. These results may provide novel insights into DPN pathogenesis and point to a potential target for novel interventions.
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Affiliation(s)
- Yaling Tang
- Research Division, Joslin Diabetes Center, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
| | - Petra A Lenzini
- Department of Genetics, Washington University School of Medicine, St. Louis, MO
| | - Rodica Pop-Busui
- Division of Metabolism, Endocrinology and Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Pradipta R Ray
- School of Behavioral and Brain Sciences and Center for Advanced Pain Studies, The University of Texas at Dallas, Richardson, TX
| | - Hannah Campbell
- Department of Genetics, Washington University School of Medicine, St. Louis, MO
- Department of Medicine, Washington University School of Medicine, St. Louis, MO
| | - Bruce A Perkins
- Leadership Sinai Centre for Diabetes, Sinai Health System, and Division of Endocrinology and Metabolism, University of Toronto, Toronto, Ontario, Canada
| | - Brian Callaghan
- Department of Neurology, University of Michigan, Ann Arbor, MI
| | - Michael J Wagner
- Center for Pharmacogenomics and Individualized Therapy, University of North Carolina at Chapel Hill, Chapel Hill, NC
| | - Alison A Motsinger-Reif
- Bioinformatics Research Center, and Department of Statistics, North Carolina State University, Raleigh, NC
| | - John B Buse
- Department of Medicine, University of North Carolina School of Medicine, Chapel Hill, NC
| | - Theodore J Price
- School of Behavioral and Brain Sciences and Center for Advanced Pain Studies, The University of Texas at Dallas, Richardson, TX
| | - Josyf C Mychaleckyj
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA
| | - Sharon Cresci
- Department of Genetics, Washington University School of Medicine, St. Louis, MO
- Department of Medicine, Washington University School of Medicine, St. Louis, MO
| | - Hetal Shah
- Research Division, Joslin Diabetes Center, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
| | - Alessandro Doria
- Research Division, Joslin Diabetes Center, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
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Patel RS, Tragante V, Schmidt AF, McCubrey RO, Holmes MV, Howe LJ, Direk K, Åkerblom A, Leander K, Virani SS, Kaminski KA, Muehlschlegel JD, Allayee H, Almgren P, Alver M, Baranova EV, Behloui H, Boeckx B, Braund PS, Breitling LP, Delgado G, Duarte NE, Dubé MP, Dufresne L, Eriksson N, Foco L, Scholz M, Gijsberts CM, Glinge C, Gong Y, Hartiala J, Heydarpour M, Hubacek JA, Kleber M, Kofink D, Kotti S, Kuukasjärvi P, Lee VV, Leiherer A, Lenzini PA, Levin D, Lyytikäinen LP, Martinelli N, Mons U, Nelson CP, Nikus K, Pilbrow AP, Ploski R, Sun YV, Tanck MWT, Tang WHW, Trompet S, van der Laan SW, Van Setten J, Vilmundarson RO, Viviani Anselmi C, Vlachopoulou E, Al Ali L, Boerwinkle E, Briguori C, Carlquist JF, Carruthers KF, Casu G, Deanfield J, Deloukas P, Dudbridge F, Engstrøm T, Fitzpatrick N, Fox K, Gigante B, James S, Lokki ML, Lotufo PA, Marziliano N, Mordi IR, Muhlestein JB, Newton-Cheh C, Pitha J, Saely CH, Samman-Tahhan A, Sandesara PB, Teren A, Timmis A, Van de Werf F, Wauters E, Wilde AAM, Ford I, Stott DJ, Algra A, Andreassi MG, Ardissino D, Arsenault BJ, Ballantyne CM, Bergmeijer TO, Bezzina CR, Body SC, Boersma EH, Bogaty P, Bots ML, Brenner H, Brugts JJ, Burkhardt R, Carpeggiani C, Condorelli G, Cooper-DeHoff RM, Cresci S, Danchin N, de Faire U, Doughty RN, Drexel H, Engert JC, Fox KAA, Girelli D, Grobbee DE, Hagström E, Hazen SL, Held C, Hemingway H, Hoefer IE, Hovingh GK, Jabbari R, Johnson JA, Jukema JW, Kaczor MP, Kähönen M, Kettner J, Kiliszek M, Klungel OH, Lagerqvist B, Lambrechts D, Laurikka JO, Lehtimäki T, Lindholm D, Mahmoodi BK, Maitland-van der Zee AH, McPherson R, Melander O, Metspalu A, Niemcunowicz-Janica A, Olivieri O, Opolski G, Palmer CN, Pasterkamp G, Pepine CJ, Pereira AC, Pilote L, Quyyumi AA, Richards AM, Sanak M, Siegbahn A, Simon T, Sinisalo J, Smith JG, Spertus JA, Stender S, Stewart AFR, Szczeklik W, Szpakowicz A, Tardif JC, Ten Berg JM, Tfelt-Hansen J, Thanassoulis G, Thiery J, Torp-Pedersen C, van der Graaf Y, Visseren FLJ, Waltenberger J, Weeke PE, Van der Harst P, Lang CC, Sattar N, Cameron VA, Anderson JL, Brophy JM, Pare G, Horne BD, März W, Wallentin L, Samani NJ, Hingorani AD, Asselbergs FW. Subsequent Event Risk in Individuals With Established Coronary Heart Disease. Circ Genom Precis Med 2019; 12:e002470. [PMID: 30896328 PMCID: PMC6629546 DOI: 10.1161/circgen.119.002470] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Supplemental Digital Content is available in the text. Background: The Genetics of Subsequent Coronary Heart Disease (GENIUS-CHD) consortium was established to facilitate discovery and validation of genetic variants and biomarkers for risk of subsequent CHD events, in individuals with established CHD. Methods: The consortium currently includes 57 studies from 18 countries, recruiting 185 614 participants with either acute coronary syndrome, stable CHD, or a mixture of both at baseline. All studies collected biological samples and followed-up study participants prospectively for subsequent events. Results: Enrollment into the individual studies took place between 1985 to present day with a duration of follow-up ranging from 9 months to 15 years. Within each study, participants with CHD are predominantly of self-reported European descent (38%–100%), mostly male (44%–91%) with mean ages at recruitment ranging from 40 to 75 years. Initial feasibility analyses, using a federated analysis approach, yielded expected associations between age (hazard ratio, 1.15; 95% CI, 1.14–1.16) per 5-year increase, male sex (hazard ratio, 1.17; 95% CI, 1.13–1.21) and smoking (hazard ratio, 1.43; 95% CI, 1.35–1.51) with risk of subsequent CHD death or myocardial infarction and differing associations with other individual and composite cardiovascular endpoints. Conclusions: GENIUS-CHD is a global collaboration seeking to elucidate genetic and nongenetic determinants of subsequent event risk in individuals with established CHD, to improve residual risk prediction and identify novel drug targets for secondary prevention. Initial analyses demonstrate the feasibility and reliability of a federated analysis approach. The consortium now plans to initiate and test novel hypotheses as well as supporting replication and validation analyses for other investigators.
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Affiliation(s)
- Riyaz S Patel
- Institute of Cardiovascular Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A), Faculty of Population Health Science, University College London, United Kingdom.,Bart's Heart Centre, St Bartholomew's Hospital, London (R.S.P., J.D., A. Timmis)
| | - Vinicius Tragante
- Division of Heart and Lungs, Department of Cardiology (V.T., A.F.S.,D.K.,F.W.A.), UMC Utrecht, the Netherlands
| | - Amand F Schmidt
- Institute of Cardiovascular Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A), Faculty of Population Health Science, University College London, United Kingdom.,Division of Heart and Lungs, Department of Cardiology (V.T., A.F.S.,D.K.,F.W.A.), UMC Utrecht, the Netherlands
| | - Raymond O McCubrey
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT (R.O.M., J.F.C., J.B.M., J.L.A., B.D.H)
| | - Michael V Holmes
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, Medical Research Council Population Health Research Unit, University of Oxford, United Kingdom (M.V.H).,National Institute for Health Research Oxford Biomedical Research Centre, Oxford University Hospital, United Kingdom (M.V.H.)
| | - Laurence J Howe
- Institute of Cardiovascular Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A), Faculty of Population Health Science, University College London, United Kingdom
| | - Kenan Direk
- Institute of Cardiovascular Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A), Faculty of Population Health Science, University College London, United Kingdom
| | - Axel Åkerblom
- Uppsala Clinical Research Center, Sweden (A. Åkerblom, N.E., S.J., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.).,Division of Cardiology, Department of Medical Sciences (A. Åkerblom, C.H., D. Lindholm, S.J., B.L., L.W.), Uppsala University, Sweden
| | - Karin Leander
- Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden (K.L., B.G., U.d.F.)
| | - Salim S Virani
- Section of Cardiology, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX (S.S.V.).,Section of Cardiovascular Research, Department of Medicine, Baylor College of Medicine, Houston, TX (S.S.V., C.M.B.)
| | - Karol A Kaminski
- Department of Population Medicine and Civilization Disease Prevention (K.A.K.), Medical University of Bialystok, Poland.,Department of Cardiology (K.A.K., A. Szpakowicz), Medical University of Bialystok, Poland
| | - Jochen D Muehlschlegel
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women's Hospital, Boston, MA (J.D.M., M.H.).,Harvard Medical School, Boston, MA (J.D.M., M.H., S.C.B)
| | - Hooman Allayee
- Departments of Preventive Medicine and Biochemistry and Molecular Medicine (H.A., J.H.), Keck School of Medicine of USC, Los Angeles, CA
| | - Peter Almgren
- Department of Clinical Sciences, Lund University, Malmö, Sweden (P.A., O.M.)
| | - Maris Alver
- Estonian Genome Centre, Department of Biotechnology, Institute of Genomics, Institute of Molecular and Cell Biology, University of Tartu, Estonia (M.A., A.M.)
| | - Ekaterina V Baranova
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht University, the Netherlands (E.V.B., O.H.K., A.H.M.-v.d.Z.)
| | - Hassan Behloui
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC, Canada (H.B., L.D., L.P., G.T., J.M.B.)
| | - Bram Boeckx
- Laboratory for Translational Genetics, Department of Human Genetics (B.B., D. Lambrechts), Katholieke Universiteit Leuven, Belgium.,Laboratory for Translational Genetics, VIB Center for Cancer Biology, Belgium (B.B., D. Lambrechts)
| | - Peter S Braund
- Department of Cardiovascular Sciences, BHF Cardiovascular Research Centre, University of Leicester, United Kingdom (P.S.B., C.P.N., N.J.S.).,NIHR Leicester Biomedical Research Centre, Glenfield Hospital, United Kingdom (P.S.B., C.P.N., N.J.S.)
| | - Lutz P Breitling
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg (L.P.B., U.M.)
| | - Graciela Delgado
- Fifth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Germany (G.D., M. Kleber, W.M.)
| | - Nubia E Duarte
- Heart Institute, University of Sao Paulo, Brazil (N.E.D., A.C.P.)
| | - Marie-Pierre Dubé
- Montreal Heart Institute, OC, Canada (M.-P.D., J.-C.T.).,Faculty of Medicine, Université de Montréal, QC, Canada (M.-P.D., J.-C.T.)
| | - Line Dufresne
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC, Canada (H.B., L.D., L.P., G.T., J.M.B.).,Preventive and Genomic Cardiology, McGill University Health Centre, Montreal, QC, Canada (L.D., J.C.E., G.T.)
| | - Niclas Eriksson
- Uppsala Clinical Research Center, Sweden (A. Åkerblom, N.E., S.J., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.)
| | - Luisa Foco
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, Italy (L.F.)
| | - Markus Scholz
- Institute for Medical Informatics, Statistics, and Epidemiology (M.S.), University of Leipzig, Germany.,LIFE Research Centre for Civilization Diseases (M.S., A. Teren, R.B., J.T.), University of Leipzig, Germany
| | - Crystel M Gijsberts
- Laboratory of Experimental Cardiology (C.M.G.), UMC Utrecht, the Netherlands
| | - Charlotte Glinge
- Department of Cardiology, The Heart Centre, Copenhagen University Hospital, Rigshospitalet (C.G., T.E., R.J.).,Amsterdam UMC, University of Amsterdam, Clinical and Experimental Cardiology, Amsterdam Cardiovascular Sciences, AMC Heart Center, the Netherlands (C.G., A.A.M.W., C.R.B.)
| | - Yan Gong
- Department of Pharmacotherapy and Translational Research, Centre for Pharmacogenomics (Y.G., R.M.C.-D., J.A.J.), University of Florida, Gainesville
| | - Jaana Hartiala
- Institute for Genetic Medicine (J.H.), Keck School of Medicine of USC, Los Angeles, CA
| | - Mahyar Heydarpour
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women's Hospital, Boston, MA (J.D.M., M.H.).,Harvard Medical School, Boston, MA (J.D.M., M.H., S.C.B)
| | - Jaroslav A Hubacek
- Centre for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic (J.A.H., J.P.)
| | - Marcus Kleber
- Fifth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Germany (G.D., M. Kleber, W.M.)
| | - Daniel Kofink
- Division of Heart and Lungs, Department of Cardiology (V.T., A.F.S.,D.K.,F.W.A.), UMC Utrecht, the Netherlands
| | - Salma Kotti
- Assistance Publique-Hôpitaux de Paris (AP-HP), Department of Clinical Pharmacology, Platform of Clinical Research of East Paris (URCEST-CRCEST-CRB HUEP-UPMC), France (S.K.)
| | - Pekka Kuukasjärvi
- Department of Cardio-Thoracic Surgery (P.K.), University of Tampere, Finland
| | - Vei-Vei Lee
- Department of Biostatistics and Epidemiology, Texas Heart Institute, Houston (V.-V.L.)
| | - Andreas Leiherer
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria (A. Leiherer, C.H.S., H.D.).,Private University of the Principality of Liechtenstein, Triesen (A. Leiherer, C.H.S., H.D.).,Medical Central Laboratories, Feldkirch, Austria (A. Leiherer)
| | - Petra A Lenzini
- Statistical Genomics Division, Department of Genetics (P.A. Lenzini, S.C.), Washington University School of Medicine, Saint Louis, MO
| | - Daniel Levin
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Scotland, United Kingdom (D. Levin, I.R.M., C.C.L.)
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry (L.-P.L., T.L.), University of Tampere, Finland.,Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland (L.-P.L., T.L.)
| | - Nicola Martinelli
- Department of Medicine, University of Verona, Italy (N.M., D.G., O.O.)
| | - Ute Mons
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg (L.P.B., U.M.)
