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Bansal V, Winkelmann BR, Dietrich JW, Boehm BO. Whole-exome sequencing in familial type 2 diabetes identifies an atypical missense variant in the RyR2 gene. Front Endocrinol (Lausanne) 2024; 15:1258982. [PMID: 38444585 PMCID: PMC10913019 DOI: 10.3389/fendo.2024.1258982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 01/10/2024] [Indexed: 03/07/2024] Open
Abstract
Genome-wide association studies have identified several hundred loci associated with type 2 diabetes mellitus (T2DM). Additionally, pathogenic variants in several genes are known to cause monogenic diabetes that overlaps clinically with T2DM. Whole-exome sequencing of related individuals with T2DM is a powerful approach to identify novel high-penetrance disease variants in coding regions of the genome. We performed whole-exome sequencing on four related individuals with T2DM - including one individual diagnosed at the age of 33 years. The individuals were negative for mutations in monogenic diabetes genes, had a strong family history of T2DM, and presented with several characteristics of metabolic syndrome. A missense variant (p.N2291D) in the type 2 ryanodine receptor (RyR2) gene was one of eight rare coding variants shared by all individuals. The variant was absent in large population databases and affects a highly conserved amino acid located in a mutational hotspot for pathogenic variants in Catecholaminergic polymorphic ventricular tachycardia (CPVT). Electrocardiogram data did not reveal any cardiac abnormalities except a lower-than-normal resting heart rate (< 60 bpm) in two individuals - a phenotype observed in CPVT individuals with RyR2 mutations. RyR2-mediated Ca2+ release contributes to glucose-mediated insulin secretion and pathogenic RyR2 mutations cause glucose intolerance in humans and mice. Analysis of glucose tolerance testing data revealed that missense mutations in a CPVT mutation hotspot region - overlapping the p.N2291D variant - are associated with complete penetrance for glucose intolerance. In conclusion, we have identified an atypical missense variant in the RyR2 gene that co-segregates with diabetes in the absence of overt CPVT.
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Affiliation(s)
- Vikas Bansal
- Department of Pediatrics, University of California San Diego, La Jolla, CA, United States
- Institute of Genomic Medicine, University of California San Diego, La Jolla, CA, United States
| | | | - Johannes W Dietrich
- Diabetes, Endocrinology and Metabolism Section, Department of Internal Medicine I, St. Josef Hospital, Ruhr University Hospitals, Bochum, Germany
- Diabetes Center Bochum-Hattingen, St. Elisabeth-Hospital Blankenstein, Hattingen, Germany
- Center for Rare Endocrine Diseases, Ruhr Center for Rare Diseases (CeSER), Ruhr University Bochum and Witten/Herdecke University, Bochum, Germany
- Center for Diabetes Technology, Catholic Hospitals Bochum, Bochum, Germany
| | - Bernhard O Boehm
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
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Dagenais GR, Dyal L, Bosch JJ, Leong DP, Aboyans V, Berkowitz SD, Bhatt DL, Connolly SJ, Fox KAA, Muehlhofer E, Probstfield JL, Widimsky P, Winkelmann BR, Yusuf S, Eikelboom JW. Cardiovascular consequences of discontinuing low-dose rivaroxaban in people with chronic coronary or peripheral artery disease. Heart 2021; 107:1130-1137. [PMID: 34021038 PMCID: PMC8257559 DOI: 10.1136/heartjnl-2020-318758] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 04/23/2021] [Accepted: 04/26/2021] [Indexed: 12/18/2022] Open
Abstract
Objective In patients with chronic coronary or peripheral artery disease enrolled in the Cardiovascular Outcomes for People Using Anticoagulation Strategies trial, randomised antithrombotic treatments were stopped after a median follow-up of 23 months because of benefits of the combination of rivaroxaban 2.5 mg two times per day and aspirin 100 mg once daily compared with aspirin 100 mg once daily. We assessed the effect of switching to non-study aspirin at the time of early stopping. Methods Incident composite of myocardial infarction, stroke or cardiovascular death was estimated per 100 person-years (py) during randomised treatment (n=18 278) and after study treatment discontinuation to non-study aspirin (n=14 068). Results During randomised treatment, the combination compared with aspirin reduced the composite (2.2 vs 2.9/100 py, HR: 0.76, 95% CI 0.66 to 0.86), stroke (0.5 vs 0.8/100 py, HR: 0.58, 95% CI 0.44 to 0.76) and cardiovascular death (0.9 vs 1.2/100 py, HR: 0.78, 95% CI 0.64 to 0.96). During 1.02 years after early stopping, participants originally randomised to the combination compared with those randomised to aspirin had similar rates of the composite (2.1 vs 2.0/100 py, HR: 1.08, 95% CI 0.84 to 1.39) and cardiovascular death (1.0 vs 0.8/100 py, HR: 1.26, 95% CI 0.85 to 1.86) but higher stroke rate (0.7 vs 0.4/100 py, HR: 1.74, 95% CI 1.05 to 2.87) including a significant increase in ischaemic stroke during the first 6 months after switching to non-study aspirin. Conclusion Discontinuing study rivaroxaban and aspirin to non-study aspirin was associated with the loss of cardiovascular benefits and a stroke excess. Trial registration number NCT01776424.
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Affiliation(s)
- Gilles R Dagenais
- Department of Cardiology, Laval University Heart and Lung Institute, Quebec, Québec, Canada
| | - Leanne Dyal
- Population Health Research Institute, Hamilton Health Sciences/McMaster University, Hamilton, Ontario, Canada
| | - Jacqueline J Bosch
- Population Health Research Institute, Hamilton Health Sciences/McMaster University, Hamilton, Ontario, Canada
| | - Darryl P Leong
- Population Health Research Institute, Hamilton Health Sciences/McMaster University, Hamilton, Ontario, Canada
| | - Victor Aboyans
- Department of Cardiology, Dupuytren University Hospital, Limoges, France.,Department of Cardiology, INSERM, U1094, Tropical Neuroepidemiology, Limoges, France
| | | | - Deepak L Bhatt
- Brigham and Women's Hospital Heart & Vascular Center and Harvard Medical School, Boston, Massachusetts, USA
| | - Stuart J Connolly
- Population Health Research Institute, Hamilton Health Sciences/McMaster University, Hamilton, Ontario, Canada
| | - Keith A A Fox
- Department of Medicine, University of Edinburgh, Edinburgh, UK
| | - Eva Muehlhofer
- Bayer HealthCare Pharmaceuticals, Whippany, New Jersey, USA
| | - Jeffrey L Probstfield
- Department of Medicine (Cardiology), University of Washington Medical Centre, Seattle, Washington, USA
| | - Petr Widimsky
- Cardiocenter, University Hospital Kralovske Vinohrady and Third Faculty of Medicine, Charles University Prague, Prague, Czech Republic
| | - Bernhard R Winkelmann
- Kardiologische Studienpraxis und ClinPhenomics GmbH&Co, Studienzentrum Schaumainkai Frankfurt, Frankfurt, Germany
| | - Salim Yusuf
- Population Health Research Institute, Hamilton Health Sciences/McMaster University, Hamilton, Ontario, Canada
| | - John W Eikelboom
- Population Health Research Institute, Hamilton Health Sciences/McMaster University, Hamilton, Ontario, Canada
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3
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Lagou V, Mägi R, Hottenga JJ, Grallert H, Perry JRB, Bouatia-Naji N, Marullo L, Rybin D, Jansen R, Min JL, Dimas AS, Ulrich A, Zudina L, Gådin JR, Jiang L, Faggian A, Bonnefond A, Fadista J, Stathopoulou MG, Isaacs A, Willems SM, Navarro P, Tanaka T, Jackson AU, Montasser ME, O'Connell JR, Bielak LF, Webster RJ, Saxena R, Stafford JM, Pourcain BS, Timpson NJ, Salo P, Shin SY, Amin N, Smith AV, Li G, Verweij N, Goel A, Ford I, Johnson PCD, Johnson T, Kapur K, Thorleifsson G, Strawbridge RJ, Rasmussen-Torvik LJ, Esko T, Mihailov E, Fall T, Fraser RM, Mahajan A, Kanoni S, Giedraitis V, Kleber ME, Silbernagel G, Meyer J, Müller-Nurasyid M, Ganna A, Sarin AP, Yengo L, Shungin D, Luan J, Horikoshi M, An P, Sanna S, Boettcher Y, Rayner NW, Nolte IM, Zemunik T, Iperen EV, Kovacs P, Hastie ND, Wild SH, McLachlan S, Campbell S, Polasek O, Carlson O, Egan J, Kiess W, Willemsen G, Kuusisto J, Laakso M, Dimitriou M, Hicks AA, Rauramaa R, Bandinelli S, Thorand B, Liu Y, Miljkovic I, Lind L, Doney A, Perola M, Hingorani A, Kivimaki M, Kumari M, Bennett AJ, Groves CJ, Herder C, Koistinen HA, Kinnunen L, Faire UD, Bakker SJL, Uusitupa M, Palmer CNA, Jukema JW, Sattar N, Pouta A, Snieder H, Boerwinkle E, Pankow JS, Magnusson PK, Krus U, Scapoli C, de Geus EJCN, Blüher M, Wolffenbuttel BHR, Province MA, Abecasis GR, Meigs JB, Hovingh GK, Lindström J, Wilson JF, Wright AF, Dedoussis GV, Bornstein SR, Schwarz PEH, Tönjes A, Winkelmann BR, Boehm BO, März W, Metspalu A, Price JF, Deloukas P, Körner A, Lakka TA, Keinanen-Kiukaanniemi SM, Saaristo TE, Bergman RN, Tuomilehto J, Wareham NJ, Langenberg C, Männistö S, Franks PW, Hayward C, Vitart V, Kaprio J, Visvikis-Siest S, Balkau B, Altshuler D, Rudan I, Stumvoll M, Campbell H, van Duijn CM, Gieger C, Illig T, Ferrucci L, Pedersen NL, Pramstaller PP, Boehnke M, Frayling TM, Shuldiner AR, Peyser PA, Kardia SLR, Palmer LJ, Penninx BW, Meneton P, Harris TB, Navis G, Harst PVD, Smith GD, Forouhi NG, Loos RJF, Salomaa V, Soranzo N, Boomsma DI, Groop L, Tuomi T, Hofman A, Munroe PB, Gudnason V, Siscovick DS, Watkins H, Lecoeur C, Vollenweider P, Franco-Cereceda A, Eriksson P, Jarvelin MR, Stefansson K, Hamsten A, Nicholson G, Karpe F, Dermitzakis ET, Lindgren CM, McCarthy MI, Froguel P, Kaakinen MA, Lyssenko V, Watanabe RM, Ingelsson E, Florez JC, Dupuis J, Barroso I, Morris AP, Prokopenko I. Sex-dimorphic genetic effects and novel loci for fasting glucose and insulin variability. Nat Commun 2021; 12:24. [PMID: 33402679 PMCID: PMC7785747 DOI: 10.1038/s41467-020-19366-9] [Citation(s) in RCA: 64] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Accepted: 09/22/2020] [Indexed: 12/20/2022] Open