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, BHF Cardiovascular Research Centre, University of Leicester, United Kingdom (P.S.B., C.P.N., N.J.S.).,NIHR Leicester Biomedical Research Centre, Glenfield Hospital, United Kingdom (P.S.B., C.P.N., N.J.S.)
| | - Kjell Nikus
- Department of Cardiology (K.N.), University of Tampere, Finland.,Department of Cardiology, Heart Center (K.N.), Tampere University Hospital, Finland
| | - Anna P Pilbrow
- The Christchurch Heart Institute, University of Otago Christchurch, New Zealand (A.P.P., A.M.R., V.A.C.)
| | - Rafal Ploski
- Department of Medical Genetics (R. Ploski), Medical University of Warsaw, Poland
| | - Yan V Sun
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA (Y.V.S.).,Department of Biomedical Informatics (Y.V.S.), Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA
| | - Michael W T Tanck
- Amsterdam UMC, University of Amsterdam, Clinical Epidemiology and Biostatistics, The Netherlands (M.W.T.T.)
| | - W H Wilson Tang
- Department of Cellular and Molecular Medicine, Lerner Research Institute, Cleveland Clinic, OH (W.H.W.T., S.L.H.).,Department of Cardiovascular Medicine, Heart and Vascular Institute, and Centre for Clinical Genomics, Cleveland Clinic, OH (W.H.W.T.)
| | - Stella Trompet
- Section of Gerontology and Geriatrics, Department of Internal Medicine (S.T.), Leiden University Medical Centre, the Netherlands.,Department of Cardiology (S.T., J.W.J.), Leiden University Medical Centre, the Netherlands
| | - Sander W van der Laan
- Division Laboratories, Pharmacy, and Biomedical Genetics, Laboratory of Clinical Chemistry and Hematology (S.W.v.d.L.), UMC Utrecht, Utrecht University, the Netherlands
| | - Jessica Van Setten
- Division Heart and Lungs, Department of Cardiology, UMC Utrecht, University of Utrecht, the Netherlands (J.V.S.)
| | - Ragnar O Vilmundarson
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, ON, Canada (R.O.V., R.M., A.F.R.S.).,Department of Biochemistry, Microbiology and Immunology (R.O.V., A.F.R.S.), University of Ottawa, ON, Canada
| | - Chiara Viviani Anselmi
- Department of Cardiovascular Medicine, Humanitas Clinical and Research Centre, Milan, Italy (C.V.A., G.C.)
| | - Efthymia Vlachopoulou
- Transplantation Laboratory (E.V., M.-L.L.), Helsinki University Hospital and University of Helsinki, Finland
| | - Lawien Al Ali
- University Medical Centre, University of Groningen, the Netherlands (L.A.A., P.V.d.H.)
| | | | | | - John F Carlquist
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT (R.O.M., J.F.C., J.B.M., J.L.A., B.D.H).,Cardiology Division, Department of Internal Medicine (J.F.C., J.B.M., J.L.A.), University of Utah, Salt Lake City
| | | | - Gavino Casu
- Department of Cardiovascular Medicine, Humanitas Clinical and Research Centre, Milan, Italy (C.V.A., G.C.).,ATS Sardegna, ASSL Nuoro-Ospedale San Francesco, Nuoro, Italy (G.C.).,Department of Biomedical Sciences, Humanitas University, Milan, Italy (G.C.)
| | - John Deanfield
- Institute of Cardiovascular Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A), Faculty of Population Health Science, University College London, United Kingdom.,Bart's Heart Centre, St Bartholomew's Hospital, London (R.S.P., J.D., A. Timmis)
| | - Panos Deloukas
- William Harvey Research Institute, Barts and the London Medical School (P.D), Queen Mary University of London, United Kingdom.,Centre for Genomic Health (P.D.), Queen Mary University of London, United Kingdom
| | - Frank Dudbridge
- Department of Health Sciences, University of Leicester, United Kingdom (F.D.)
| | - Thomas Engstrøm
- Department of Cardiology, The Heart Centre, Copenhagen University Hospital, Rigshospitalet (C.G., T.E., R.J.).,Department of Cardiology, University of Lund, Sweden (T.E.)
| | - Natalie Fitzpatrick
- Institute of Health Informatics (N.F., A. Timmis, H.H., F.W.A.), Faculty of Population Health Science, University College London, United Kingdom
| | - Kim Fox
- National Heart and Lung Institute, Imperial College and Institute of Cardiovascular Medicine and Science, Royal Brompton Hospital, London, United Kingdom (K.F.)
| | - Bruna Gigante
- Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden (K.L., B.G., U.d.F.)
| | - Stefan James
- Uppsala Clinical Research Center, Sweden (A. Åkerblom, N.E., S.J., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.).,Division of Cardiology, Department of Medical Sciences (A. Åkerblom, C.H., D. Lindholm, S.J., B.L., L.W.), Uppsala University, Sweden
| | - Marja-Liisa Lokki
- Transplantation Laboratory (E.V., M.-L.L.), Helsinki University Hospital and University of Helsinki, Finland
| | - Paulo A Lotufo
- Centro de Pesquisa Clinica, Hospital Universitario, Universidade de Sao Paulo, São Paulo, Brazil (P.A. Lotufo, )
| | | | - Ify R Mordi
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Scotland, United Kingdom (D. Levin, I.R.M., C.C.L.)
| | - Joseph B Muhlestein
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT (R.O.M., J.F.C., J.B.M., J.L.A., B.D.H).,Cardiology Division, Department of Internal Medicine (J.F.C., J.B.M., J.L.A.), University of Utah, Salt Lake City
| | - Christopher Newton-Cheh
- Cardiovascular Research Center, Center for Human Genetic Research, Massachusetts General Hospital, Boston (C.N.-C.).,Program in Medical and Population Genetics, Broad Institute, Cambridge, MA (C.N.-C.)
| | - Jan Pitha
- Centre for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic (J.A.H., J.P.)
| | - Christoph H Saely
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria (A. Leiherer, C.H.S., H.D.).,Private University of the Principality of Liechtenstein, Triesen (A. Leiherer, C.H.S., H.D.).,Department of Medicine and Cardiology, Academic Teaching Hospital Feldkirch, Austria (C.H.S.)
| | - Ayman Samman-Tahhan
- Division of Cardiology, Department of Medicine (A.S.-T., P.B.S., A.A.Q.), Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA
| | - Pratik B Sandesara
- Division of Cardiology, Department of Medicine (A.S.-T., P.B.S., A.A.Q.), Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA
| | - Andrej Teren
- LIFE Research Centre for Civilization Diseases (M.S., A. Teren, R.B., J.T.), University of Leipzig, Germany.,Heart Centre Leipzig, Germany (A. Teren)
| | - Adam Timmis
- Institute of Health Informatics (N.F., A. Timmis, H.H., F.W.A.), Faculty of Population Health Science, University College London, United Kingdom.,Bart's Heart Centre, St Bartholomew's Hospital, London (R.S.P., J.D., A. Timmis)
| | - Frans Van de Werf
- Department of Cardiovascular Sciences (F.V.d.W.), Katholieke Universiteit Leuven, Belgium
| | - Els Wauters
- Respiratory Oncology Unit, Department of Respiratory Medicine, University Hospitals KU Leuven, Belgium (E.W.)
| | - Arthur A M Wilde
- Amsterdam UMC, University of Amsterdam, Clinical and Experimental Cardiology, Amsterdam Cardiovascular Sciences, AMC Heart Center, the Netherlands (C.G., A.A.M.W., C.R.B.).,Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders, Jeddah, Saudi Arabia (A.A.M.W.)
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, United Kingdom (I.F.)
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, United Kingdom (D.J.S., N.S.)
| | - Ale Algra
- Department of Neurology and Neurosurgery, Brain Centre Rudolf Magnus and Julius Centre for Health Sciences and Primary Care (A. Algra), UMC Utrecht, Utrecht University, the Netherlands
| | | | - Diego Ardissino
- Cardiology Department, Parma University Hospital, Italy (D.A.)
| | - Benoit J Arsenault
- Centre de recherche de l'Institut Universitaire de cardiologie et de pneumologie de Québec, Canada (B.J.A.).,Department of Medicine, Faculty of Medicine, Université Laval, QC, Canada (B.J.A.)
| | - Christie M Ballantyne
- Section of Cardiovascular Research, Department of Medicine, Baylor College of Medicine, Houston, TX (S.S.V., C.M.B.)
| | - Thomas O Bergmeijer
- St Antonius Hospital, Department Cardiology, Nieuwegein, the Netherlands (T.O.B., B.K.M., J.M.t.B.)
| | - Connie R Bezzina
- Amsterdam UMC, University of Amsterdam, Clinical and Experimental Cardiology, Amsterdam Cardiovascular Sciences, AMC Heart Center, the Netherlands (C.G., A.A.M.W., C.R.B.)
| | - Simon C Body
- Harvard Medical School, Boston, MA (J.D.M., M.H., S.C.B).,Department of Anesthesia, Critical Care & Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA (S.B.)
| | - Eric H Boersma
- Department of Cardiology, Erasmus MC, Thoraxcenter (E.H.B., J.J.B.).,Cardiovascular Research School, Erasmus Medical Center (COEUR), Rotterdam, the Netherlands(E.H.B.)
| | - Peter Bogaty
- Laval University, Institute universitaire de cardiologie et de pneumologie de Québec, Canada (P.B.)
| | - Michiel L Bots
- Julius Center for Health Sciences and Primary Care (M.B., D.E.G., Y.v.d.G.), UMC Utrecht, Utrecht University, the Netherlands
| | - Hermann Brenner
- Network Aging Research (NAR), University of Heidelberg (H.B.)
| | - Jasper J Brugts
- Department of Cardiology, Erasmus MC, Thoraxcenter (E.H.B., J.J.B.)
| | - Ralph Burkhardt
- LIFE Research Centre for Civilization Diseases (M.S., A. Teren, R.B., J.T.), University of Leipzig, Germany.,Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Germany (R.B.)
| | | | - Gianluigi Condorelli
- Institute of Cardiovascular Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A), Faculty of Population Health Science, University College London, United Kingdom
| | - Rhonda M Cooper-DeHoff
- Department of Pharmacotherapy and Translational Research, Centre for Pharmacogenomics (Y.G., R.M.C.-D., J.A.J.), University of Florida, Gainesville.,Division of Cardiovascular Medicine, College of Medicine (R.M.C.-D., J.A.J., C.J.P.), University of Florida, Gainesville
| | - Sharon Cresci
- Statistical Genomics Division, Department of Genetics (P.A. Lenzini, S.C.), Washington University School of Medicine, Saint Louis, MO.,Cardiovascular Division, Department of Medicine (S.C.), Washington University School of Medicine, Saint Louis, MO
| | - Nicolas Danchin
- Assistance Publique-Hôpitaux de Paris (AP-HP), Department of Cardiology, Hôpital Européen Georges Pompidou & FACT (French Alliance For Cardiovascular Trials), Université Paris Descartes, France (N.D.).,Université Paris-Descartes, France (N.D.)
| | - Ulf de Faire
- Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden (K.L., B.G., U.d.F.)
| | - Robert N Doughty
- Heart Health Research Group, University of Auckland, New Zealand (R.N.D.)
| | - Heinz Drexel
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria (A. Leiherer, C.H.S., H.D.).,Private University of the Principality of Liechtenstein, Triesen (A. Leiherer, C.H.S., H.D.).,Drexel University College of Medicine, Philadelphia PA (H.D.)
| | - James C Engert
- Research Institute of the McGill University Health Centre, Montreal, QC, Canada (J.C.E.).,Preventive and Genomic Cardiology, McGill University Health Centre, Montreal, QC, Canada (L.D., J.C.E., G.T.).,Division of Cardiology, Department of Medicine, Royal Victoria Hospital, McGill Univ Health Centre, Montreal, QC, Canada (J.C.E., G.T.)
| | - Keith A A Fox
- The University of Edinburgh, United Kingdom (K.A.A.F)
| | - Domenico Girelli
- Department of Medicine, University of Verona, Italy (N.M., D.G., O.O.)
| | - Diederick E Grobbee
- Julius Center for Health Sciences and Primary Care (M.B., D.E.G., Y.v.d.G.), UMC Utrecht, Utrecht University, the Netherlands
| | - Emil Hagström
- Department of Cardiology, Uppsala Clinical Research Centre, Uppsala University, Sweden (E.H.)
| | - Stanley L Hazen
- Department of Cellular and Molecular Medicine, Lerner Research Institute, Cleveland Clinic, OH (W.H.W.T., S.L.H.).,Department of Cardiovascular Medicine, Centre for Microbiome and Human Health, Heart and Vascular Institute, Cleveland Clinic, OH (S.L.H.)
| | - Claes Held
- Uppsala Clinical Research Center, Sweden (A. Åkerblom, N.E., S.J., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.).,Division of Cardiology, Department of Medical Sciences (A. Åkerblom, C.H., D. Lindholm, S.J., B.L., L.W.), Uppsala University, Sweden
| | - Harry Hemingway
- Institute of Cardiovascular Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A), Faculty of Population Health Science, University College London, United Kingdom
| | - Imo E Hoefer
- Department of Clinical Chemistry and Hematology (I.E.H.), UMC Utrecht, the Netherlands
| | - G Kees Hovingh
- Department of Vascular Medicine, Academic Medical Centre, Amsterdam (G.K.H.)
| | - Reza Jabbari
- Department of Cardiology, The Heart Centre, Copenhagen University Hospital, Rigshospitalet (C.G., T.E., R.J.)
| | - Julie A Johnson
- Department of Pharmacotherapy and Translational Research, Centre for Pharmacogenomics (Y.G., R.M.C.-D., J.A.J.), University of Florida, Gainesville.,Division of Cardiovascular Medicine, College of Medicine (R.M.C.-D., J.A.J., C.J.P.), University of Florida, Gainesville
| | - J Wouter Jukema
- Department of Cardiology (S.T., J.W.J.), Leiden University Medical Centre, the Netherlands.,Einthoven Laboratory for Experimental Vascular Medicine, LUMC, Leiden (J.W.J.).,Interuniversity Cardiology Institute of the Netherlands, Utrecht (J.W.J.)
| | - Marcin P Kaczor
- Department of Internal Medicine, Jagiellonian University Medical College, Kraków, Poland (M.P.K., M.S., W.S)
| | - Mika Kähönen
- Department of Clinical Physiology (M. Kähönen), University of Tampere, Finland.,Department of Clinical Physiology (M. Kähönen), Tampere University Hospital, Finland
| | - Jiri Kettner
- Cardiology Centre, Institute for Clinical and Experimental Medicine, Prague, Czech Republic (J.K.)
| | - Marek Kiliszek
- Department of Cardiology and Internal Diseases, Military Institute of Medicine, Warsaw, Poland (M. Kiliszek)
| | - Olaf H Klungel
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht University, the Netherlands (E.V.B., O.H.K., A.H.M.-v.d.Z.)
| | - Bo Lagerqvist
- Uppsala Clinical Research Center, Sweden (A. Åkerblom, N.E., S.J., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.).,Division of Cardiology, Department of Medical Sciences (A. Åkerblom, C.H., D. Lindholm, S.J., B.L., L.W.), Uppsala University, Sweden
| | - Diether Lambrechts
- Laboratory for Translational Genetics, Department of Human Genetics (B.B., D. Lambrechts), Katholieke Universiteit Leuven, Belgium
| | - Jari O Laurikka
- Department of Cardio-Thoracic Surgery, Finnish Cardiovascular Research Center, Faculty of Medicine & Life Sciences (J.O.L.), University of Tampere, Finland.,Department of Cardio-Thoracic Surgery, Heart Centre (J.O.L.), Tampere University Hospital, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry (L.-P.L., T.L.), University of Tampere, Finland.,Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland (L.-P.L., T.L.)
| | - Daniel Lindholm
- Uppsala Clinical Research Center, Sweden (A. Åkerblom, N.E., S.J., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.).,Division of Cardiology, Department of Medical Sciences (A. Åkerblom, C.H., D. Lindholm, S.J., B.L., L.W.), Uppsala University, Sweden
| | - B K Mahmoodi
- St Antonius Hospital, Department Cardiology, Nieuwegein, the Netherlands (T.O.B., B.K.M., J.M.t.B.)
| | - Anke H Maitland-van der Zee
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht University, the Netherlands (E.V.B., O.H.K., A.H.M.-v.d.Z.).,Department of Respiratory Medicine, Academic Medical Centre, University of Amsterdam (A.H.M.-v.d.Z.)
| | - Ruth McPherson
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, ON, Canada (R.O.V., R.M., A.F.R.S.).,Departments of Medicine and Biochemistry, Microbiology and Immunology(R.M.), University of Ottawa, ON, Canada
| | - Olle Melander
- Department of Clinical Sciences, Lund University, Malmö, Sweden (P.A., O.M.).,Department of Internal Medicine, Skåne University Hospital, Malmö, Sweden (O.M.)
| | - Andres Metspalu
- Estonian Genome Centre, Department of Biotechnology, Institute of Genomics, Institute of Molecular and Cell Biology, University of Tartu, Estonia (M.A., A.M.)
| | | | - Oliviero Olivieri
- Department of Medicine, University of Verona, Italy (N.M., D.G., O.O.)
| | - Grzegorz Opolski
- first Chair and Department of Cardiology (G.O.), Medical University of Warsaw, Poland
| | - Colin N Palmer
- Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, Division of Molecular and Clinical Medicine, Ninewells Hospital and Medical School, Dundee (C.N.P.)
| | - Gerard Pasterkamp
- Department of Clinical Chemistry (G.P.), UMC Utrecht, the Netherlands
| | - Carl J Pepine
- Division of Cardiovascular Medicine, College of Medicine (R.M.C.-D., J.A.J., C.J.P.), University of Florida, Gainesville
| | | | - Louise Pilote
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC, Canada (H.B., L.D., L.P., G.T., J.M.B.).,Department of Medicine, McGill University Health Centre, Montreal, QC, Canada (L.P., J.M.B.)
| | - Arshed A Quyyumi
- Division of Cardiology, Department of Medicine (A.S.-T., P.B.S., A.A.Q.), Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA
| | - A Mark Richards
- The Christchurch Heart Institute, University of Otago Christchurch, New Zealand (A.P.P., A.M.R., V.A.C.).,Cardiovascular Research Institute, National University of Singapore (A.M.R.)
| | - Marek Sanak
- Department of Internal Medicine, Jagiellonian University Medical College, Kraków, Poland (M.P.K., M.S., W.S)
| | - Agneta Siegbahn
- Uppsala Clinical Research Center, Sweden (A. Åkerblom, N.E., S.J., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.).,Division of Clinical Chemistry, Department of Medical Sciences (A. Siegbahn), Uppsala University, Sweden
| | - Tabassome Simon
- Assistance Publique-Hôpitaux de Paris (AP-HP), Department of Clinical Pharmacology, Platform of Clinical Research of East Paris (URCEST-CRCEST-CRB HUEP-UPMC), FACT (French Alliance for Cardiovascular Trials), Sorbonne Université (T.S.).,Paris-Sorbonne University, UPMC-Site St Antoine, France (T.S.)
| | - Juha Sinisalo
- Heart and Lung Centre (J.S.), Helsinki University Hospital and University of Helsinki, Finland
| | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University, Skåne University Hospital (J.G.S.).,Wallenberg Centre for Molecular Medicine, Lund University Diabetes Centre, Lund University, Sweden (J.G.S.).,Program in Medical and Population Genetics, Broad Institute, Cambridge, MA (J.G.S.)
| | - John A Spertus
- Saint Luke's Mid America Heart Institute, University of Missouri-Kansas City (J.A.S.).,Saint Luke's Mid America Heart Insti Kansas City, MO (J.A.S.)
| | - Steen Stender
- Department of Clinical Biochemistry, Copenhagen University Hospital, Gentofte (S.S.)
| | - Alexandre F R Stewart
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, ON, Canada (R.O.V., R.M., A.F.R.S.).,Department of Biochemistry, Microbiology and Immunology (R.O.V., A.F.R.S.), University of Ottawa, ON, Canada
| | - Wojciech Szczeklik
- Department of Internal Medicine, Jagiellonian University Medical College, Kraków, Poland (M.P.K., M.S., W.S)
| | - Anna Szpakowicz
- Department of Cardiology (K.A.K., A. Szpakowicz), Medical University of Bialystok, Poland
| | - Jean-Claude Tardif
- Montreal Heart Institute, OC, Canada (M.-P.D., J.-C.T.).,Faculty of Medicine, Université de Montréal, QC, Canada (M.-P.D., J.-C.T.)
| | - Jurriën M Ten Berg
- St Antonius Hospital, Department Cardiology, Nieuwegein, the Netherlands (T.O.B., B.K.M., J.M.t.B.)
| | - Jacob Tfelt-Hansen
- Department of Cardiology, The Heart Centre, Copenhagen University Hospital, Rigshospitalet (J.T.-H.).,Department of Forensic Medicine, Faculty of Medical Sciences, University of Copenhagen, Denmark (J.T.-Hansen)
| | - George Thanassoulis
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC, Canada (H.B., L.D., L.P., G.T., J.M.B.).,Preventive and Genomic Cardiology, McGill University Health Centre, Montreal, QC, Canada (L.D., J.C.E., G.T.).,Division of Cardiology, Department of Medicine, Royal Victoria Hospital, McGill Univ Health Centre, Montreal, QC, Canada (J.C.E., G.T.)
| | - Joachim Thiery
- LIFE Research Centre for Civilization Diseases (M.S., A. Teren, R.B., J.T.), University of Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany (J.T.)
| | - Christian Torp-Pedersen
- Unit of Epidemiology and Biostatistics, Department of Health Science and Technology, Aalborg University Hospital, Denmark (C.T.-Pedersen)
| | - Yolanda van der Graaf
- Julius Center for Health Sciences and Primary Care (M.B., D.E.G., Y.v.d.G.), UMC Utrecht, Utrecht University, the Netherlands
| | - Frank L J Visseren
- Department of Vascular Medicine (F.L.J.V), UMC Utrecht, Utrecht University, the Netherlands
| | | | - Peter E Weeke
- Department of Cardiology, Herlev and Gentofte Hospital, Hellerup, Denmark (P.E.W.)
| | - Pim Van der Harst
- University Medical Centre, University of Groningen, the Netherlands (L.A.A., P.V.d.H.)
| | - Chim C Lang
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Scotland, United Kingdom (D. Levin, I.R.M., C.C.L.)
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, United Kingdom (D.J.S., N.S.)
| | - Vicky A Cameron
- The Christchurch Heart Institute, University of Otago Christchurch, New Zealand (A.P.P., A.M.R., V.A.C.)
| | - Jeffrey L Anderson
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT (R.O.M., J.F.C., J.B.M., J.L.A., B.D.H).,Cardiology Division, Department of Internal Medicine (J.F.C., J.B.M., J.L.A.), University of Utah, Salt Lake City
| | - James M Brophy
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC, Canada (H.B., L.D., L.P., G.T., J.M.B.).,Department of Medicine, McGill University Health Centre, Montreal, QC, Canada (L.P., J.M.B.)
| | - Guillaume Pare
- Department of Pathology and Molecular Medicine, McMaster University (G.P.).,Population Health Research Institute, Hamilton, ON, Canada (G.P.)
| | - Benjamin D Horne
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT (R.O.M., J.F.C., J.B.M., J.L.A., B.D.H).,Department of Biomedical Informatics (B.D.H.), University of Utah, Salt Lake City
| | - Winfried März
- Fifth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Germany (G.D., M. Kleber, W.M.).,Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, Germany (W.M.).,Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria (W.M.)
| | - Lars Wallentin
- Uppsala Clinical Research Center, Sweden (A. Åkerblom, N.E., S.J., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.).,Division of Cardiology, Department of Medical Sciences (A. Åkerblom, C.H., D. Lindholm, S.J., B.L., L.W.), Uppsala University, Sweden
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, BHF Cardiovascular Research Centre, University of Leicester, United Kingdom (P.S.B., C.P.N., N.J.S.).,NIHR Leicester Biomedical Research Centre, Glenfield Hospital, United Kingdom (P.S.B., C.P.N., N.J.S.)
| | - Aroon D Hingorani
- Institute of Cardiovascular Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A), Faculty of Population Health Science, University College London, United Kingdom
| | - Folkert W Asselbergs
- Institute of Health Informatics (N.F., A. Timmis, H.H., F.W.A.), Faculty of Population Health Science, University College London, United Kingdom.,Division of Heart and Lungs, Department of Cardiology (V.T., A.F.S.,D.K.,F.W.A.), UMC Utrecht, the Netherlands.,Durrer Centre of Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht (F.W.A.)
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5
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Patel RS, Schmidt AF, Tragante V, McCubrey RO, Holmes MV, Howe LJ, Direk K, Åkerblom A, Leander K, Virani SS, Kaminski KA, Muehlschlegel JD, Dubé MP, Allayee H, Almgren P, Alver M, Baranova EV, Behlouli H, Boeckx B, Braund PS, Breitling LP, Delgado G, Duarte NE, Dufresne L, Eriksson N, Foco L, Gijsberts CM, Gong Y, Hartiala J, Heydarpour M, Hubacek JA, Kleber M, Kofink D, Kuukasjärvi P, Lee VV, Leiherer A, Lenzini PA, Levin D, Lyytikäinen LP, Martinelli N, Mons U, Nelson CP, Nikus K, Pilbrow AP, Ploski R, Sun YV, Tanck MWT, Tang WHW, Trompet S, van der Laan SW, van Setten J, Vilmundarson RO, Viviani Anselmi C, Vlachopoulou E, Boerwinkle E, Briguori C, Carlquist JF, Carruthers KF, Casu G, Deanfield J, Deloukas P, Dudbridge F, Fitzpatrick N, Gigante B, James S, Lokki ML, Lotufo PA, Marziliano N, Mordi IR, Muhlestein JB, Newton Cheh C, Pitha J, Saely CH, Samman-Tahhan A, Sandesara PB, Teren A, Timmis A, Van de Werf F, Wauters E, Wilde AAM, Ford I, Stott DJ, Algra A, Andreassi MG, Ardissino D, Arsenault BJ, Ballantyne CM, Bergmeijer TO, Bezzina CR, Body SC, Bogaty P, de Borst GJ, Brenner H, Burkhardt R, Carpeggiani C, Condorelli G, Cooper-DeHoff RM, Cresci S, de Faire U, Doughty RN, Drexel H, Engert JC, Fox KAA, Girelli D, Hagström E, Hazen SL, Held C, Hemingway H, Hoefer IE, Hovingh GK, Johnson JA, de Jong PA, Jukema JW, Kaczor MP, Kähönen M, Kettner J, Kiliszek M, Klungel OH, Lagerqvist B, Lambrechts D, Laurikka JO, Lehtimäki T, Lindholm D, Mahmoodi BK, Maitland-van der Zee AH, McPherson R, Melander O, Metspalu A, Pepinski W, Olivieri O, Opolski G, Palmer CN, Pasterkamp G, Pepine CJ, Pereira AC, Pilote L, Quyyumi AA, Richards AM, Sanak M, Scholz M, Siegbahn A, Sinisalo J, Smith JG, Spertus JA, Stewart AFR, Szczeklik W, Szpakowicz A, Ten Berg JM, Thanassoulis G, Thiery J, van der Graaf Y, Visseren FLJ, Waltenberger J, Van der Harst P, Tardif JC, Sattar N, Lang CC, Pare G, Brophy JM, Anderson JL, März W, Wallentin L, Cameron VA, Horne BD, Samani NJ, Hingorani AD, Asselbergs FW. Association of Chromosome 9p21 With Subsequent Coronary Heart Disease Events. Circ Genom Precis Med 2019; 12:e002471. [PMID: 30897348 PMCID: PMC6625876 DOI: 10.1161/circgen.119.002471] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Supplemental Digital Content is available in the text. Background: Genetic variation at chromosome 9p21 is a recognized risk factor for coronary heart disease (CHD). However, its effect on disease progression and subsequent events is unclear, raising questions about its value for stratification of residual risk. Methods: A variant at chromosome 9p21 (rs1333049) was tested for association with subsequent events during follow-up in 103 357 Europeans with established CHD at baseline from the GENIUS-CHD (Genetics of Subsequent Coronary Heart Disease) Consortium (73.1% male, mean age 62.9 years). The primary outcome, subsequent CHD death or myocardial infarction (CHD death/myocardial infarction), occurred in 13 040 of the 93 115 participants with available outcome data. Effect estimates were compared with case/control risk obtained from the CARDIoGRAMplusC4D consortium (Coronary Artery Disease Genome-wide Replication and Meta-analysis [CARDIoGRAM] plus The Coronary Artery Disease [C4D] Genetics) including 47 222 CHD cases and 122 264 controls free of CHD. Results: Meta-analyses revealed no significant association between chromosome 9p21 and the primary outcome of CHD death/myocardial infarction among those with established CHD at baseline (GENIUS-CHD odds ratio, 1.02; 95% CI, 0.99–1.05). This contrasted with a strong association in CARDIoGRAMPlusC4D odds ratio 1.20; 95% CI, 1.18–1.22; P for interaction <0.001 compared with the GENIUS-CHD estimate. Similarly, no clear associations were identified for additional subsequent outcomes, including all-cause death, although we found a modest positive association between chromosome 9p21 and subsequent revascularization (odds ratio, 1.07; 95% CI, 1.04–1.09). Conclusions: In contrast to studies comparing individuals with CHD to disease-free controls, we found no clear association between genetic variation at chromosome 9p21 and risk of subsequent acute CHD events when all individuals had CHD at baseline. However, the association with subsequent revascularization may support the postulated mechanism of chromosome 9p21 for promoting atheroma development.