Abstract
Differences between sexes contribute to variation in the levels of fasting glucose and insulin. Epidemiological studies established a higher prevalence of impaired fasting glucose in men and impaired glucose tolerance in women, however, the genetic component underlying this phenomenon is not established. We assess sex-dimorphic (73,089/50,404 women and 67,506/47,806 men) and sex-combined (151,188/105,056 individuals) fasting glucose/fasting insulin genetic effects via genome-wide association study meta-analyses in individuals of European descent without diabetes. Here we report sex dimorphism in allelic effects on fasting insulin at IRS1 and ZNF12 loci, the latter showing higher RNA expression in whole blood in women compared to men. We also observe sex-homogeneous effects on fasting glucose at seven novel loci. Fasting insulin in women shows stronger genetic correlations than in men with waist-to-hip ratio and anorexia nervosa. Furthermore, waist-to-hip ratio is causally related to insulin resistance in women, but not in men. These results position dissection of metabolic and glycemic health sex dimorphism as a steppingstone for understanding differences in genetic effects between women and men in related phenotypes.
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Affiliation(s)
- Vasiliki Lagou
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Department of Microbiology and Immunology, Laboratory of Adaptive Immunity, KU Leuven, Leuven, Belgium
- VIB-KU Leuven Center for Brain and Disease Research, Leuven, Belgium
| | - Reedik Mägi
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Jouke- Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU University medical center, Amsterdam, the Netherlands
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD, München-Neuherberg, Germany
| | - John R B Perry
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom
| | - Nabila Bouatia-Naji
- University of Lille Nord de France, Lille, France
- CNRS UMR8199, Institut Pasteur de Lille, Lille, France
- INSERM U970, Paris Cardiovascular Research Center PARCC, 75006, Paris, France
| | - Letizia Marullo
- Department of Life Sciences and Biotechnology, University of Ferrara, Ferrara, Italy
| | - Denis Rybin
- Boston University Data Coordinating Center, Boston, MA, USA
| | - Rick Jansen
- Department of Psychiatry, VU University Medical Center, Amsterdam, the Netherlands
| | - Josine L Min
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Antigone S Dimas
- Institute for Bioinnovation, Biomedical Sciences Research Center Al. Fleming, Vari, Greece
| | - Anna Ulrich
- Department of Medicine, Imperial College London, London, UK
| | | | - Jesper R Gådin
- Cardiovascular Medicine Unit, Center for Molecular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Karolinska University Hospital, Solna, Sweden
| | - Longda Jiang
- Department of Medicine, Imperial College London, London, UK
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | | | - Amélie Bonnefond
- University of Lille Nord de France, Lille, France
- CNRS UMR8199, Institut Pasteur de Lille, Lille, France
- Department of Medicine, Imperial College London, London, UK
| | - Joao Fadista
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | | | - Aaron Isaacs
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
- CARIM School for Cardiovascular Diseases and Maastricht Centre for Systems Biology (MaCSBio, Maastricht University, Maastricht, the Netherlands
- Department of Physiology, Maastricht University, Maastricht, the Netherlands
| | - Sara M Willems
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Pau Navarro
- MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Toshiko Tanaka
- Translational Gerontology Branch, Longitudinal Study Section, National Institute on Aging, Baltimore, MD, USA
| | - Anne U Jackson
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - May E Montasser
- Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, MD, USA
| | - Jeff R O'Connell
- Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, MD, USA
| | - Lawrence F Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Rebecca J Webster
- Laboratory for Cancer Medicine, Harry Perkins Institute of Medical Research, University of Western Australia Centre for Medical Research, Nedlands, WA, Australia
| | - Richa Saxena
- Broad Institute of Harvard and Massachusetts Institute of Technology (MIT), Cambridge, MA, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Departmentartment of Anesthesia, Critical Care and Pain Medicine, MGH, Boston, MA, USA
| | - Jeanette M Stafford
- Department of Biostatistics and Data Science, Division of Public Health Sciences, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Beate St Pourcain
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Nicholas J Timpson
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Perttu Salo
- Public Health Genomics Unit, Department of Chronic Disease Prevention, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - So-Youn Shin
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
| | - Najaf Amin
- Department of Epidemiology Erasmus MC, Rotterdam, the Netherlands
| | - Albert V Smith
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Guo Li
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Niek Verweij
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Anuj Goel
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, UK
| | - Paul C D Johnson
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, UK
- Institute of Biodiversity, Animal Health & Comparative Medicine, University of Glasgow, Glasgow, UK
| | - Toby Johnson
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Karen Kapur
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | | | - Rona J Strawbridge
- Cardiovascular Medicine Unit, Department of Medicine, Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - Laura J Rasmussen-Torvik
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Tõnu Esko
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Evelin Mihailov
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Tove Fall
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Ross M Fraser
- Usher Institute, University of Edinburgh, Edinburgh, UK
- Synpromics Ltd, Roslin Innovation Centre, Easter Bush Campus, Edinburgh, EH25 9RG, UK
| | - Anubha Mahajan
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Genentech, 340 Point San Bruno Boulevard, South San Francisco, CA, 94080, USA
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Wellcome Trust Sanger Institute, Hinxton, UK
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Uppsala Universitet, Uppsala, Sweden
| | - Marcus E Kleber
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Günther Silbernagel
- Division of Angiology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
| | - Julia Meyer
- Institute of Genetic Epidemiology,Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology,Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology and Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
- Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-University, Munich, Germany
- Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI, University Medical Center, Johannes Gutenberg University, 55101, Mainz, Germany
| | - Andrea Ganna
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Antti-Pekka Sarin
- Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland
- Public Health Genomics Unit, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Loic Yengo
- University of Lille Nord de France, Lille, France
- CNRS UMR8199, Institut Pasteur de Lille, Lille, France
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Dmitry Shungin
- Department of Public Health & Clinical Medicine, Umeå University, Umeå, Sweden
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Malmö, Sweden
- Department of Odontology, Umeå University, Umeå, Sweden
| | - Jian'an Luan
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom
| | - Momoko Horikoshi
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
- RIKEN, Center for Integrative Medical Sciences, Laboratory for Endocrinology, Metabolism and Kidney Disease, Yokohama, Japan
| | - Ping An
- Division of Statistical Genomics, Washington University School of Medicine, St. Louis, MO, USA
| | - Serena Sanna
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Italy
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Yvonne Boettcher
- Department of Medicine, University of Leipzig, Leipzig, Germany
- IFB AdiposityDiseases, University of Leipzig, Leipzig, Germany
| | - N William Rayner
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Wellcome Trust Sanger Institute, Hinxton, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Ilja M Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | | | - Erik van Iperen
- Department of Clinical Epidemiology and Biostatistics, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Peter Kovacs