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Affiliation(s)
- Riyaz S Patel
- Institute of Cardiovascular Science, Faculty of Population Health Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A.).,Bart's Heart Centre, St Bartholomew's Hospital, London, United Kingdom (R.S.P., J.D., A. Timmis)
| | - Amand F Schmidt
- Institute of Cardiovascular Science, Faculty of Population Health Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A.).,Division Heart and Lungs, Department of Cardiology (A.F.S., V.T. D.K., F.W.A.)
| | - Vinicius Tragante
- Division Heart and Lungs, Department of Cardiology (A.F.S., V.T. D.K., F.W.A.)
| | - Raymond O McCubrey
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT (R.O.M., J.F.C., J.B.M., J.L.A.)
| | - Michael V Holmes
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health (M.V.H.), University of Oxford, United Kingdom.,Medical Research Council Population Health Research Unit (M.V.H.), University of Oxford, United Kingdom.,National Institute for Health Research Oxford Biomedical Research Centre (M.V.H.), University of Oxford, United Kingdom
| | - Laurence J Howe
- Institute of Cardiovascular Science, Faculty of Population Health Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A.)
| | - Kenan Direk
- Institute of Cardiovascular Science, Faculty of Population Health Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A.)
| | - Axel Åkerblom
- Uppsala Clinical Research Center (A.A., N.E., S.J., E.H., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.), Uppsala University, Sweden.,Department of Medical Sciences, Cardiology (A.A., E.H., C.H., D. Lindholm), Uppsala University, Sweden
| | - Karin Leander
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden (K.L., U.d.F.)
| | - Salim S Virani
- Section of Cardiology, Michael E. DeBakey Veterans Affairs Medical Center, Section of Cardiovascular Research, and Department of Medicine, Baylor College of Medicine, Houston, TX (S.S.V., C.M.B.)
| | - Karol A Kaminski
- Department of Population Medicine and Civilization Disease Prevention (K.A.K.).,Department of Cardiology (K.A.K., A. Szpakowicz)
| | | | | | - Hooman Allayee
- Departments of Preventive Medicine and Biochemistry and Molecular Medicine (H.A., J.H.), Keck School of Medicine of USC, Los Angeles, CA
| | - Peter Almgren
- Department of Clinical Sciences, Lund University, Malmö, Sweden (P.A., O.M.)
| | - Maris Alver
- Department of Biotechnology, Institute of Molecular and Cell Biology, University of Tartu, Estonia (M.A., A.M.)
| | - Ekaterina V Baranova
- Division of Pharmacoepidemiology and Clinical Pharmacology (E.V.B., O.H.K., A.H.M.-v.d.Z.), University Medical Center Utrecht, the Netherlands
| | - Hassan Behlouli
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre (H.B., L.D., L.P., J.M.B.)
| | - Bram Boeckx
- Laboratory for Translational Genetics, Department of Human Genetics (B.B., D. Lambrechts).,Laboratory for Translational Genetics, VIB Center for Cancer Biology, VIB, Belgium (B.B., D. Lambrechts)
| | - Peter S Braund
- Department of Cardiovascular Sciences (P.S.B., C.P.N., N.J.S.) and Department of Health Sciences, University of Leicester, United Kingdom.,National Institute of Health Research (NIHR) Leicester Biomedical Research Centre (P.S.B., C.P.N.), Glenfield Hospital, Leicester, United Kingdom
| | - Lutz P Breitling
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg (L.P.B., U.M., H.B.)
| | - Graciela Delgado
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (G.D., M. Kleber, W.M.)
| | - Nubia E Duarte
- Heart Institute, University of Sao Paulo, Brazil (N.E.D., A.C.P.)
| | - Line Dufresne
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre (H.B., L.D., L.P., J.M.B.).,Preventive and Genomic Cardiology, McGill University Health Centre, Montreal, QC, Canada (L.D., J.C.E., G.T.)
| | - Niclas Eriksson
- Uppsala Clinical Research Center (A.A., N.E., S.J., E.H., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.), Uppsala University, Sweden
| | - Luisa Foco
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, Italy (L.F.)
| | | | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics (Y.G., R.M.C.-D., J.A.J.)
| | - Jaana Hartiala
- Departments of Preventive Medicine and Biochemistry and Molecular Medicine (H.A., J.H.), Keck School of Medicine of USC, Los Angeles, CA.,Institute for Genetic Medicine (J.H.), Keck School of Medicine of USC, Los Angeles, CA
| | - Mahyar Heydarpour
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women's Hospital (M.H.).,Harvard Medical School, Boston, MA (J.D.M., M.H. S.C.B.)
| | - Jaroslav A Hubacek
- Centre for Experimental Medicine, Institut for Clinical and Experimental Medicine, Prague, Czech Republic (J.A.H., J.P.)
| | - Marcus Kleber
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (G.D., M. Kleber, W.M.)
| | - Daniel Kofink
- Division Heart and Lungs, Department of Cardiology (A.F.S., V.T. D.K., F.W.A.)
| | | | - Vei-Vei Lee
- Department of Biostatistics and Epidemiology, Texas Heart Institute, Houston (V.-V.L.)
| | - Andreas Leiherer
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria (A.L., C.H.S., H.D.).,Private University of the Principality of Liechtenstein, Triesen, Liechtenstein (A.L., C.H.S., H.D.).,Medical Central Laboratories, Feldkirch, Austria (A.L.)
| | - Petra A Lenzini
- Department of Genetics, Statistical Genomics Division (P.A.L., S.C.)
| | - Daniel Levin
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Scotland, United Kingdom (D. Levin, I.R.M., C.C.L.)
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry (L.-P.L., T.L.).,Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland (L.-P.L., T.L.)
| | - Nicola Martinelli
- Department of Medicine, University of Verona, Italy (N. Martinelli, D.G., O.O.)
| | - Ute Mons
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg (L.P.B., U.M., H.B.)
| | - Christopher P Nelson
- Department of Cardiovascular Sciences (P.S.B., C.P.N., N.J.S.) and Department of Health Sciences, University of Leicester, United Kingdom.,National Institute of Health Research (NIHR) Leicester Biomedical Research Centre (P.S.B., C.P.N.), Glenfield Hospital, Leicester, United Kingdom
| | - Kjell Nikus
- Department of Cardiology (K.N.).,Department of Cardiology, Heart Center (K.N.)
| | - Anna P Pilbrow
- The Christchurch Heart Institute, University of Otago Christchurch, New Zealand (A.P.B., A.M.R., V.A.C.)
| | | | - Yan V Sun
- Department of Epidemiology, Emory University Rollins School of Public Health (Y.V.S.).,Department of Biomedical Informatics (Y.V.S.)
| | | | - W H Wilson Tang
- Department of Cellular and Molecular Medicine, Lerner Research Institute (W.H.W.T., S.L.H.).,Department of Cardiovascular Medicine, Heart and Vascular Institute and Center for Clinical Genomics (W.H.W.T.)
| | - Stella Trompet
- Section of Gerontology and Geriatrics, Department of Internal Medicine (S.T.), Leiden University Medical Center.,Department of Cardiology (S.T., J.W.J.), Leiden University Medical Center
| | - Sander W van der Laan
- Laboratory of Clinical Chemistry and Hematology, Division Laboratories, Pharmacy, and Biomedical Genetics (S.W.v.d.L.)
| | - Jessica van Setten
- Durrer Centre of Cardiogenetic Research, ICIN-Netherlands Heart Institute, Netherlands (J.v.S., F.W.B.)
| | - Ragnar O Vilmundarson
- Ruddy Canadian Cardiovascular Genetics Centre (R.O.V., A.F.R.S.).,Department of Biochemistry, Microbiology and Immunology (R.O.V., A.F.R.S.)
| | - Chiara Viviani Anselmi
- Department of Cardiovascular Medicine, Humanitas Clinical and Research Center, Milan, Italy (C.V.A., G.C)
| | | | | | | | - John F Carlquist
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT (R.O.M., J.F.C., J.B.M., J.L.A.).,Cardiology Division, Department of Internal Medicine (J.F.C., J.B.M., J.L.A.)
| | | | - Gavino Casu
- Department of Cardiovascular Medicine, Humanitas Clinical and Research Center, Milan, Italy (C.V.A., G.C).,ATS Sardegna, ASL 3, Nuoro (G. Casu, N. Marziliano)
| | - John Deanfield
- Institute of Cardiovascular Science, Faculty of Population Health Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A.).,Bart's Heart Centre, St Bartholomew's Hospital, London, United Kingdom (R.S.P., J.D., A. Timmis)
| | - Panos Deloukas
- William Harvey Research Institute, Barts and the London Medical School (P.D.), Queen Mary University of London.,Centre for Genomic Health (P.D.), Queen Mary University of London
| | - Frank Dudbridge
- BHF Cardiovascular Research Centre (F.D.), Glenfield Hospital, Leicester, United Kingdom
| | - Natalie Fitzpatrick
- Institute of Health Informatics, Faculty of Population Health Science, University College London, United Kingdom (N.F., C.H.S., A. Timmis, H.H., F.W.A.)
| | - Bruna Gigante
- Department of Clinical Chemistry and Hematology (B.G., I.E.H.)
| | - Stefan James
- Uppsala Clinical Research Center (A.A., N.E., S.J., E.H., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.), Uppsala University, Sweden.,Department of Medical Sciences, Cardiology (S.J., B.L., L.W.), Uppsala University, Sweden
| | | | - Paulo A Lotufo
- Centro de Pesquisa Clinica, Hospital Universitario, Universidade de Sao Paulo, Brazil (P.A.L.)
| | | | - Ify R Mordi
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Scotland, United Kingdom (D. Levin, I.R.M., C.C.L.)
| | - Joseph B Muhlestein
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT (R.O.M., J.F.C., J.B.M., J.L.A.).,Cardiology Division, Department of Internal Medicine (J.F.C., J.B.M., J.L.A.)
| | - Chris Newton Cheh
- Cardiovascular Research Center and Center for Human Genetic Research, Massachusetts General Hospital, Boston and Program in Medical and Population Genetics, Broad Institute, Cambridge, MA (C.N.C.)
| | - Jan Pitha
- Centre for Experimental Medicine, Institut for Clinical and Experimental Medicine, Prague, Czech Republic (J.A.H., J.P.)
| | - Christoph H Saely
- Institute of Health Informatics, Faculty of Population Health Science, University College London, United Kingdom (N.F., C.H.S., A. Timmis, H.H., F.W.A.).,Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria (A.L., C.H.S., H.D.).,Private University of the Principality of Liechtenstein, Triesen, Liechtenstein (A.L., C.H.S., H.D.)
| | - Ayman Samman-Tahhan
- Division of Cardiology, Department of Medicine, Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA (A.S.-T., P.B.S., A.A.Q.)
| | - Pratik B Sandesara
- Division of Cardiology, Department of Medicine, Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA (A.S.-T., P.B.S., A.A.Q.)
| | - Andrej Teren
- Department of Medicine and Cardiology, Academic Teaching Hospital Feldkirch, Austria. Heart Center Leipzig (A. Teren).,LIFE Research Center for Civilization Diseases (A. Teren, R.B., M. Scholz, J.T.)
| | - Adam Timmis
- Institute of Health Informatics, Faculty of Population Health Science, University College London, United Kingdom (N.F., C.H.S., A. Timmis, H.H., F.W.A.).,Bart's Heart Centre, St Bartholomew's Hospital, London, United Kingdom (R.S.P., J.D., A. Timmis)
| | - Frans Van de Werf
- Departement of Cardiovascular Sciences, KU Leuven, Belgium (F.V.d.W.)
| | - Els Wauters
- Respiratory Oncology Unit, Department of Respiratory Medicine, University Hospitals KU Leuven, Belgium (E.W.)
| | - Arthur A M Wilde
- AMC Heart Center (A.A.M.W., C.R.B.).,Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders, Jeddah, Saudi Arabia (A.A.M.W.)
| | - Ian Ford
- Robertson Center for Biostatistics (I.F.)
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, United Kingdom (D.J.S., N.S.)
| | - Ale Algra
- Department of Neurology and Neurosurgery, Brain Centre Rudolf Magnus and Julius Center for Health Sciences and Primary Care (A. Algra), University Medical Center Utrecht, the Netherlands
| | | | - Diego Ardissino
- Cardiology Department, Parma University Hospital, Italy (D.A.)
| | - Benoit J Arsenault
- Centre de recherche de l'Institut Universitaire de cardiologie et de pneumologie de Québec (B.J.A.).,Department of Medicine, Faculty of Medicine, Université Laval, Canada (B.J.A.)
| | - Christie M Ballantyne
- Section of Cardiology, Michael E. DeBakey Veterans Affairs Medical Center, Section of Cardiovascular Research, and Department of Medicine, Baylor College of Medicine, Houston, TX (S.S.V., C.M.B.)
| | - Thomas O Bergmeijer
- St. Antonius Hospital, Department of Cardiology, Nieuwegein, the Netherlands (T.O.B., B.K.M., J.M.t.B.)
| | | | - Simon C Body
- Harvard Medical School, Boston, MA (J.D.M., M.H. S.C.B.).,Department of Anesthesia, Pain and Critical Care, Beth Israel Deaconess Medical Center, Boston, MA (S.C.B.)
| | - Peter Bogaty
- Service de cardiologie, Département multidisciplinaire de cardiologie, Instituteitut universitaire de cardiologie et de pneumologie de Québec, Canada (P.B.).,Unité d'évaluation cardiovasculaire, Institut national d'excellence en santé et en services sociaux (INESSS), Montreal Canada (P.B.).,Instituteitut universitaire de cardiologie et de pneumologie de Québec, Laval University, Québec City, Canada (P.B.)
| | - Gert J de Borst
- Department of Vascular Surgery, University Medical Center Utrecht, University Utrecht, the Netherlands (G.J.d.B.)