- IFB AdiposityDiseases, University of Leipzig, Leipzig, Germany
| | - Nicholas D Hastie
- MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Sarah H Wild
- Usher Institute, University of Edinburgh, Edinburgh, UK
| | | | - Susan Campbell
- MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Ozren Polasek
- Faculty of Medicine, University of Split, Split, Croatia
| | - Olga Carlson
- Laboratory of Clinical Investigation, National Institute of Aging, Baltimore, MD, USA
| | - Josephine Egan
- Laboratory of Clinical Investigation, National Institute of Aging, Baltimore, MD, USA
| | - Wieland Kiess
- IFB AdiposityDiseases, University of Leipzig, Leipzig, Germany
- Pediatric Research Center, Department of Women's & Child Health, University of Leipzig, Leipzig, Germany
| | - Gonneke Willemsen
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
| | - Johanna Kuusisto
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Markku Laakso
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Maria Dimitriou
- Department of Dietetics-Nutrition, Harokopio University, Athens, Greece
| | - Andrew A Hicks
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC) (Affiliated Institute of the University of LübeckLübeckGermany), Bolzano, Italy
| | - Rainer Rauramaa
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | | | - Barbara Thorand
- German Center for Diabetes Research (DZD, München-Neuherberg, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Yongmei Liu
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Iva Miljkovic
- Department of Epidemiology, Center for Aging and Population Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Akademiska sjukhuset, Uppsala, Sweden
| | - Alex Doney
- Pat McPherson Centre for Pharmacogenetics and Pharmacogenomics, Division of Molecular and Clinical Medicine, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK
| | - Markus Perola
- Public Health Genomics Unit, Department of Chronic Disease Prevention, Finnish Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Aroon Hingorani
- Department of Epidemiology and Public Health, University College London, London, UK
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, University College London, London, UK
| | - Meena Kumari
- Department of Epidemiology and Public Health, University College London, London, UK
- University of Essex, Wivenhoe Park, Colchester, Essex, UK
| | - Amanda J Bennett
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Christopher J Groves
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Christian Herder
- German Center for Diabetes Research (DZD, München-Neuherberg, Germany
- Institute of Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Division of Endocrinology and Diabetology, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Heikki A Koistinen
- Department of Public Health Solutions, Finnish Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
- Department of Medicine, University of Helsinki and Helsinki University Central Hospital, P.O. Box 340, Haartmaninkatu 4, Helsinki, FI-00029, Finland
- Minerva Foundation Institute for Medical Research, Biomedicum 2U, Tukholmankatu 8, Helsinki, FI-00290, Finland
| | - Leena Kinnunen
- Department of Public Health Solutions, Finnish Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Stephan J L Bakker
- Department of Internal Medicine, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Matti Uusitupa
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Colin N A Palmer
- Pat McPherson Centre for Pharmacogenetics and Pharmacogenomics, Division of Molecular and Clinical Medicine, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK
| | - J Wouter Jukema
- Dept of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
- Netherlands Heart Institute, Utrecht, the Netherlands
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Anneli Pouta
- Department of Government Services, Finnish Institute for Health and Welfare, Helsinki, Finland
- PEDEGO Research Unit, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Eric Boerwinkle
- IMM Center for Human Genetics, University of Texas Health Science Center at Houston, Houston, TX, USA
- Division of Epidemiology, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - James S Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MiI, USA
| | - Patrik K Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Ulrika Krus
- Department of Clinical Sciences, Diabetes and Endocrinology Research Unit, University Hospital Malmö, Lund University, Malmö, Sweden
| | - Chiara Scapoli
- Department of Life Sciences and Biotechnology, University of Ferrara, Ferrara, Italy
| | - Eco J C N de Geus
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU University medical center, Amsterdam, the Netherlands
| | - Matthias Blüher
- Department of Medicine, University of Leipzig, Leipzig, Germany
- Department of Preventive Medicine, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Bruce H R Wolffenbuttel
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Michael A Province
- Division of Statistical Genomics, Washington University School of Medicine, St. Louis, MO, USA
| | - Goncalo R Abecasis
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - James B Meigs
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- General Medicine Division, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - G Kees Hovingh
- Department of Vascular Medicine, Amsterdam UMC, Amsterdam, the Netherlands
- Novo Nordisk A/S, Copenhagen, Denmark
| | - Jaana Lindström
- Finnish Institute for Health and Welfare, Diabetes Prevention Unit, Helsinki, Finland
| | - James F Wilson
- MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Alan F Wright
- MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | | | - Stefan R Bornstein
- Department of Medicine, Division for Prevention and Care of Diabetes, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Peter E H Schwarz
- Department for Prevention and Care of Diabetes, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
- Paul Langerhans Institute Dresden of the Helmholtz Center Munich at University Hospital and Faculty of Medicine, TU Dresden, Dresden, Germany
- German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany
| | - Anke Tönjes
- Department of Medicine, University of Leipzig, Leipzig, Germany
- IFB AdiposityDiseases, University of Leipzig, Leipzig, Germany
| | | | - Bernhard O Boehm
- Lee Kong Chian School of Medicine, Nanyang Technological University Singapore and Imperial College London, Singapore, Singapore
| | - Winfried März
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, Germany
| | - Andres Metspalu
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | | | - Panos Deloukas
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Wellcome Trust Sanger Institute, Hinxton, UK
- Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Antje Körner
- IFB AdiposityDiseases, University of Leipzig, Leipzig, Germany
- Diabetes Research Center, Diabetes Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Timo A Lakka
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Institute of Biomedicine/Physiology, University of Eastern Finland, Kuopio Campus, Kuopio, Finland
| | - Sirkka M Keinanen-Kiukaanniemi
- Faculty of Medicine, Center for Life Course Health Research, University of Oulu, Oulu, Finland
- Unit of General Practice, Oulu University Hospital, Oulu, Finland
| | - Timo E Saaristo
- Finnish Diabetes Association, Tampere, Finland
- Pirkanmaa Hospital District, Tampere, Finland
| | - Richard N Bergman
- Diabetes and Obesity Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Jaakko Tuomilehto
- Department of Chronic Disease Prevention, Finnish Institute for Health and Welfare, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
- Centre for Vascular Prevention, Danube-University Krems, Krems, Austria
- Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Nicholas J Wareham
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom
| | - Satu Männistö
- Department of Public Health Solutions, Finnish Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
| | - Paul W Franks
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Malmö, Sweden
- Department of Nutrition, Harvard School of Public Health, Boston, MA, USA
- Department of Public Health & Clinical Medicine, Units of Medicine and Nutritional Research, Umeå University, Umeå, Sweden
| | - Caroline Hayward
- MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Veronique Vitart
- MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | | | - Beverley Balkau
- Inserm, CESP Center for Research in Epidemiology and Public Health, U1018, Villejuif, France
- Univ Paris-Saclay, Univ Paris Sud, UVSQ, UMRS 1018, UMRS 1018, Villejuif, France
| | - David Altshuler
- Broad Institute of Harvard and Massachusetts Institute of Technology (MIT), Cambridge, MA, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Igor Rudan
- Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Michael Stumvoll
- Department of Medicine, University of Leipzig, Leipzig, Germany
- IFB AdiposityDiseases, University of Leipzig, Leipzig, Germany
| | | | - Cornelia M van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
- Centre for Medical Systems Biology, Leiden, the Netherlands
| | - Christian Gieger
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD, München-Neuherberg, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München Research Center for Environmental Health, Neuherberg, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