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg (L.P.B., U.M., H.B.)
| | - Ralph Burkhardt
- LIFE Research Center for Civilization Diseases (A. Teren, R.B., M. Scholz, J.T.).,Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Germany (R.B.)
| | | | - Gianluigi Condorelli
- Department of Biomedical Sciences, Humanitas University, Milan, Italy (G. Condorelli)
| | - Rhonda M Cooper-DeHoff
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics (Y.G., R.M.C.-D., J.A.J.)
| | - Sharon Cresci
- Department of Genetics, Statistical Genomics Division (P.A.L., S.C.).,Department of Medicine, Cardiovascular Division Washington University School of Medicine, St Louis, MO (S.C.)
| | - Ulf de Faire
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden (K.L., U.d.F.)
| | - Robert N Doughty
- Heart Health Research Group, University of Auckland, New Zealand (R.N.D.)
| | - Heinz Drexel
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria (A.L., C.H.S., H.D.).,Private University of the Principality of Liechtenstein, Triesen, Liechtenstein (A.L., C.H.S., H.D.).,Drexel University College of Medicine, Philadelphia, PA (H.D.)
| | - James C Engert
- Research Institute of the McGill University Health Centre (J.C.E.).,Division of Cardiology, Department of Medicine, Royal Victoria Hospital (J.C.E., G.T.).,Preventive and Genomic Cardiology, McGill University Health Centre, Montreal, QC, Canada (L.D., J.C.E., G.T.)
| | - Keith A A Fox
- Emeritus Professor of Cardiology (K.A.A.F.), University of Edinburgh
| | - Domenico Girelli
- Department of Medicine, University of Verona, Italy (N. Martinelli, D.G., O.O.)
| | - Emil Hagström
- Uppsala Clinical Research Center (A.A., N.E., S.J., E.H., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.), Uppsala University, Sweden.,Department of Medical Sciences, Cardiology (A.A., E.H., C.H., D. Lindholm), Uppsala University, Sweden
| | - Stanley L Hazen
- Department of Cellular and Molecular Medicine, Lerner Research Institute (W.H.W.T., S.L.H.).,Department of Cardiovascular Medicine, Heart and Vascular Institute and Center for Microbiome and Human Health, Cleveland Clinic, OH (S.L.H.)
| | - Claes Held
- Uppsala Clinical Research Center (A.A., N.E., S.J., E.H., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.), Uppsala University, Sweden.,Department of Medical Sciences, Cardiology (A.A., E.H., C.H., D. Lindholm), Uppsala University, Sweden
| | - Harry Hemingway
- Institute of Health Informatics, Faculty of Population Health Science, University College London, United Kingdom (N.F., C.H.S., A. Timmis, H.H., F.W.A.)
| | - Imo E Hoefer
- Department of Clinical Chemistry and Hematology (B.G., I.E.H.)
| | - G Kees Hovingh
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, the Netherlands (G.K.H.)
| | - Julie A Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics (Y.G., R.M.C.-D., J.A.J.).,Division of Cardiovascular Medicine, College of Medicine, University of Florida (J.A.J., C.J.P.)
| | - Pim A de Jong
- Department of Radiology (P.A.d.J.), University Medical Center Utrecht, the Netherlands
| | - J Wouter Jukema
- Department of Cardiology (S.T., J.W.J.), Leiden University Medical Center.,Einthoven Laboratory for Experimental Vascular Medicine, LUMC, Leiden (J.W.J.).,Interuniversity Cardiology Institute of the Netherlands, Utrecht, the Netherlands (J.W.J.)
| | - Marcin P Kaczor
- Department of Internal Medicine, Jagiellonian University Medical College, Kraków, Poland (M.P.K., M. Sanak, W.S.)
| | - Mika Kähönen
- Department of Clinical Physiology (M. Kähönen).,Department of Clinical Physiology (M. Kähönen)
| | - Jiri Kettner
- Cardiology Centre, Institute for Clinical and Experimental Medicine, Prague, Czech Republic (J.K.)
| | - Marek Kiliszek
- Department of Cardiology and Internal Diseases, Military Institute of Medicine, Warsaw, Poland (M. Kiliszek)
| | - Olaf H Klungel
- Division of Pharmacoepidemiology and Clinical Pharmacology (E.V.B., O.H.K., A.H.M.-v.d.Z.), University Medical Center Utrecht, the Netherlands
| | - Bo Lagerqvist
- Uppsala Clinical Research Center (A.A., N.E., S.J., E.H., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.), Uppsala University, Sweden.,Department of Medical Sciences, Cardiology (S.J., B.L., L.W.), Uppsala University, Sweden
| | - Diether Lambrechts
- Laboratory for Translational Genetics, Department of Human Genetics (B.B., D. Lambrechts).,Laboratory for Translational Genetics, VIB Center for Cancer Biology, VIB, Belgium (B.B., D. Lambrechts)
| | - Jari O Laurikka
- Department of Cardio-Thoracic Surgery, Finnish Cardiovascular Research Center, Faculty of Medicine and Life Sciences, University of Tampere (J.O.L.).,Department of Cardio-Thoracic Surgery, Heart Center, Tampere University Hospital, Finland (J.O.L)
| | - Terho Lehtimäki
- Department of Clinical Chemistry (L.-P.L., T.L.).,Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland (L.-P.L., T.L.)
| | - Daniel Lindholm
- Uppsala Clinical Research Center (A.A., N.E., S.J., E.H., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.), Uppsala University, Sweden.,Department of Medical Sciences, Cardiology (A.A., E.H., C.H., D. Lindholm), Uppsala University, Sweden
| | - Bakhtawar K Mahmoodi
- St. Antonius Hospital, Department of Cardiology, Nieuwegein, the Netherlands (T.O.B., B.K.M., J.M.t.B.)
| | - Anke H Maitland-van der Zee
- Division of Pharmacoepidemiology and Clinical Pharmacology (E.V.B., O.H.K., A.H.M.-v.d.Z.), University Medical Center Utrecht, the Netherlands.,Clinical and Experimental Cardiology, Amsterdam Cardiovascular Sciences, Amsterdam UMC, Department of Respiratory Medicine, Academic Medical Center, University of Amsterdam, the Netherlands (A.H.M.-v.d.Z.)
| | - Ruth McPherson
- University of Ottawa Heart Institute (R.M.).,Departments of Medicine and Biochemistry, Microbiology and Immunology, University of Ottawa, ON, Canada (R.M.)
| | - Olle Melander
- Department of Clinical Sciences, Lund University, Malmö, Sweden (P.A., O.M.).,Department of Internal Medicine, Skåne University Hospital, Malmö, Sweden (O.M.)
| | - Andres Metspalu
- Estonian Genome Center, Institute of Genomics (A.M.).,Department of Biotechnology, Institute of Molecular and Cell Biology, University of Tartu, Estonia (M.A., A.M.)
| | - Witold Pepinski
- Department of Forensic Medicine, Medical University of Bialystok, Poland (W.P., G.T.)
| | - Oliviero Olivieri
- Department of Medicine, University of Verona, Italy (N. Martinelli, D.G., O.O.)
| | - Grzegorz Opolski
- Department of Cardiology, Medical University of Warsaw, Poland (G.O.)
| | - Colin N Palmer
- Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, Division of Molecular and Clinical Medicine, Ninewells Hospital and Medical School, Dundee (C.N.P.)
| | - Gerard Pasterkamp
- Department of Clinical Chemistry, UMC Utrecht, Netherlands (G. Pasterkamp)
| | - Carl J Pepine
- Division of Cardiovascular Medicine, College of Medicine, University of Florida (J.A.J., C.J.P.)
| | | | - Louise Pilote
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre (H.B., L.D., L.P., J.M.B.).,Department of Medicine (L.P., J.M.B.)
| | - Arshed A Quyyumi
- Division of Cardiology, Department of Medicine, Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA (A.S.-T., P.B.S., A.A.Q.)
| | - A Mark Richards
- The Christchurch Heart Institute, University of Otago Christchurch, New Zealand (A.P.B., A.M.R., V.A.C.).,Cardiovascular Research Institute, National University of Singapore (A.M.R.)
| | - Marek Sanak
- Department of Internal Medicine, Jagiellonian University Medical College, Kraków, Poland (M.P.K., M. Sanak, W.S.)
| | - Markus Scholz
- LIFE Research Center for Civilization Diseases (A. Teren, R.B., M. Scholz, J.T.).,Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Germany (M. Scholz)
| | - Agneta Siegbahn
- Uppsala Clinical Research Center (A.A., N.E., S.J., E.H., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.), Uppsala University, Sweden.,Department of Medical Sciences, Clinical Chemistry (A. Siegbahn), Uppsala University, Sweden
| | - Juha Sinisalo
- Heart and Lung Center, Helsinki University Hospital University of Helsinki, Finland (J.S.)
| | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital (J.G.S.), Lund University, Lund, Sweden.,Wallenberg Center for Molecular Medicine (J.G.S.), Lund University, Lund, Sweden.,Lund University Diabetes Center (J.G.S.), Lund University, Lund, Sweden
| | - John A Spertus
- Saint Luke's Mid America Heart Institute and the University of Missouri-Kansas City and Saint Luke's Health System, Kansas City, MO (J.A.S.)
| | - Alexandre F R Stewart
- Ruddy Canadian Cardiovascular Genetics Centre (R.O.V., A.F.R.S.).,Department of Biochemistry, Microbiology and Immunology (R.O.V., A.F.R.S.)
| | - Wojciech Szczeklik
- Department of Internal Medicine, Jagiellonian University Medical College, Kraków, Poland (M.P.K., M. Sanak, W.S.)
| | | | - Jurriën M Ten Berg
- St. Antonius Hospital, Department of Cardiology, Nieuwegein, the Netherlands (T.O.B., B.K.M., J.M.t.B.)
| | - George Thanassoulis
- Department of Forensic Medicine, Medical University of Bialystok, Poland (W.P., G.T.).,Division of Cardiology, Department of Medicine, Royal Victoria Hospital (J.C.E., G.T.).,Preventive and Genomic Cardiology, McGill University Health Centre, Montreal, QC, Canada (L.D., J.C.E., G.T.)
| | - Joachim Thiery
- LIFE Research Center for Civilization Diseases (A. Teren, R.B., M. Scholz, J.T.).,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig (J.T.)
| | - Yolanda van der Graaf
- Julius Center for Health Sciences and Primary Care (Y.v.d.G.), University Medical Center Utrecht, the Netherlands
| | - Frank L J Visseren
- Department of Vascular Medicine, University Medical Center Utrecht and Utrecht University, the Netherlands (F.L.J.V.)
| | | | | | - Pim Van der Harst
- CARDIoGRAMPlusC4D. University of Groningen, University Medical Center, Groningen, Netherlands (P.V.d.H.)
| | | | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, United Kingdom (D.J.S., N.S.)
| | - Chim C Lang
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Scotland, United Kingdom (D. Levin, I.R.M., C.C.L.)
| | - Guillaume Pare
- Department of Pathology and Molecular Medicine, McMaster University (G. Pare).,Population Health Research Institute, Hamilton, ON, Canada (G. Pare)
| | - James M Brophy
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre (H.B., L.D., L.P., J.M.B.).,Department of Medicine (L.P., J.M.B.)
| | - Jeffrey L Anderson
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT (R.O.M., J.F.C., J.B.M., J.L.A.).,Cardiology Division, Department of Internal Medicine (J.F.C., J.B.M., J.L.A.)
| | - Winfried März
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (G.D., M. Kleber, W.M.).,Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, Germany (W.M.).,Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria (W.M.)
| | - Lars Wallentin
- Uppsala Clinical Research Center (A.A., N.E., S.J., E.H., C.H., B.L., D. Lindholm, A. Siegbahn, L.W.), Uppsala University, Sweden.,Department of Medical Sciences, Cardiology (S.J., B.L., L.W.), Uppsala University, Sweden
| | - Vicky A Cameron
- The Christchurch Heart Institute, University of Otago Christchurch, New Zealand (A.P.B., A.M.R., V.A.C.)
| | - Benjamin D Horne
- Laboratory of Experimental Cardiology (C.M.G., B.D.H.).,Department of Biomedical Informatics, University of Utah, Salt Lake City (B.D.H.)
| | - Nilesh J Samani
- Department of Cardiovascular Sciences (P.S.B., C.P.N., N.J.S.) and Department of Health Sciences, University of Leicester, United Kingdom
| | - Aroon D Hingorani
- Institute of Cardiovascular Science, Faculty of Population Health Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A.)
| | - Folkert W Asselbergs
- Institute of Cardiovascular Science, Faculty of Population Health Science (R.S.P., A.F.S., L.J.H., K.D., J.D., A.D.H., F.W.A.).,Institute of Health Informatics, Faculty of Population Health Science, University College London, United Kingdom (N.F., C.H.S., A. Timmis, H.H., F.W.A.).,Division Heart and Lungs, Department of Cardiology (A.F.S., V.T. D.K., F.W.A.).,Durrer Centre of Cardiogenetic Research, ICIN-Netherlands Heart Institute, Netherlands (J.v.S., F.W.B.)
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6
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Coverstone ED, Bach RG, Chen L, Bierut LJ, Li AY, Lenzini PA, O'Neill HC, Spertus JA, Sucharov CC, Stitzel JA, Schilling JD, Cresci S. A novel genetic marker of decreased inflammation and improved survival after acute myocardial infarction. Basic Res Cardiol 2018; 113:38. [PMID: 30097758 PMCID: PMC6292447 DOI: 10.1007/s00395-018-0697-7] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2017] [Accepted: 08/06/2018] [Indexed: 10/28/2022]
Abstract
The CHRNA5 gene encodes a neurotransmitter receptor subunit involved in multiple processes, including cholinergic autonomic nerve activity and inflammation. Common variants in CHRNA5 have been linked with atherosclerotic cardiovascular disease. Association of variation in CHRNA5 and specific haplotypes with cardiovascular outcomes has not been described. The aim of this study was to examine the association of CHRNA5 haplotypes with gene expression and mortality among patients with acute myocardial infarction (AMI) and explore potential mechanisms of this association. Patients (N = 2054) hospitalized with AMI were genotyped for two common variants in CHRNA5. Proportional hazard models were used to estimate independent association of CHRNA5 haplotype with 1-year mortality. Both individual variants were associated with mortality (p = 0.0096 and 0.0004, respectively) and were in tight LD (D' = 0.99). One haplotype, HAP3, was associated with decreased mortality one year after AMI (adjusted HR = 0.42, 95% CI 0.26, 0.68; p = 0.0004). This association was validated in an independent cohort (N = 637) of post-MI patients (adjusted HR = 0.23, 95% CI 0.07, 0.79; p = 0.019). Differences in CHRNA5 expression by haplotype were investigated in human heart samples (n = 28). Compared with non-carriers, HAP3 carriers had threefold lower cardiac CHRNA5 mRNA expression (p = 0.023). Circulating levels of the inflammatory marker hsCRP were significantly lower in HAP3 carriers versus non-carriers (3.43 ± 4.2 versus 3.91 ± 5.1; p = 0.0379). Activation of the inflammasome, an important inflammatory complex involved in cardiovascular disease that is necessary for release of the pro-inflammatory cytokine IL-1 β, was assessed in bone marrow-derived macrophages (BMDM) from CHRNA5 knockout mice and wild-type controls. In BMDM from CHRNA5 knockout mice, IL-1β secretion was reduced by 50% compared to wild-type controls (p = 0.004). Therefore, a common haplotype of CHRNA5 that results in reduced cardiac expression of CHRNA5 and attenuated macrophage inflammasome activation is associated with lower mortality after AMI. These results implicate CHRNA5 and the cholinergic anti-inflammatory pathway in survival following AMI.
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Affiliation(s)
- Edward D Coverstone
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, 660 S. Euclid Ave., Campus, Box 8086, Saint Louis, MO, 63110, USA
| | - Richard G Bach
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, 660 S. Euclid Ave., Campus, Box 8086, Saint Louis, MO, 63110, USA
| | - LiShiun Chen
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Laura J Bierut
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Allie Y Li
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, 660 S. Euclid Ave., Campus, Box 8086, Saint Louis, MO, 63110, USA
| | - Petra A Lenzini
- Statistical Genomics Division, Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
| | - Heidi C O'Neill
- Institute for Behavioral Genetics, University of Colorado, Boulder, USA
| | - John A Spertus
- Saint Luke's Mid America Heart Institute and the University of Missouri-Kansas City, Kansas City, MO, USA
| | - Carmen C Sucharov
- Cardiology Division, Department of Medicine, University of Colorado Denver, Aurora, USA
| | - Jerry A Stitzel
- Institute for Behavioral Genetics, University of Colorado, Boulder, USA
| | - Joel D Schilling
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, 660 S. Euclid Ave., Campus, Box 8086, Saint Louis, MO, 63110, USA
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO, USA
| | - Sharon Cresci
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, 660 S. Euclid Ave., Campus, Box 8086, Saint Louis, MO, 63110, USA.
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA.
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7
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Baranski TJ, Kraja AT, Fink JL, Feitosa M, Lenzini PA, Borecki IB, Liu CT, Cupples LA, North KE, Province MA. A high throughput, functional screen of human Body Mass Index GWAS loci using tissue-specific RNAi Drosophila melanogaster crosses. PLoS Genet 2018; 14:e1007222. [PMID: 29608557 PMCID: PMC5897035 DOI: 10.1371/journal.pgen.1007222] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 04/12/2018] [Accepted: 01/25/2018] [Indexed: 12/30/2022] Open
Abstract
Human GWAS of obesity have been successful in identifying loci associated with adiposity, but for the most part, these are non-coding SNPs whose function, or even whose gene of action, is unknown. To help identify the genes on which these human BMI loci may be operating, we conducted a high throughput screen in Drosophila melanogaster. Starting with 78 BMI loci from two recently published GWAS meta-analyses, we identified fly orthologs of all nearby genes (± 250KB). We crossed RNAi knockdown lines of each gene with flies containing tissue-specific drivers to knock down (KD) the expression of the genes only in the brain and the fat body. We then raised the flies on a control diet and compared the amount of fat/triglyceride in the tissue-specific KD group compared to the driver-only control flies. 16 of the 78 BMI GWAS loci could not be screened with this approach, as no gene in the 500-kb region had a fly ortholog. Of the remaining 62 GWAS loci testable in the fly, we found a significant fat phenotype in the KD flies for at least one gene for 26 loci (42%) even after correcting for multiple comparisons. By contrast, the rate of significant fat phenotypes in RNAi KD found in a recent genome-wide Drosophila screen (Pospisilik et al. (2010) is ~5%. More interestingly, for 10 of the 26 positive regions, we found that the nearest gene was not the one that showed a significant phenotype in the fly. Specifically, our screen suggests that for the 10 human BMI SNPs rs11057405, rs205262, rs9925964, rs9914578, rs2287019, rs11688816, rs13107325, rs7164727, rs17724992, and rs299412, the functional genes may NOT be the nearest ones (CLIP1, C6orf106, KAT8, SMG6, QPCTL, EHBP1, SLC39A8, ADPGK /ADPGK-AS1, PGPEP1, KCTD15, respectively), but instead, the specific nearby cis genes are the functional target (namely: ZCCHC8, VPS33A, RSRC2; SPDEF, NUDT3; PAGR1; SETD1, VKORC1; SGSM2, SRR; VASP, SIX5; OTX1; BANK1; ARIH1; ELL; CHST8, respectively). The study also suggests further functional experiments to elucidate mechanism of action for genes evolutionarily conserved for fat storage. Human Genome Wide Association Studies have successfully found thousands of novel genetic variants associated with many diseases. While these undoubtedly point to new biology, the field has been slowed in exploiting these new findings to reach a better understanding of exactly how they confer increased risk. Many, if not most, appear to be regulatory not coding variants, so their immediate consequence is not obvious. A real rate limiting step is even identifying which gene these variants might be regulating, and in what tissues they are operating to increase disease risk. In the absence of any other information, a first order assumption is that they may be more likely to be regulating a nearby gene, and such variants are often initially annotated by the “nearest” gene until their function is more definitively validated. Exploiting the idea that many genes may have conserved function across species, we conducted a high-throughput screen of fruit-fly orthologs of human genes nearby 78 well validated GWAS variants for human obesity, in order to more precisely identify the gene(s) of action. We systematically knocked down the function of each of these nearby genes in the brain and fat-body of the flies, raised them on a standard diet, and compared their percent body fat with control flies, in order to validate which genes showed a fat response. 43% of the time when fly orthologs existed in the region, we were able to identify the causal gene. Interestingly, nearly half the time (46%), it was not the nearest gene but another nearby one that regulated fat.
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Affiliation(s)
- Thomas J. Baranski
- Department of Internal Medicine, Division of Endocrinology, Metabolism and Lipid Research, Washington University School of Medicine, St. Louis, Missouri, United States of America
- * E-mail: (TJB); (MAP)
| | - Aldi T. Kraja
- Department of Genetics and Center for Genome Sciences and Systems Biology, Division of Statistical Genomics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Jill L. Fink
- Department of Internal Medicine, Division of Endocrinology, Metabolism and Lipid Research, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Mary Feitosa
- Department of Genetics and Center for Genome Sciences and Systems Biology, Division of Statistical Genomics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Petra A. Lenzini
- Department of Genetics and Center for Genome Sciences and Systems Biology, Division of Statistical Genomics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Ingrid B. Borecki
- Department of Biostatistics, University of Washington, Seattle, Washington, United States of America
| | - Ching-Ti Liu
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Kari E. North
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Michael A. Province
- Department of Genetics and Center for Genome Sciences and Systems Biology, Division of Statistical Genomics, Washington University School of Medicine, St. Louis, Missouri, United States of America
- * E-mail: (TJB); (MAP)
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8
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Zewinger S, Kleber ME, Tragante V, McCubrey RO, Schmidt AF, Direk K, Laufs U, Werner C, Koenig W, Rothenbacher D, Mons U, Breitling LP, Brenner H, Jennings RT, Petrakis I, Triem S, Klug M, Filips A, Blankenberg S, Waldeyer C, Sinning C, Schnabel RB, Lackner KJ, Vlachopoulou E, Nygård O, Svingen GFT, Pedersen ER, Tell GS, Sinisalo J, Nieminen MS, Laaksonen R, Trompet S, Smit RAJ, Sattar N, Jukema JW, Groesdonk HV, Delgado G, Stojakovic T, Pilbrow AP, Cameron VA, Richards AM, Doughty RN, Gong Y, Cooper-DeHoff R, Johnson J, Scholz M, Beutner F, Thiery J, Smith JG, Vilmundarson RO, McPherson R, Stewart AFR, Cresci S, Lenzini PA, Spertus JA, Olivieri O, Girelli D, Martinelli NI, Leiherer A, Saely CH, Drexel H, Mündlein A, Braund PS, Nelson CP, Samani NJ, Kofink D, Hoefer IE, Pasterkamp G, Quyyumi AA, Ko YA, Hartiala JA, Allayee H, Tang WHW, Hazen SL, Eriksson N, Held C, Hagström E, Wallentin L, Åkerblom A, Siegbahn A, Karp I, Labos C, Pilote L, Engert JC, Brophy JM, Thanassoulis G, Bogaty P, Szczeklik W, Kaczor M, Sanak M, Virani SS, Ballantyne CM, Lee VV, Boerwinkle E, Holmes MV, Horne BD, Hingorani A, Asselbergs FW, Patel RS, Krämer BK, Scharnagl H, Fliser D, März W, Speer T. Relations between lipoprotein(a) concentrations, LPA genetic variants, and the risk of mortality in patients with established coronary heart disease: a molecular and genetic association study. Lancet Diabetes Endocrinol 2017; 5:534-543. [PMID: 28566218 PMCID: PMC5651679 DOI: 10.1016/s2213-8587(17)30096-7] [Citation(s) in RCA: 68] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2016] [Revised: 01/25/2017] [Accepted: 02/14/2017] [Indexed: 01/02/2023]
Abstract
BACKGROUND Lipoprotein(a) concentrations in plasma are associated with cardiovascular risk in the general population. Whether lipoprotein(a) concentrations or LPA genetic variants predict long-term mortality in patients with established coronary heart disease remains less clear. METHODS We obtained data from 3313 patients with established coronary heart disease in the Ludwigshafen Risk and Cardiovascular Health (LURIC) study. We tested associations of tertiles of lipoprotein(a) concentration in plasma and two LPA single-nucleotide polymorphisms ([SNPs] rs10455872 and rs3798220) with all-cause mortality and cardiovascular mortality by Cox regression analysis and with severity of disease by generalised linear modelling, with and without adjustment for age, sex, diabetes diagnosis, systolic blood pressure, BMI, smoking status, estimated glomerular filtration rate, LDL-cholesterol concentration, and use of lipid-lowering therapy. Results for plasma lipoprotein(a) concentrations were validated in five independent studies involving 10 195 patients with established coronary heart disease. Results for genetic associations were replicated through large-scale collaborative analysis in the GENIUS-CHD consortium, comprising 106 353 patients with established coronary heart disease and 19 332 deaths in 22 studies or cohorts. FINDINGS The median follow-up was 9·9 years. Increased severity of coronary heart disease was associated with lipoprotein(a) concentrations in plasma in the highest tertile (adjusted hazard radio [HR] 1·44, 95% CI 1·14-1·83) and the presence of either LPA SNP (1·88, 1·40-2·53). No associations were found in LURIC with all-cause mortality (highest tertile of lipoprotein(a) concentration in plasma 0·95, 0·81-1·11 and either LPA SNP 1·10, 0·92-1·31) or cardiovascular mortality (0·99, 0·81-1·2 and 1·13, 0·90-1·40, respectively) or in the validation studies. INTERPRETATION In patients with prevalent coronary heart disease, lipoprotein(a) concentrations and genetic variants showed no associations with mortality. We conclude that these variables are not useful risk factors to measure to predict progression to death after coronary heart disease is established. FUNDING Seventh Framework Programme for Research and Technical Development (AtheroRemo and RiskyCAD), INTERREG IV Oberrhein Programme, Deutsche Nierenstiftung, Else-Kroener Fresenius Foundation, Deutsche Stiftung für Herzforschung, Deutsche Forschungsgemeinschaft, Saarland University, German Federal Ministry of Education and Research, Willy Robert Pitzer Foundation, and Waldburg-Zeil Clinics Isny.