- Institute of Human Genetics, Hannover Medical School, Hannover, Germany
| | - Luigi Ferrucci
- Clinical Research Branch, National Institute on Aging, Baltimore, Maryland, USA
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Peter P Pramstaller
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC) (Affiliated Institute of the University of LübeckLübeckGermany), Bolzano, Italy
- Department of Neurology, General Central Hospital, Bolzano, Italy
- Department of Neurology, University of Lübeck, Lübeck, Germany
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Timothy M Frayling
- Genetics of Complex Traits, Peninsula Medical School, University of Exeter, Exeter, UK
| | - Alan R Shuldiner
- Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, MD, USA
- The Regeneron Genetics Center, Regeneron Pharmaceuticals, Tarrytown, NY, USA
| | - Patricia A Peyser
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Lyle J Palmer
- School of Public Health, University of Adelaide, Adelaide, Australia
| | - Brenda W Penninx
- Department of Psychiatry, VU University Medical Center, Amsterdam, the Netherlands
| | - Pierre Meneton
- U872 Institut National de la Santé et de la Recherche Médicale, Centre de Recherche des Cordeliers, 75006, Paris, France
| | - Tamara B Harris
- Geriatric Epidemiology Section, Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, Bethesda, MD, USA
| | - Gerjan Navis
- Department of Internal Medicine, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Pim van der Harst
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - George Davey Smith
- MRC Integrative Epidemiology Unit (IEU), University of Bristol, Bristol, UK
| | - Nita G Forouhi
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom
| | - Ruth J F Loos
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Veikko Salomaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Nicole Soranzo
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
| | - Dorret I Boomsma
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
| | - Leif Groop
- Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland
- Department of Clinical Sciences, Diabetes and Endocrinology Research Unit, University Hospital Malmö, Lund University, Malmö, Sweden
| | - Tiinamaija Tuomi
- Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland
- Department of Clinical Sciences, Diabetes and Endocrinology Research Unit, University Hospital Malmö, Lund University, Malmö, Sweden
- Endocrinology, Abdominal Centre, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Research Program for Clinical and Molecular Metabolism, University of Helsinki and Folkhälsan Research Center, Helsinki, Finland
| | - Albert Hofman
- Department of Epidemiology Erasmus MC, Rotterdam, the Netherlands
- Netherlands Consortium for healthy ageing, the Hague, the Netherlands
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, USA
| | - Patricia B Munroe
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine University of Iceland, Reykjavik, Iceland
| | - David S Siscovick
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Hugh Watkins
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Cecile Lecoeur
- University of Lille Nord de France, Lille, France
- CNRS UMR8199, Institut Pasteur de Lille, Lille, France
| | - Peter Vollenweider
- Department of Medicine, University Hospital Lausanne, Lausanne, Switzerland
| | - Anders Franco-Cereceda
- Cardiothoracic Surgery Unit, Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Per Eriksson
- Cardiovascular Medicine Unit, Center for Molecular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Karolinska University Hospital, Solna, Sweden
| | - Marjo-Riitta Jarvelin
- Department of Epidemiology and Biostatistics and HPA-MRC Center, School of Public Health, Imperial College London, London, UK
- Institue of Health Sciences, University of Oulu, Oulu, Finland
| | - Kari Stefansson
- deCODE Genetics, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Anders Hamsten
- Cardiovascular Medicine Unit, Department of Medicine, Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
- Department of Cardiology, Karolinska University Hospital Solna, Stockholm, Sweden
| | | | - Fredrik Karpe
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
- Oxford National Institute for Health Research Biomedical Research Centre, Churchill Hospital, Oxford, UK
| | - Emmanouil T Dermitzakis
- Department of Genetic Medicine and Development, University of Geneva Medical School, Geneva, Switzerland
| | - Cecilia M Lindgren
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Broad Institute of Harvard and Massachusetts Institute of Technology (MIT), Cambridge, MA, USA
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Mark I McCarthy
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
- Oxford National Institute for Health Research Biomedical Research Centre, Churchill Hospital, Oxford, UK
- Genentech, 340 Point San Bruno Boulevard, South San Francisco, CA, 94080, USA
| | - Philippe Froguel
- University of Lille Nord de France, Lille, France
- CNRS UMR8199, Institut Pasteur de Lille, Lille, France
- Department of Medicine, Imperial College London, London, UK
| | - Marika A Kaakinen
- Department of Medicine, Imperial College London, London, UK
- School of Biosciences and Medicine, Department of Clinical and Experimental Medicine, University of Surrey, Guildford, UK
| | - Valeriya Lyssenko
- Department of Clinical Sciences, Diabetes and Endocrinology Research Unit, University Hospital Malmö, Lund University, Malmö, Sweden
- Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Richard M Watanabe
- Department of Preventive Medicine, Keck School of Medicine of USC, Los Angeles, CA, USA
- Department of Physiology & Neuroscience, Keck School of Medicine of USC, Los Angeles, CA, USA
- USC Diabetes and Obesity Research Institute, Los Angeles, CA, USA
| | - Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Stanford Cardiovascular Institute, Stanford University, Stanford, CA, 94305, USA
| | - Jose C Florez
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
- Diabetes Research Center, Diabetes Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Josée Dupuis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Inês Barroso
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
- University of Cambridge Metabolic Research Laboratories and NIHR Cambridge Biomedical Research Centre, Wellcome Trust-MRC Institute of Metabolic Science, Cambridge, UK
- Exeter Centre of ExcEllence in Diabetes (ExCEED), University of Exeter Medical School, Exeter, UK
| | - Andrew P Morris
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Department of Biostatistics, University of Liverpool, Liverpool, UK
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, The University of Manchester, Manchester, UK
| | - Inga Prokopenko
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.
- Department of Medicine, Imperial College London, London, UK.
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK.
- School of Biosciences and Medicine, Department of Clinical and Experimental Medicine, University of Surrey, Guildford, UK.
- Institute of Biochemistry and Genetics, Ufa Federal Research Centre Russian Academy of Sciences, Ufa, Russian Federation.
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4
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Düngen HD, Kober L, Nodari S, Schou M, Otto C, Becka M, Kanefendt F, Winkelmann BR, Gislason G, Richard F, Nielsen OW, Gheorghiade M, Senni M. Safety and Tolerability of the Chymase Inhibitor Fulacimstat in Patients With Left Ventricular Dysfunction After Myocardial Infarction-Results of the CHIARA MIA 1 Trial. Clin Pharmacol Drug Dev 2018; 8:942-951. [PMID: 30452784 DOI: 10.1002/cpdd.633] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Accepted: 10/26/2018] [Indexed: 01/29/2023]
Abstract
The chymase inhibitor fulacimstat is developed as a first-in-class treatment option for the inhibition of adverse cardiac remodeling in patients with left ventricular dysfunction (LVD) after acute myocardial infarction (MI). The aim of the study was to examine the safety and tolerability of fulacimstat in patients with LVD after remote MI. A multicenter, multinational randomized, placebo-controlled study was performed in clinically stable patients (40-79 years of age, left ventricular ejection fraction ≤ 45% because of MI in medical history) who were on stable evidence-based standard-of-care therapies for LVD post-MI including an angiotensin converting enzyme inhibitor or angiotensin receptor blocker at doses of at least half the recommended target dose. Patients were treated for 2 weeks with either placebo (n = 12) or 4 different doses of fulacimstat (5 mg twice daily, n = 9; 10 mg twice daily, n = 9; 25 mg twice daily, n = 10; 50 mg once daily, n = 9). Fulacimstat was safe and well tolerated at all examined doses. There were no clinically relevant effects on vital signs or potassium levels compared with placebo treatment. Mean plasma concentrations of fulacimstat increased with the administered dose and reached exposures predicted to be therapeutically active. The safety profile and the absence of effects on blood pressure or heart rate in a chronic patient population having similar comorbidities and receiving similar comedication as patients after acute MI support future clinical trials with fulacimstat in patients after acute MI.