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Affiliation(s)
- Stephen Zewinger
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Marcus E Kleber
- Fifth Department of Medicine, University Heidelberg, Mannheim, Germany; Institute of Nutrition, Friedrich-Schiller University, Jena, Germany
| | - Vinicius Tragante
- Department of Cardiology, Heart and Lungs Division, UMC Utrecht, Utrecht, Netherlands
| | - Raymond O McCubrey
- Intermountain Heart Institute, Intermountain Medical Center, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Amand F Schmidt
- Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK
| | - Kenan Direk
- Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK
| | - Ulrich Laufs
- Department of Internal Medicine III, Saarland University Hospital, Homburg/Saar, Germany
| | - Christian Werner
- Department of Internal Medicine III, Saarland University Hospital, Homburg/Saar, Germany
| | - Wolfgang Koenig
- Department of Internal Medicine II-Cardiology, University of Ulm Medical Centre, Ulm, Germany; Deutsches Herzzentrum München, Technische Universität München, Munich, Germany; German Centre of Cardiovascular Research (DZHK), Partner site Munich Heart Alliance, Munich, Germany
| | - Dietrich Rothenbacher
- Division of Clinical Epidemiology and Ageing Research, German Cancer Centre (DKFZ), Heidelberg, Germany; Institute of Epidemiology and Medical Biometry, Ulm University, Ulm, Germany
| | - Ute Mons
- Division of Clinical Epidemiology and Ageing Research, German Cancer Centre (DKFZ), Heidelberg, Germany
| | - Lutz P Breitling
- Division of Clinical Epidemiology and Ageing Research, German Cancer Centre (DKFZ), Heidelberg, Germany
| | - Herrmann Brenner
- Network Ageing Research, University Heidelberg, Mannheim, Germany; Division of Clinical Epidemiology and Ageing Research, German Cancer Centre (DKFZ), Heidelberg, Germany
| | - Richard T Jennings
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Ioannis Petrakis
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Sarah Triem
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Mira Klug
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Alexandra Filips
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Stefan Blankenberg
- University Heart Centre Hamburg, Clinic for General and Interventional Cardiology, Hamburg, Germany; German Centre for Cardiovascular Research (DZHK e.V.), partner site Hamburg/Kiel/Lübeck, Germany
| | - Christoph Waldeyer
- University Heart Centre Hamburg, Clinic for General and Interventional Cardiology, Hamburg, Germany; German Centre for Cardiovascular Research (DZHK e.V.), partner site Hamburg/Kiel/Lübeck, Germany
| | - Christoph Sinning
- University Heart Centre Hamburg, Clinic for General and Interventional Cardiology, Hamburg, Germany; German Centre for Cardiovascular Research (DZHK e.V.), partner site Hamburg/Kiel/Lübeck, Germany
| | - Renate B Schnabel
- University Heart Centre Hamburg, Clinic for General and Interventional Cardiology, Hamburg, Germany; German Centre for Cardiovascular Research (DZHK e.V.), partner site Hamburg/Kiel/Lübeck, Germany
| | - Karl J Lackner
- Institute of Clinical Chemistry and Laboratory Medicine, University Medical Centre Mainz, Germany
| | | | - Ottar Nygård
- Department of Clinical Science, University of Bergen, Bergen, Norway; Department of Heart Disease, Haukeland University Hospital, Bergen, Norway
| | | | | | - Grethe S Tell
- Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway
| | - Juha Sinisalo
- Heart and Lung Centre, Helsinki University Hospital, Helsinki, Finland
| | - Markku S Nieminen
- Heart and Lung Centre, Helsinki University Hospital, Helsinki, Finland
| | - Reijo Laaksonen
- Medical School, Tampere University, Tampere, Finland; Finnish Clinical Biobank Tampere, University Hospital of Tampere, Tampere, Finland
| | - Stella Trompet
- Department of Geriatics and Gerontology, Leiden University Medical Centre, Leiden, Netherlands; Department of Cardiology, Leiden University Medical Centre, Leiden, Netherlands
| | - Roelof A J Smit
- Department of Geriatics and Gerontology, Leiden University Medical Centre, Leiden, Netherlands; Department of Cardiology, Leiden University Medical Centre, Leiden, Netherlands
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Science, BHF Glasgow, Cardiovascular Research Centre, University of Glasgow, Glasgow, UK
| | - J Wouter Jukema
- Einthoven Laboratory for Experimental Vascular Medicine, Leiden University Medical Centre, Leiden, Netherlands; Interuniversity Cardiology Institute of the Netherlands, Utrecht, Netherlands
| | - Heinrich V Groesdonk
- Department of Anesthesiology, Intensive Care Medicine, and Pain Medicine, Saarland University Hospital, Homburg/Saar, Germany
| | - Graciela Delgado
- Fifth Department of Medicine, University Heidelberg, Mannheim, Germany
| | - Tatjana Stojakovic
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University Graz, Graz, Austria
| | - Anna P Pilbrow
- Christchurch Heart Institute, University of Otago, Christchurch, New Zealand
| | - Vicky A Cameron
- Christchurch Heart Institute, University of Otago, Christchurch, New Zealand
| | - A Mark Richards
- Christchurch Heart Institute, University of Otago, Christchurch, New Zealand; Cardiovascular Research Institute, National University of Singapore, Singapore
| | - Robert N Doughty
- Heart Health Research Group, University of Auckland, New Zealand
| | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, Colleges of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Rhonda Cooper-DeHoff
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, Colleges of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Julie Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, Colleges of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE Research Centre for Civilisation Diseases, University of Leipzig, Leipzig, Germany
| | | | - Joachim Thiery
- LIFE Research Centre for Civilisation Diseases, University of Leipzig, Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany
| | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - Ragnar O Vilmundarson
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, ON, Canada
| | - Ruth McPherson
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, ON, Canada
| | - Alexandre F R Stewart
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, ON, Canada
| | - Sharon Cresci
- Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA; Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
| | - Petra A Lenzini
- Statistical Genomics Division, Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
| | - John A Spertus
- Saint Luke's Mid America Heart Institute, Kansas City, MO, USA; Department of Biomedical and Health Informatics, University of Missouri-Kansas City, Kansas City, MO, USA
| | | | | | | | - Andreas Leiherer
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein
| | - Christoph H Saely
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein
| | - Heinz Drexel
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein; Department of Medicine and Cardiology, Academic Teaching Hospital Feldkirch, Feldkirch, Austria; Drexel University College of Medicine, Philadelphia, PA, USA
| | - Axel Mündlein
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria
| | - Peter S Braund
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, UK; Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, UK
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, UK; Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, UK
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, UK; Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, UK
| | - Daniel Kofink
- Department of Cardiology, Heart and Lungs Division, UMC Utrecht, Utrecht, Netherlands
| | - Imo E Hoefer
- Laboratory of Experimental Cardiology, UMC Utrecht, Utrecht, Netherlands
| | - Gerard Pasterkamp
- Laboratory of Experimental Cardiology, UMC Utrecht, Utrecht, Netherlands
| | - Arshed A Quyyumi
- Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA, USA
| | - Yi-An Ko
- Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA, USA
| | | | | | | | | | - Niclas Eriksson
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Claes Held
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Emil Hagström
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Lars Wallentin
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Axel Åkerblom
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Agneta Siegbahn
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Clinical Chemistry, Uppsala University, Uppsala, Sweden
| | - Igor Karp
- University of Montreal Hospital Research Centre (CRCHUM), University of Montreal, Montreal, QC, Canada; Department of Social and Preventive Medicine, University of Montreal, Montreal, QC, Canada; Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, Canada
| | | | - Louise Pilote
- Department of Medicine, McGill University, Montreal, QC, Canada; Division of General Internal Medicine, McGill University Health Centre, Montreal, QC, Canada; Division of Clinical Epidemiology, McGill University Health Centre, Montreal, QC, Canada
| | - James C Engert
- Department of Medicine, McGill University, Montreal, QC, Canada
| | - James M Brophy
- Department of Medicine, McGill University, Montreal, QC, Canada
| | | | - Peter Bogaty
- Department of Medicine, Université Laval, QC, Canada
| | | | - Marcin Kaczor
- Jagielonian University Medical College, Kraków, Poland
| | - Marek Sanak
- Jagielonian University Medical College, Kraków, Poland
| | - Salim S Virani
- Section of Cardiology, Michael E DeBakey Veterans Affairs Medical Center, Baylor College of Medicine, Houston, TX, USA
| | - Christie M Ballantyne
- Section of Cardiovascular Research, Department of Medicine, Baylor College of Medicine, Houston, TX, USA
| | - Vei-Vei Lee
- Department of Biostatistics 7, Epidemiology, Texas Heart Institute, Houston, TX, USA
| | - Eric Boerwinkle
- School of Public Health, University of Texas, Houston, TX, USA
| | - Michael V Holmes
- Medical Research Council Population Health Research Unit at the University of Oxford, University of Oxford, Oxford, UK; Clinical Trial Service Unit and Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of Oxford, Oxford, UK; National Institute for Health Research Oxford Biomedical Research Centre, Oxford University Hospital, Oxford, UK
| | - Benjamin D Horne
- Intermountain Heart Institute, Intermountain Medical Center, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Aroon Hingorani
- Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK
| | - Folkert W Asselbergs
- Department of Cardiology, Heart and Lungs Division, UMC Utrecht, Utrecht, Netherlands; Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK; Durrer Centre of Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, Netherlands
| | - Riyaz S Patel
- Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK
| | | | - Bernhard K Krämer
- Fifth Department of Medicine, University Heidelberg, Mannheim, Germany
| | - Hubert Scharnagl
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University Graz, Graz, Austria
| | - Danilo Fliser
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Winfried März
- Fifth Department of Medicine, University Heidelberg, Mannheim, Germany; Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University Graz, Graz, Austria; Synlab Academy, Synlab Holding, Mannheim, Germany.
| | - Thimoteus Speer
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
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9
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Cresci S, Depta JP, Lenzini PA, Li AY, Lanfear DE, Province MA, Spertus JA, Bach RG. Cytochrome p450 gene variants, race, and mortality among clopidogrel-treated patients after acute myocardial infarction. ACTA ACUST UNITED AC 2014; 7:277-86. [PMID: 24762860 DOI: 10.1161/circgenetics.113.000303] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
BACKGROUND Clopidogrel is recommended after acute myocardial infarction but has variable efficacy and safety, in part related to the effect of cytochrome P450 (CYP) polymorphisms on its metabolism. The effect of CYP polymorphisms on cardiovascular events among clopidogrel-treated patients after acute myocardial infarction remains controversial, and no studies to date have investigated the association of CYP variants with outcomes in black patients. METHODS AND RESULTS Subjects (2732: 2062 whites; 670 blacks) hospitalized with acute myocardial infarction enrolled in the prospective, multicenter TRIUMPH study were genotyped for CYP polymorphisms. The majority of whites (79%) and blacks (64.4%) were discharged on clopidogrel. Among whites, carriers of the loss-of-function CYP2C19*2 allele had significantly increased 1-year mortality (adjusted hazards ratio [HR]: 1.70; confidence interval [CI]: 1.01-2.86; P=0.046) and a trend toward increased rate of recurrent MI (adjusted HR: 2.10; CI: 0.95-4.63; P=0.066). Among blacks, increased 1-year mortality was associated with the gain-of-function CYP2C19*17 allele (adjusted HR for *1/*17 versus *1/*1: 2.02; CI: 0.92-4.44; *17/*17 versus *1/*1: 8.97; CI: 3.34-24.10; P<0.0001) and the CYP1A2*1C allele (adjusted HR for *1/*1C versus *1/*1: 1.89; CI: 0.85-4.22; *1C/*1C versus *1/*1: 4.96; CI: 1.69-14.56; P=0.014). Bleeding events were significantly more common among black carriers of CYP2C19*17 or CYP1A2*1C. CONCLUSIONS Both loss-of-function and gain-of-function CYP polymorphisms affecting clopidogrel metabolism are associated with increased mortality among clopidogrel-treated patients after acute myocardial infarction; the specific polymorphism and the putative mechanism vary according to race.
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Affiliation(s)
- Sharon Cresci
- From the Department of Medicine, Cardiovascular Division (S.C., J.P.D., A.Y.L., R.G.B.), Department of Genetics (S.C.), Department of Genetics, Statistical Genomics Division (P.A.L., M.A.P.), Washington University School of Medicine, St. Louis, MO; Heart and Vascular Institute, Department of Medicine, Henry Ford Hospital, Detroit, MI (D.E.L.); Saint Luke's Mid America Heart Institute & the Department of Medicine, University of Missouri-Kansas City (J.A.S.).
| | - Jeremiah P Depta
- From the Department of Medicine, Cardiovascular Division (S.C., J.P.D., A.Y.L., R.G.B.), Department of Genetics (S.C.), Department of Genetics, Statistical Genomics Division (P.A.L., M.A.P.), Washington University School of Medicine, St. Louis, MO; Heart and Vascular Institute, Department of Medicine, Henry Ford Hospital, Detroit, MI (D.E.L.); Saint Luke's Mid America Heart Institute & the Department of Medicine, University of Missouri-Kansas City (J.A.S.)
| | - Petra A Lenzini
- From the Department of Medicine, Cardiovascular Division (S.C., J.P.D., A.Y.L., R.G.B.), Department of Genetics (S.C.), Department of Genetics, Statistical Genomics Division (P.A.L., M.A.P.), Washington University School of Medicine, St. Louis, MO; Heart and Vascular Institute, Department of Medicine, Henry Ford Hospital, Detroit, MI (D.E.L.); Saint Luke's Mid America Heart Institute & the Department of Medicine, University of Missouri-Kansas City (J.A.S.)
| | - Allie Y Li
- From the Department of Medicine, Cardiovascular Division (S.C., J.P.D., A.Y.L., R.G.B.), Department of Genetics (S.C.), Department of Genetics, Statistical Genomics Division (P.A.L., M.A.P.), Washington University School of Medicine, St. Louis, MO; Heart and Vascular Institute, Department of Medicine, Henry Ford Hospital, Detroit, MI (D.E.L.); Saint Luke's Mid America Heart Institute & the Department of Medicine, University of Missouri-Kansas City (J.A.S.)
| | - David E Lanfear
- From the Department of Medicine, Cardiovascular Division (S.C., J.P.D., A.Y.L., R.G.B.), Department of Genetics (S.C.), Department of Genetics, Statistical Genomics Division (P.A.L., M.A.P.), Washington University School of Medicine, St. Louis, MO; Heart and Vascular Institute, Department of Medicine, Henry Ford Hospital, Detroit, MI (D.E.L.); Saint Luke's Mid America Heart Institute & the Department of Medicine, University of Missouri-Kansas City (J.A.S.)
| | - Michael A Province
- From the Department of Medicine, Cardiovascular Division (S.C., J.P.D., A.Y.L., R.G.B.), Department of Genetics (S.C.), Department of Genetics, Statistical Genomics Division (P.A.L., M.A.P.), Washington University School of Medicine, St. Louis, MO; Heart and Vascular Institute, Department of Medicine, Henry Ford Hospital, Detroit, MI (D.E.L.); Saint Luke's Mid America Heart Institute & the Department of Medicine, University of Missouri-Kansas City (J.A.S.)
| | - John A Spertus
- From the Department of Medicine, Cardiovascular Division (S.C., J.P.D., A.Y.L., R.G.B.), Department of Genetics (S.C.), Department of Genetics, Statistical Genomics Division (P.A.L., M.A.P.), Washington University School of Medicine, St. Louis, MO; Heart and Vascular Institute, Department of Medicine, Henry Ford Hospital, Detroit, MI (D.E.L.); Saint Luke's Mid America Heart Institute & the Department of Medicine, University of Missouri-Kansas City (J.A.S.)
| | - Richard G Bach
- From the Department of Medicine, Cardiovascular Division (S.C., J.P.D., A.Y.L., R.G.B.), Department of Genetics (S.C.), Department of Genetics, Statistical Genomics Division (P.A.L., M.A.P.), Washington University School of Medicine, St. Louis, MO; Heart and Vascular Institute, Department of Medicine, Henry Ford Hospital, Detroit, MI (D.E.L.); Saint Luke's Mid America Heart Institute & the Department of Medicine, University of Missouri-Kansas City (J.A.S.)