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Affiliation(s)
- Hans-Dirk Düngen
- Department of Internal Medicine, Cardiology, Charité-Universitaetsmedizin, Berlin, Germany
| | - Lars Kober
- Department of Cardiology, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
| | - Savina Nodari
- Cardiology Section, Department of Clinical and Surgical Specialties, Radiological Sciences and Public Health, University of Brescia, Brescia, Italy
| | - Morten Schou
- Department of Cardiology, Cardiovascular Research Center, Gentofte and Herlev University Hospital, Herlev, Denmark
| | - Christiane Otto
- Experimental Medicine Cardiovascular and Hematology, BAYER AG, Wuppertal, Germany
| | - Michael Becka
- Research and Clinical Sciences Statistics, BAYER AG, Wuppertal, Germany
| | | | | | - Gunnar Gislason
- Department of Cardiology, Copenhagen University Hospital Herlev and Gentofte, Copenhagen, Denmark
| | | | - Olav Wendelboe Nielsen
- Department of Cardiology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
| | - Mihai Gheorghiade
- Center for Cardiovascular Innovation, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Michele Senni
- Division of Cardiology 1, Papa Giovanni XXIII Hospital, Bergamo, Italy
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5
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Scharnagl H, Kleber ME, Genser B, Kickmaier S, Renner W, Weihrauch G, Grammer T, Rossmann C, Winkelmann BR, Boehm BO, Sattler W, März W, Malle E. Association of myeloperoxidase with total and cardiovascular mortality in individuals undergoing coronary angiography--the LURIC study. Int J Cardiol 2014; 174:96-105. [PMID: 24746542 PMCID: PMC4045190 DOI: 10.1016/j.ijcard.2014.03.168] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2013] [Revised: 03/10/2014] [Accepted: 03/26/2014] [Indexed: 12/30/2022]
Abstract
Background The phagocytic enzyme myeloperoxidase (MPO) acts as a front-line defender against microorganisms. However, increased MPO levels have been found to be associated with complex and calcified atherosclerotic lesions and incident cardiovascular disease. Therefore, this study aimed to investigate a predictive role of MPO, a biomarker of inflammation and oxidative stress, for total and cardiovascular mortality in patients referred to coronary angiography. Methods and results MPO plasma concentrations along with eight MPO polymorphisms were determined in 3036 participants of the Ludwigshafen Risk and Cardiovascular Health study (median follow-up 7.75 years). MPO concentrations were positively associated with age, diabetes, smoking, markers of systemic inflammation (interleukin-6, fibrinogen, C-reactive protein, serum amyloid A) and vascular damage (vascular cellular adhesion molecule-1 and intercellular adhesion molecule-1) but negatively associated with HDL-cholesterol and apolipoprotein A-I. After adjustment for cardiovascular risk factors MPO concentrations in the highest versus the lowest quartile were associated with a 1.34-fold risk (95% CI: 1.09–1.67) for total mortality. In the adjusted model the hazard ratio for cardiovascular mortality in the highest MPO quartile was 1.42 (95% CI: 1.07–1.88). Five MPO polymorphisms were positively associated with MPO concentrations but not with mortality. Using Mendelian randomization, we did not obtain evidence for a causal association of MPO with either total or cardiovascular mortality. Conclusions MPO concentrations but not genetic variants at the MPO locus are independently associated with risk for total and cardiovascular mortality in coronary artery disease patients.
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Affiliation(s)
- Hubert Scharnagl
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria
| | - Marcus E Kleber
- Medical Clinic V, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Bernd Genser
- Mannheim Institute of Public Health, Medical Faculty Mannheim, Rupertus Carola University of Heidelberg, Mannheim, Germany
| | - Sandra Kickmaier
- Institute of Molecular Biology and Biochemistry, Center for Molecular Medicine, Medical University of Graz, Austria
| | - Wilfried Renner
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria
| | - Gisela Weihrauch
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria
| | - Tanja Grammer
- Medical Clinic V, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Christine Rossmann
- Institute of Molecular Biology and Biochemistry, Center for Molecular Medicine, Medical University of Graz, Austria
| | | | - Bernhard O Boehm
- Ulm University Medical Centre, Department of Internal Medicine I, Ulm University, Ulm, Germany; LKC School of Medicine, Nanyang Technological University, Singapore and Imperial College London, UK
| | - Wolfgang Sattler
- Institute of Molecular Biology and Biochemistry, Center for Molecular Medicine, Medical University of Graz, Austria
| | - Winfried März
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria; Medical Clinic V, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany; Synlab Academy, Mannheim, Germany
| | - Ernst Malle
- Institute of Molecular Biology and Biochemistry, Center for Molecular Medicine, Medical University of Graz, Austria.
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6
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Huang J, Huffman JE, Yamakuchi M, Yamkauchi M, Trompet S, Asselbergs FW, Sabater-Lleal M, Trégouët DA, Chen WM, Smith NL, Kleber ME, Shin SY, Becker DM, Tang W, Dehghan A, Johnson AD, Truong V, Folkersen L, Yang Q, Oudot-Mellkah T, Buckley BM, Moore JH, Williams FMK, Campbell H, Silbernagel G, Vitart V, Rudan I, Tofler GH, Navis GJ, Destefano A, Wright AF, Chen MH, de Craen AJM, Worrall BB, Rudnicka AR, Rumley A, Bookman EB, Psaty BM, Chen F, Keene KL, Franco OH, Böhm BO, Uitterlinden AG, Carter AM, Jukema JW, Sattar N, Bis JC, Ikram MA, Sale MM, McKnight B, Fornage M, Ford I, Taylor K, Slagboom PE, McArdle WL, Hsu FC, Franco-Cereceda A, Goodall AH, Yanek LR, Furie KL, Cushman M, Hofman A, Witteman JCM, Folsom AR, Basu S, Matijevic N, van Gilst WH, Wilson JF, Westendorp RGJ, Kathiresan S, Reilly MP, Tracy RP, Polasek O, Winkelmann BR, Grant PJ, Hillege HL, Cambien F, Stott DJ, Lowe GD, Spector TD, Meigs JB, Marz W, Eriksson P, Becker LC, Morange PE, Soranzo N, Williams SM, Hayward C, van der Harst P, Hamsten A, Lowenstein CJ, Strachan DP, O'Donnell CJ. Genome-wide association study for circulating tissue plasminogen activator levels and functional follow-up implicates endothelial STXBP5 and STX2. Arterioscler Thromb Vasc Biol 2014; 34:1093-101. [PMID: 24578379 DOI: 10.1161/atvbaha.113.302088] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [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: 01/30/2023]
Abstract
OBJECTIVE Tissue plasminogen activator (tPA), a serine protease, catalyzes the conversion of plasminogen to plasmin, the major enzyme responsible for endogenous fibrinolysis. In some populations, elevated plasma levels of tPA have been associated with myocardial infarction and other cardiovascular diseases. We conducted a meta-analysis of genome-wide association studies to identify novel correlates of circulating levels of tPA. APPROACH AND RESULTS Fourteen cohort studies with tPA measures (N=26 929) contributed to the meta-analysis. Three loci were significantly associated with circulating tPA levels (P<5.0×10(-8)). The first locus is on 6q24.3, with the lead single nucleotide polymorphism (SNP; rs9399599; P=2.9×10(-14)) within STXBP5. The second locus is on 8p11.21. The lead SNP (rs3136739; P=1.3×10(-9)) is intronic to POLB and <200 kb away from the tPA encoding the gene PLAT. We identified a nonsynonymous SNP (rs2020921) in modest linkage disequilibrium with rs3136739 (r(2)=0.50) within exon 5 of PLAT (P=2.0×10(-8)). The third locus is on 12q24.33, with the lead SNP (rs7301826; P=1.0×10(-9)) within intron 7 of STX2. We further found evidence for the association of lead SNPs in STXBP5 and STX2 with expression levels of the respective transcripts. In in vitro cell studies, silencing STXBP5 decreased the release of tPA from vascular endothelial cells, whereas silencing STX2 increased the tPA release. Through an in silico lookup, we found no associations of the 3 lead SNPs with coronary artery disease or stroke. CONCLUSIONS We identified 3 loci associated with circulating tPA levels, the PLAT region, STXBP5, and STX2. Our functional studies implicate a novel role for STXBP5 and STX2 in regulating tPA release.