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10
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Chen LS, Bach RG, Lenzini PA, Spertus JA, Bierut LJ, Cresci S. CHRNA5 variant predicts smoking cessation in patients with acute myocardial infarction. Nicotine Tob Res 2014; 16:1224-31. [PMID: 24727484 DOI: 10.1093/ntr/ntu059] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
INTRODUCTION While smoking is a major modifiable risk factor for secondary prevention of myocardial infarction (MI), active smoking is common among patients hospitalized with acute MI. Recent studies suggest that nicotinic receptor variants, and specifically the high-risk CHRNA5 rs16969968 A allele, are associated with cessation failure among noncardiac patients. This study investigates the association between CHRNA5 rs16969968 and smoking cessation in patients hospitalized with acute MI. METHODS Using data from the TRIUMPH study, we ascertained smoking status at the time of index hospitalization for acute MI and 1 year after hospitalization. After adjusting for age and sex, we used logistic regression to model the association between smoking cessation and CHRNA5 rs16969968. RESULTS At index admission, 752 Caucasian subjects were active smokers and 699 were former smokers. Among these ever-smokers, the A allele was associated with significantly decreased abstinence (45.0% abstinence for A allele carriers vs. 51.7% for GG homozygotes; odds ratio [OR] = 0.70, 95% confidence interval [CI] = 0.56-0.88, p = .0027). The A allele was also significantly associated with decreased abstinence at 1 year (69.1% abstinence for A allele carriers vs. 76.0% for GG homozygotes; OR = 0.70, 95% CI = 0.53-0.94, p = .0185). CONCLUSIONS Among patients who have smoked and who are hospitalized with acute MI, the high-risk CHRNA5 allele was associated with lower likelihood of quitting before hospitalization and significantly less abstinence 1 year after hospitalization with MI. The CHRNA5 rs16969968 genotype may therefore identify patients who would benefit from aggressive, personalized smoking cessation intervention.
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Affiliation(s)
- Li-Shiun Chen
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO
| | - Richard G Bach
- Department of Medicine, Washington University School of Medicine, St. Louis, MO
| | - Petra A Lenzini
- Department of Genetics, Washington University School of Medicine, St. Louis, MO
| | - John A Spertus
- Mid-America Heart Institute, University of Missouri-Kansas City, Kansas City, MO
| | - Laura Jean Bierut
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO
| | - Sharon Cresci
- Department of Medicine, Washington University School of Medicine, St. Louis, MO; Department of Genetics, Washington University School of Medicine, St. Louis, MO;
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11
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Horne BD, Lenzini PA, Wadelius M, Jorgensen AL, Kimmel SE, Ridker PM, Eriksson N, Anderson JL, Pirmohamed M, Limdi NA, Pendleton RC, McMillin GA, Burmester JK, Kurnik D, Stein CM, Caldwell MD, Eby CS, Rane A, Lindh JD, Shin JG, Kim HS, Angchaisuksiri P, Glynn RJ, Kronquist KE, Carlquist JF, Grice GR, Barrack RL, Li J, Gage BF. Pharmacogenetic warfarin dose refinements remain significantly influenced by genetic factors after one week of therapy. Thromb Haemost 2012; 107:232-40. [PMID: 22186998 PMCID: PMC3292349 DOI: 10.1160/th11-06-0388] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2011] [Accepted: 11/04/2011] [Indexed: 01/06/2023]
Abstract
By guiding initial warfarin dose, pharmacogenetic (PGx) algorithms may improve the safety of warfarin initiation. However, once international normalised ratio (INR) response is known, the contribution of PGx to dose refinements is uncertain. This study sought to develop and validate clinical and PGx dosing algorithms for warfarin dose refinement on days 6-11 after therapy initiation. An international sample of 2,022 patients at 13 medical centres on three continents provided clinical, INR, and genetic data at treatment days 6-11 to predict therapeutic warfarin dose. Independent derivation and retrospective validation samples were composed by randomly dividing the population (80%/20%). Prior warfarin doses were weighted by their expected effect on S-warfarin concentrations using an exponential-decay pharmacokinetic model. The INR divided by that "effective" dose constituted a treatment response index . Treatment response index, age, amiodarone, body surface area, warfarin indication, and target INR were associated with dose in the derivation sample. A clinical algorithm based on these factors was remarkably accurate: in the retrospective validation cohort its R(2) was 61.2% and median absolute error (MAE) was 5.0 mg/week. Accuracy and safety was confirmed in a prospective cohort (N=43). CYP2C9 variants and VKORC1-1639 G→A were significant dose predictors in both the derivation and validation samples. In the retrospective validation cohort, the PGx algorithm had: R(2)= 69.1% (p<0.05 vs. clinical algorithm), MAE= 4.7 mg/week. In conclusion, a pharmacogenetic warfarin dose-refinement algorithm based on clinical, INR, and genetic factors can explain at least 69.1% of therapeutic warfarin dose variability after about one week of therapy.
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Affiliation(s)
- Benjamin D Horne
- Cardiovascular Department, Intermountain Medical Center, Salt Lake City, Utah 84107, USA.
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12
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Voora D, Koboldt DC, King CR, Lenzini PA, Eby CS, Porche-Sorbet R, Deych E, Crankshaw M, Milligan PE, McLeod HL, Patel SR, Cavallari LH, Ridker PM, Grice GR, Miller RD, Gage BF. A polymorphism in the VKORC1 regulator calumenin predicts higher warfarin dose requirements in African Americans. Clin Pharmacol Ther 2010; 87:445-51. [PMID: 20200517 DOI: 10.1038/clpt.2009.291] [Citation(s) in RCA: 81] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Warfarin demonstrates a wide interindividual variability in response that is mediated partly by variants in cytochrome P450 2C9 (CYP2C9) and vitamin K 2,3-epoxide reductase complex subunit 1 (VKORC1). It is not known whether variants in calumenin (CALU) (vitamin K reductase regulator) have an influence on warfarin dose requirements. We resequenced CALU regions in a discovery cohort of dose outliers: patients with high (>90th percentile, n = 55) or low (<10th percentile, n = 53) warfarin dose requirements (after accounting for known genetic and nongenetic variables). One CALU variant, rs339097, was associated with high doses (P = 0.01). We validated this variant as a predictor of higher warfarin doses in two replication cohorts: (i) 496 patients of mixed ethnicity and (ii) 194 African-American patients. The G allele of rs339097 (the allele frequency was 0.14 in African Americans and 0.002 in Caucasians) was associated with the requirement for a 14.5% (SD +/- 7%) higher therapeutic dose (P = 0.03) in the first replication cohort and a higher-than-predicted dose in the second replication cohort (allele frequency 0.14, one-sided P = 0.03). CALU rs339097 A>G is associated with higher warfarin dose requirements, independent of known genetic and nongenetic predictors of warfarin dose in African Americans.
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Affiliation(s)
- D Voora
- Department of Medicine, Washington University in St Louis, St Louis, Missouri, USA
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13
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Horne BD, Lenzini PA, Wadelius M, Jorgensen AL, Kimmel SE, Eriksson N, Anderson JL, Pirmohamed M, Limdi NA, Burmester JK, Kurnik D, Stein CM, Caldwell MD, Eby CS, Rane A, Lindh JD, Shin JG, Kim HS, Angchaisuksiri P, Chen J, Carlquist JF, Grice GR, Kronquist KE, Gage BF. WARFARIN DOSING ALGORITHM REFINEMENTS AFTER 7-9 DAYS OF THERAPY BASED ON PHARMACOGENETIC, PHARMACOKINETIC, CLINICAL, AND LABORATORY DATA. J Am Coll Cardiol 2010. [DOI: 10.1016/s0735-1097(10)61219-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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14
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Lenzini PA, Grice GR, Milligan PE, Dowd MB, Subherwal S, Deych E, Eby CS, King CR, Porche-Sorbet RM, Murphy CV, Marchand R, Millican EA, Barrack RL, Clohisy JC, Kronquist K, Gatchel SK, Gage BF. Laboratory and clinical outcomes of pharmacogenetic vs. clinical protocols for warfarin initiation in orthopedic patients. J Thromb Haemost 2008; 6:1655-62. [PMID: 18662264 PMCID: PMC2920450 DOI: 10.1111/j.1538-7836.2008.03095.x] [Citation(s) in RCA: 66] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
BACKGROUND Warfarin is commonly prescribed for prophylaxis and treatment of thromboembolism after orthopedic surgery. During warfarin initiation, out-of-range International Normalized Ratio (INR) values and adverse events are common. METHODS In orthopedic patients beginning warfarin therapy, we developed and prospectively validated pharmacogenetic and clinical dose refinement algorithms to revise the estimated therapeutic dose after 4 days of therapy. RESULTS The pharmacogenetic algorithm used the cytochrome P450 (CYP) 2C9 genotype, smoking status, peri-operative blood loss, liver disease, INR values and dose history to predict the therapeutic dose. The R(2) was 82% in a derivation cohort (n = 86) and 70% when used prospectively (n = 146). The R(2) of the clinical algorithm that used INR values and dose history to predict the therapeutic dose was 57% in a derivation cohort (n = 178) and 48% in a prospective validation cohort (n = 146). In 1 month of prospective follow-up, the percent time spent in the therapeutic range was 7% higher (95% CI: 2.7-11.7) in the pharmacogenetic cohort. The risk of a laboratory or clinical adverse event was also significantly reduced in the pharmacogenetic cohort (Hazard Ratio 0.54; 95% CI: 0.30-0.97). CONCLUSIONS Warfarin dose adjustments that incorporate genotype and clinical variables available after four warfarin doses are accurate. In this non-randomized, prospective study, pharmacogenetic dose refinements were associated with more time spent in the therapeutic range and fewer laboratory or clinical adverse events. To facilitate gene-guided warfarin dosing we created a non-profit website, http://www.WarfarinDosing.org.
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Affiliation(s)
- Petra A. Lenzini
- Washington University School of Medicine, Department of Internal Medicine
| | - Gloria R. Grice
- Washington University School of Medicine, Department of Internal Medicine
- St. Louis College of Pharmacy
| | - Paul E. Milligan
- Washington University School of Medicine, Department of Internal Medicine
- St. Louis College of Pharmacy
| | | | - Sumeet Subherwal
- Washington University School of Medicine, Department of Internal Medicine
| | - Elena Deych
- Washington University School of Medicine, Department of Internal Medicine
| | - Charles S. Eby
- Washington University School of Medicine, Department of Pathology
| | - Cristi R. King
- Washington University School of Medicine, Department of Internal Medicine
| | | | | | | | - Eric A. Millican
- Washington University School of Medicine, Department of Internal Medicine
| | - Robert L. Barrack
- Washington University School of Medicine, Department of Orthopedic Surgery
| | - John C. Clohisy
- Washington University School of Medicine, Department of Orthopedic Surgery
| | | | - Susan K. Gatchel
- Washington University School of Medicine, Department of Internal Medicine
| | - Brian F. Gage
- Washington University School of Medicine, Department of Internal Medicine
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Lenzini PA, Grice GR, Milligan PE, Gatchel SK, Deych E, Eby CS, Burnett RSJ, Clohisy JC, Barrack RL, Gage BF. Optimal initial dose adjustment of warfarin in orthopedic patients. Ann Pharmacother 2007; 41:1798-804. [PMID: 17911206 DOI: 10.1345/aph.1k197] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
BACKGROUND Warfarin sodium is commonly prescribed for the prophylaxis and treatment of venous thromboembolism. Dosing algorithms have not been widely adopted because they require a fixed initial warfarin dose (eg, 5 mg) and are not tailored to other factors that may affect the international normalized ratio (INR). OBJECTIVE To develop an algorithm that could predict a therapeutic warfarin dose based on drug interactions, INR response after the initial warfarin doses, and other clinical factors. METHODS We used stepwise regression to quantify the relationship between these factors in patients beginning prophylactic warfarin therapy immediately prior to joint replacement. In the derivation cohort (n = 271), we separately modeled the therapeutic dose after 2 and 3 initial doses. We prospectively validated these 2 models in an independent cohort (n = 105). RESULTS About half of the therapeutic dose variability was predictable after 3 days of therapy: R2 was 53% in the derivation cohort and 42% in the validation cohort. INR response after 3 warfarin doses (INR3) inversely correlated with therapeutic dose (p < 0.001). Intraoperative blood loss transiently, but significantly, elevated the postoperative INR values. Other significant (p < 0.03) predictors were the first and second warfarin doses (+7% and +6%, respectively, per 1 mg), and statin use (-15.0%). The model derived after 2 warfarin doses explained 32% of the variability in therapeutic dose. CONCLUSIONS We developed and validated algorithms that estimate therapeutic warfarin doses based on clinical factors and INR response available after 2-3 days of warfarin therapy. The algorithms are implemented online at www.WarfarinDosing.org.
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Affiliation(s)
- Petra A Lenzini
- Washington University in St. Louis, St. Louis, MO 63110, USA
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16
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Millican EA, Lenzini PA, Milligan PE, Grosso L, Eby C, Deych E, Grice G, Clohisy JC, Barrack RL, Burnett RSJ, Voora D, Gatchel S, Tiemeier A, Gage BF. Genetic-based dosing in orthopedic patients beginning warfarin therapy. Blood 2007; 110:1511-5. [PMID: 17387222 PMCID: PMC1975838 DOI: 10.1182/blood-2007-01-069609] [Citation(s) in RCA: 145] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2007] [Accepted: 02/26/2007] [Indexed: 11/20/2022] Open
Abstract
High variability in drug response and a narrow therapeutic index complicate warfarin therapy initiation. No existing algorithm provides recommendations on refining the initial warfarin dose based on genetic variables, clinical data, and international normalized ratio (INR) values. Our goal was to develop such an algorithm. We studied 92 patients undergoing primary or revision total hip or knee replacement. From each patient we collected a blood sample, clinical variables, current medications, and preoperative and postoperative laboratory values. We genotyped for polymorphisms in the cytochrome P450 (CYP) 2C9 and vitamin K epoxide reductase (VKORC1) genes. Using stepwise regression, we developed a model for refining the warfarin dose after the third warfarin dose. The algorithm explained four fifths of the variability in therapeutic dose (R(2)(adj) of 79%). Significant (P > .05) predictors were INR value after 3 doses (47% reduction per 0.25-unit rise), first warfarin dose (+7% per 1 mg), CYP2C9*3 and CYP2C9*2 genotype (-38% and -17% per allele), estimated blood loss (interacting with INR(3)), smoking status (+20% in current smokers), and VKORC1 (-11% per copy of haplotype A). If validated, this model should provide a safer, more effective process for initiating warfarin therapy.
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Affiliation(s)
- Eric A Millican
- Department of Medicine, Washington University in St Louis, MO 63110, USA
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