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Affiliation(s)
- Jie Huang
- From National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, MA (J.H., A.D.J., C.J.O.); Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (J.H., A.D.J., C.J.O.); MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, Western General Hospital, Edinburgh, Scotland, United Kingdom (J.E.H., V.V., A.F.W., C.H.); The Aab Cardiovascular Research Institute, Department of Medicine, University of Rochester School of Medicine and Dentistry, Rochester, NY (M.Y., C.J.L.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.d.C., R.G.J.W.), and Molecular Epidemiology (P.E.S.), Leiden University Medical Center, the Netherlands; Department of Cardiology, Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands (F.W.A.); Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, the Netherlands (F.W.A.); Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London, London, United Kingdom (F.W.A.); Cardiovascular Genetics and Genomics Group, Atherosclerosis Research Unit, Department of Medicine (M.S.-L., L.F., P.E., A.H.), Karolinska Institutet, Karolinska University Hospital, Solna, Stockholm, Sweden; INSERM UMRS 937, Pierre et Marie Curie University, Paris, France (D.-A.T., V.T., T.O.M., F.C.); ICAN Institute for Cardiometabolism and Nutrion, Paris, France (D.-A.T., V.T., F.C.); Departments of Public Health Sciences (W.M.C., B.B.W., F.C.) and Biochemistry and Molecular Genetics (M.M.S.), Center for Public Health Genomics, University of Virginia, Charlottesville, VA; Departments of Epidemiology (N.L.S., B.M.P., B.M.), Medicine (B.M.P., J.C.B.), and Health Services (B.M.P.), University of Washington, Seattle, WA; Group Health Research Institute, Group Health Cooperative, Seattle, WA (N.L.S., B.M.P.); Seattle Epidemiologic Research and Information Center, VA Office of Research and
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O'Seaghdha CM, Wu H, Yang Q, Kapur K, Guessous I, Zuber AM, Köttgen A, Stoudmann C, Teumer A, Kutalik Z, Mangino M, Dehghan A, Zhang W, Eiriksdottir G, Li G, Tanaka T, Portas L, Lopez LM, Hayward C, Lohman K, Matsuda K, Padmanabhan S, Firsov D, Sorice R, Ulivi S, Brockhaus AC, Kleber ME, Mahajan A, Ernst FD, Gudnason V, Launer LJ, Mace A, Boerwinckle E, Arking DE, Tanikawa C, Nakamura Y, Brown MJ, Gaspoz JM, Theler JM, Siscovick DS, Psaty BM, Bergmann S, Vollenweider P, Vitart V, Wright AF, Zemunik T, Boban M, Kolcic I, Navarro P, Brown EM, Estrada K, Ding J, Harris TB, Bandinelli S, Hernandez D, Singleton AB, Girotto G, Ruggiero D, d'Adamo AP, Robino A, Meitinger T, Meisinger C, Davies G, Starr JM, Chambers JC, Boehm BO, Winkelmann BR, Huang J, Murgia F, Wild SH, Campbell H, Morris AP, Franco OH, Hofman A, Uitterlinden AG, Rivadeneira F, Völker U, Hannemann A, Biffar R, Hoffmann W, Shin SY, Lescuyer P, Henry H, Schurmann C, Munroe PB, Gasparini P, Pirastu N, Ciullo M, Gieger C, März W, Lind L, Spector TD, Smith AV, Rudan I, Wilson JF, Polasek O, Deary IJ, Pirastu M, Ferrucci L, Liu Y, Kestenbaum B, Kooner JS, Witteman JCM, Nauck M, Kao WHL, Wallaschofski H, Bonny O, Fox CS, Bochud M. Meta-analysis of genome-wide association studies identifies six new Loci for serum calcium concentrations. PLoS Genet 2013; 9:e1003796. [PMID: 24068962 PMCID: PMC3778004 DOI: 10.1371/journal.pgen.1003796] [Citation(s) in RCA: 118] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2013] [Accepted: 07/29/2013] [Indexed: 01/08/2023] Open
Abstract
Calcium is vital to the normal functioning of multiple organ systems and its serum concentration is tightly regulated. Apart from CASR, the genes associated with serum calcium are largely unknown. We conducted a genome-wide association meta-analysis of 39,400 individuals from 17 population-based cohorts and investigated the 14 most strongly associated loci in ≤21,679 additional individuals. Seven loci (six new regions) in association with serum calcium were identified and replicated. Rs1570669 near CYP24A1 (P = 9.1E-12), rs10491003 upstream of GATA3 (P = 4.8E-09) and rs7481584 in CARS (P = 1.2E-10) implicate regions involved in Mendelian calcemic disorders: Rs1550532 in DGKD (P = 8.2E-11), also associated with bone density, and rs7336933 near DGKH/KIAA0564 (P = 9.1E-10) are near genes that encode distinct isoforms of diacylglycerol kinase. Rs780094 is in GCKR. We characterized the expression of these genes in gut, kidney, and bone, and demonstrate modulation of gene expression in bone in response to dietary calcium in mice. Our results shed new light on the genetics of calcium homeostasis. Calcium is vital to many biological processes and its serum concentration is tightly regulated. Family studies have shown that serum calcium is under strong genetic control. Apart from CASR, the genes associated with serum calcium are largely unknown. We conducted a genome-wide association meta-analysis of 39,400 individuals from 17 population-based cohorts and investigated the 14 most strongly associated loci in ≤21,679 additional individuals. We identified seven loci (six new regions) as being robustly associated with serum calcium. Three loci implicate regions involved in rare monogenic diseases including disturbances of serum calcium levels. Several of the newly identified loci harbor genes linked to the hormonal control of serum calcium. In mice experiments, we characterized the expression of these genes in gut, kidney, and bone, and explored the influence of dietary calcium intake on the expression of these genes in these organs. Our results shed new light on the genetics of calcium homeostasis and suggest a role for dietary calcium intake in bone-specific gene expression.
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Affiliation(s)
- Conall M O'Seaghdha
- National Heart, Lung, and Blood Institute's Framingham Heart Study and Center for Population Studies, Framingham, Massachusetts, United States of America ; Renal Division, Massachusetts General Hospital, Boston, Massachusetts, United States of America
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8
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Randall JC, Winkler TW, Kutalik Z, Berndt SI, Jackson AU, Monda KL, Kilpeläinen TO, Esko T, Mägi R, Li S, Workalemahu T, Feitosa MF, Croteau-Chonka DC, Day FR, Fall T, Ferreira T, Gustafsson S, Locke AE, Mathieson I, Scherag A, Vedantam S, Wood AR, Liang L, Steinthorsdottir V, Thorleifsson G, Dermitzakis ET, Dimas AS, Karpe F, Min JL, Nicholson G, Clegg DJ, Person T, Krohn JP, Bauer S, Buechler C, Eisinger K, Bonnefond A, Froguel P, Hottenga JJ, Prokopenko I, Waite LL, Harris TB, Smith AV, Shuldiner AR, McArdle WL, Caulfield MJ, Munroe PB, Grönberg H, Chen YDI, Li G, Beckmann JS, Johnson T, Thorsteinsdottir U, Teder-Laving M, Khaw KT, Wareham NJ, Zhao JH, Amin N, Oostra BA, Kraja AT, Province MA, Cupples LA, Heard-Costa NL, Kaprio J, Ripatti S, Surakka I, Collins FS, Saramies J, Tuomilehto J, Jula A, Salomaa V, Erdmann J, Hengstenberg C, Loley C, Schunkert H, Lamina C, Wichmann HE, Albrecht E, Gieger C, Hicks AA, Johansson Å, Pramstaller PP, Kathiresan S, Speliotes EK, Penninx B, Hartikainen AL, Jarvelin MR, Gyllensten U, Boomsma DI, Campbell H, Wilson JF, Chanock SJ, Farrall M, Goel A, Medina-Gomez C, Rivadeneira F, Estrada K, Uitterlinden AG, Hofman A, Zillikens MC, den Heijer M, Kiemeney LA, Maschio A, Hall P, Tyrer J, Teumer A, Völzke H, Kovacs P, Tönjes A, Mangino M, Spector TD, Hayward C, Rudan I, Hall AS, Samani NJ, Attwood AP, Sambrook JG, Hung J, Palmer LJ, Lokki ML, Sinisalo J, Boucher G, Huikuri H, Lorentzon M, Ohlsson C, Eklund N, Eriksson JG, Barlassina C, Rivolta C, Nolte IM, Snieder H, Van der Klauw MM, Van Vliet-Ostaptchouk JV, Gejman PV, Shi J, Jacobs KB, Wang Z, Bakker SJL, Mateo Leach I, Navis G, van der Harst P, Martin NG, Medland SE, Montgomery GW, Yang J, Chasman DI, Ridker PM, Rose LM, Lehtimäki T, Raitakari O, Absher D, Iribarren C, Basart H, Hovingh KG, Hyppönen E, Power C, Anderson D, Beilby JP, Hui J, Jolley J, Sager H, Bornstein SR, Schwarz PEH, Kristiansson K, Perola M, Lindström J, Swift AJ, Uusitupa M, Atalay M, Lakka TA, Rauramaa R, Bolton JL, Fowkes G, Fraser RM, Price JF, Fischer K, KrjutÅ¡kov K, Metspalu A, Mihailov E, Langenberg C, Luan J, Ong KK, Chines PS, Keinanen-Kiukaanniemi SM, Saaristo TE, Edkins S, Franks PW, Hallmans G, Shungin D, Morris AD, Palmer CNA, Erbel R, Moebus S, Nöthen MM, Pechlivanis S, Hveem K, Narisu N, Hamsten A, Humphries SE, Strawbridge RJ, Tremoli E, Grallert H, Thorand B, Illig T, Koenig W, Müller-Nurasyid M, Peters A, Boehm BO, Kleber ME, März W, Winkelmann BR, Kuusisto J, Laakso M, Arveiler D, Cesana G, Kuulasmaa K, Virtamo J, Yarnell JWG, Kuh D, Wong A, Lind L, de Faire U, Gigante B, Magnusson PKE, Pedersen NL, Dedoussis G, Dimitriou M, Kolovou G, Kanoni S, Stirrups K, Bonnycastle LL, Njølstad I, Wilsgaard T, Ganna A, Rehnberg E, Hingorani A, Kivimaki M, Kumari M, Assimes TL, Barroso I, Boehnke M, Borecki IB, Deloukas P, Fox CS, Frayling T, Groop LC, Haritunians T, Hunter D, Ingelsson E, Kaplan R, Mohlke KL, O'Connell JR, Schlessinger D, Strachan DP, Stefansson K, van Duijn CM, Abecasis GR, McCarthy MI, Hirschhorn JN, Qi L, Loos RJF, Lindgren CM, North KE, Heid IM. Sex-stratified genome-wide association studies including 270,000 individuals show sexual dimorphism in genetic loci for anthropometric traits. PLoS Genet 2013; 9:e1003500. [PMID: 23754948 PMCID: PMC3674993 DOI: 10.1371/journal.pgen.1003500] [Citation(s) in RCA: 303] [Impact Index Per Article: 27.5] [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: 05/04/2012] [Accepted: 03/15/2013] [Indexed: 12/28/2022] Open
Abstract
Given the anthropometric differences between men and women and previous evidence of sex-difference in genetic effects, we conducted a genome-wide search for sexually dimorphic associations with height, weight, body mass index, waist circumference, hip circumference, and waist-to-hip-ratio (133,723 individuals) and took forward 348 SNPs into follow-up (additional 137,052 individuals) in a total of 94 studies. Seven loci displayed significant sex-difference (FDR<5%), including four previously established (near GRB14/COBLL1, LYPLAL1/SLC30A10, VEGFA, ADAMTS9) and three novel anthropometric trait loci (near MAP3K1, HSD17B4, PPARG), all of which were genome-wide significant in women (P<5×10(-8)), but not in men. Sex-differences were apparent only for waist phenotypes, not for height, weight, BMI, or hip circumference. Moreover, we found no evidence for genetic effects with opposite directions in men versus women. The PPARG locus is of specific interest due to its role in diabetes genetics and therapy. Our results demonstrate the value of sex-specific GWAS to unravel the sexually dimorphic genetic underpinning of complex traits.
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Affiliation(s)
- Joshua C. Randall
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Thomas W. Winkler
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University of Regensburg, Regensburg, Germany
| | - Zoltán Kutalik
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Sonja I. Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, United States of America
| | - Anne U. Jackson
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Keri L. Monda
- Department of Epidemiology, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Tuomas O. Kilpeläinen
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Reedik Mägi
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Shengxu Li
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
- Department of Epidemiology, Tulane School of Public Health and Tropical Medicine, New Orleans, Louisiana, United States of America
| | - Tsegaselassie Workalemahu
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
| | - Mary F. Feitosa
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Damien C. Croteau-Chonka
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Felix R. Day
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Tove Fall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Stefan Gustafsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Adam E. Locke
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Iain Mathieson
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Andre Scherag
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital of Essen, University of Duisburg-Essen, Essen, Germany
| | - Sailaja Vedantam
- Divisions of Genetics and Endocrinology and Program in Genomics, Children's Hospital, Boston, Massachusetts, United States of America
- Metabolism Initiative and Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Andrew R. Wood
- Genetics of Complex Traits, Peninsula College of Medicine and Dentistry, University of Exeter, Exeter, United Kingdom
| | - Liming Liang
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts, United States of America
| | | | | | - Emmanouil T. Dermitzakis
- Department of Genetic Medicine and Development, University of Geneva Medical School, Geneva, Switzerland
| | - Antigone S. Dimas
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Department of Genetic Medicine and Development, University of Geneva Medical School, Geneva, Switzerland
- Biomedical Sciences Research Center Al. Fleming, Vari, Greece
| | - Fredrik Karpe
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, United Kingdom
| | - Josine L. Min
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - George Nicholson
- Department of Statistics, University of Oxford, Oxford, United Kingdom
- MRC Harwell, Harwell, United Kingdom
| | - Deborah J. Clegg
- University of Texas Southwestern Medical Center, Dallas, Texas, United States of America
| | - Thomas Person
- University of Texas Southwestern Medical Center, Dallas, Texas, United States of America
| | - Jon P. Krohn
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Sabrina Bauer
- Regensburg University Medical Center, Innere Medizin I, Regensburg, Germany
| | - Christa Buechler
- Regensburg University Medical Center, Innere Medizin I, Regensburg, Germany
| | - Kristina Eisinger
- Regensburg University Medical Center, Innere Medizin I, Regensburg, Germany
| | | | | | - Philippe Froguel
- CNRS UMR8199-IBL-Institut Pasteur de Lille, Lille, France
- Department of Genomics of Common Disease, School of Public Health, Imperial College London, London, United Kingdom
| | | | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, United Kingdom
| | - Lindsay L. Waite
- Hudson Alpha Institute for Biotechnology, Huntsville, Alabama, United States of America
| | - Tamara B. Harris
- Laboratory of Epidemiology, Demography, Biometry, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Albert Vernon Smith
- Icelandic Heart Association, Kopavogur, Iceland
- University of Iceland, Reykjavik, Iceland
| | - Alan R. Shuldiner
- Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
- Geriatrics Research and Education Clinical Center, Baltimore Veterans Administration Medical Center, Baltimore, Maryland, United States of America
| | - Wendy L. McArdle
- School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Mark J. Caulfield
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Patricia B. Munroe
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Henrik Grönberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Yii-Der Ida Chen
- Department of OB/GYN and Medical Genetics Institute, Cedars-Sinai Medical Center, Los Angeles, California, United States of America
- Department of Medicine, David Geffen School of Medicine at University of California, Los Angeles, California, United States of America
| | - Guo Li
- Cardiovascular Health Research Unit, University of Washington, Seattle, Washington, United States of America
| | - Jacques S. Beckmann
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
- Service of Medical Genetics, Centre Hospitalier Universitaire Vaudois (CHUV) University Hospital, Lausanne, Switzerland
| | - Toby Johnson
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Unnur Thorsteinsdottir
- deCODE Genetics, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | | | - Kay-Tee Khaw
- Department of Public Health and Primary Care, Institute of Public Health, University of Cambridge, Cambridge, United Kingdom
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Jing Hua Zhao
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Najaf Amin
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - Ben A. Oostra
- Department of Clinical Genetics, Erasmus MC, Rotterdam, The Netherlands
- Centre for Medical Systems Biology & Netherlands Consortium on Healthy Aging, Leiden, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
| | - Aldi T. Kraja
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Michael A. Province
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Nancy L. Heard-Costa
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, United States of America
| | - Jaakko Kaprio
- National Institute for Health and Welfare, Unit for Child and Adolescent Psychiatry, Helsinki, Finland
- Finnish Twin Cohort Study, Department of Public Health, University of Helsinki, Helsinki, Finland
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Samuli Ripatti
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, Helsinki, Finland
| | - Ida Surakka
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, Helsinki, Finland
| | - Francis S. Collins
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | | | - Jaakko Tuomilehto
- Red RECAVA Grupo RD06/0014/0015, Hospital Universitario, La Paz, Madrid, Spain
- Centre for Vascular Prevention, Danube-University Krems, Krems, Austria
- National Institute for Health and Welfare, Diabetes Prevention Unit, Helsinki, Finland
- South Ostrobothnia Central Hospital, Seinajoki, Finland
| | - Antti Jula
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Population Studies Unit, Turku, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Chronic Disease Epidemiology and Prevention Unit, Helsinki, Finland
| | - Jeanette Erdmann
- Nordic Center of Cardiovascular Research (NCCR), Lübeck, Germany
- Universität zu Lübeck, Medizinische Klinik II, Lübeck, Germany
| | - Christian Hengstenberg
- Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Germany
| | - Christina Loley
- Universität zu Lübeck, Medizinische Klinik II, Lübeck, Germany
- Deutsches Herzzentrum München and DZHK (German Center for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | - Heribert Schunkert
- Deutsches Herzzentrum München and DZHK (German Center for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | - Claudia Lamina
- Division of Genetic Epidemiology, Department of Medical Genetics, Molecular and Clinical Pharmacology, Innsbruck Medical University, Innsbruck, Austria
| | - H. Erich Wichmann
- Institute of Epidemiology I, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology, Ludwig-Maximilians-Universität, and Klinikum Grosshadern, Munich, Germany
| | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Andrew A. Hicks
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano/Bozen, Italy, Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Åsa Johansson
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
- Uppsala Clinical Research Center, Uppsala University Hospital, Uppsala, Sweden
| | - Peter P. Pramstaller
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano/Bozen, Italy, Affiliated Institute of the University of Lübeck, Lübeck, Germany
- Department of Neurology, General Central Hospital, Bolzano, Italy
- Department of Neurology, University of Lübeck, Lübeck, Germany
| | - Sekar Kathiresan
- Cardiovascular Research Center and Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Elizabeth K. Speliotes
- Center for Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, United States of America
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Brenda Penninx
- Department of Psychiatry, University Medical Centre Groningen, Groningen, The Netherlands
| | - Anna-Liisa Hartikainen
- Department of Clinical Sciences/Obstetrics and Gynecology, University of Oulu, Oulu, Finland
| | - Marjo-Riitta Jarvelin
- Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London, United Kingdom
- Institute of Health Sciences, University of Oulu, Oulu, Finland
- Biocenter Oulu, University of Oulu, Oulu, Finland
- National Institute for Health and Welfare, Oulu, Finland
| | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands
| | - Harry Campbell
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - James F. Wilson
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Stephen J. Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, United States of America
| | - Martin Farrall
- Cardiovascular Medicine, University of Oxford, Wellcome Trust Centre for Human Genetics, Oxford, United Kingdom
| | - Anuj Goel
- Cardiovascular Medicine, University of Oxford, Wellcome Trust Centre for Human Genetics, Oxford, United Kingdom
| | - Carolina Medina-Gomez
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Karol Estrada
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
| | - M. Carola Zillikens
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Martin den Heijer
- Department of Internal Medicine, VU University Medical Centre, Amsterdam, The Netherlands
| | - Lambertus A. Kiemeney
- Department of Epidemiology, Biostatistics and HTA, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
- Department of Urology, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
- Comprehensive Cancer Center East, Nijmegen, The Netherlands
| | - Andrea Maschio
- Istituto di Neurogenetica e Neurofarmacologia del CNR, Monserrato, Cagliari, Italy
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Jonathan Tyrer
- Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, Ernst-Moritz-Arndt-University Greifswald, Greifswald, Germany
| | - Henry Völzke
- Institute for Community Medicine, Ernst-Moritz-Arndt-University Greifswald, Greifswald, Germany
| | - Peter Kovacs
- Interdisciplinary Centre for Clinical Research, University of Leipzig, Leipzig, Germany
| | - Anke Tönjes
- University of Leipzig, IFB Adiposity Diseases, Leipzig, Germany
- Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Tim D. Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute for Genetics and Molecular Medicine, Western General Hospital, Edinburgh, United Kingdom
| | - Igor Rudan
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Alistair S. Hall
- Division of Cardiovascular and Neuronal Remodelling, Multidisciplinary Cardiovascular Research Centre, Leeds Institute of Genetics, Health and Therapeutics, University of Leeds, Leeds, United Kingdom
| | - Nilesh J. Samani
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom
- Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, United Kingdom
| | - Antony Paul Attwood
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
- Department of Haematology, University of Cambridge, Cambridge, United Kingdom
| | - Jennifer G. Sambrook
- Department of Haematology, University of Cambridge, Cambridge, United Kingdom
- NHS Blood and Transplant, Cambridge Centre, Cambridge, United Kingdom
| | - Joseph Hung
- School of Medicine and Pharmacology, The University of Western Australia, Nedlands, Western Austrailia, Australia
- Busselton Population Medical Research Foundation Inc., Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
| | - Lyle J. Palmer
- Genetic Epidemiology and Biostatistics Platform, Ontario Institute for Cancer Research, Toronto, Canada
- Prosserman Centre for Health Research, Samuel Lunenfeld Research Institute, Toronto, Canada
| | - Marja-Liisa Lokki
- Transplantation Laboratory, Haartman Institute, University of Helsinki, Helsinki, Finland
| | - Juha Sinisalo
- Division of Cardiology, Cardiovascular Laboratory, Helsinki University Central Hospital, Helsinki, Finland
| | | | - Heikki Huikuri
- Institute of Clinical Medicine, Department of Internal Medicine, University of Oulu, Oulu, Finland
| | - Mattias Lorentzon
- Department of Internal Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Claes Ohlsson
- Department of Internal Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Niina Eklund
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, Helsinki, Finland
| | - Johan G. Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland
- National Institute for Health and Welfare, Helsinki, Finland
- Helsinki University Central Hospital, Unit of General Practice, Helsinki, Finland
| | - Cristina Barlassina
- University of Milan, Department of Medicine, Surgery and Dentistry, Milano, Italy
| | - Carlo Rivolta
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Ilja M. Nolte
- Unit of Genetic Epidemiology and Bioinformatics, Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Harold Snieder
- Unit of Genetic Epidemiology and Bioinformatics, Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Melanie M. Van der Klauw
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
- Department of Endocrinology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Jana V. Van Vliet-Ostaptchouk
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
- Department of Endocrinology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Pablo V. Gejman
- University of Chicago, Chicago, Illinois, United States of America
- Northshore University Healthsystem, Evanston, Ilinois, United States of America
| | - Jianxin Shi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, United States of America
| | - Kevin B. Jacobs
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, United States of America
- Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, United States of America
| | - Zhaoming Wang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, United States of America
- Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, United States of America
| | - Stephan J. L. Bakker
- Department of Internal Medicine, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Irene Mateo Leach
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Gerjan Navis
- Department of Internal Medicine, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Pim van der Harst
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Nicholas G. Martin
- Genetic Epidemiology Laboratory, Queensland Institute of Medical Research, Queensland, Australia
| | - Sarah E. Medland
- Genetic Epidemiology Laboratory, Queensland Institute of Medical Research, Queensland, Australia
| | - Grant W. Montgomery
- Molecular Epidemiology Laboratory, Queensland Institute of Medical Research, Queensland, Australia
| | - Jian Yang
- Queensland Statistical Genetics Laboratory, Queensland Institute of Medical Research, Queensland, Australia
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Lynda M. Rose
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
| | - Terho Lehtimäki
- Department of Clinical Chemistry, University of Tampere and Tampere University Hospital, Tampere, Finland
| | - Olli Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- The Department of Clinical Physiology, Turku University Hospital, Turku, Finland
| | - Devin Absher
- Hudson Alpha Institute for Biotechnology, Huntsville, Alabama, United States of America
| | - Carlos Iribarren
- Division of Research, Kaiser Permanente Northern California, Oakland, California, United States of America
| | - Hanneke Basart
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Kees G. Hovingh
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Elina Hyppönen
- Centre For Paediatric Epidemiolgy and Biostatistics/MRC Centre of Epidemiology for Child Health, University College of London Institute of Child Health, London, United Kingdom
| | - Chris Power
- Centre For Paediatric Epidemiolgy and Biostatistics/MRC Centre of Epidemiology for Child Health, University College of London Institute of Child Health, London, United Kingdom
| | - Denise Anderson
- Telethon Institute for Child Health Research, West Perth, Western Australia, Australia
- Centre for Child Health Research, The University of Western Australia, Perth, Australia
| | - John P. Beilby
- Busselton Population Medical Research Foundation Inc., Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
- PathWest Laboratory of Western Australia, Department of Molecular Genetics, QEII Medical Centre, Nedlands, Western Australia, Australia
- School of Pathology and Laboratory Medicine, University of Western Australia, Nedlands, Western Australia, Australia
| | - Jennie Hui
- Busselton Population Medical Research Foundation Inc., Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
- PathWest Laboratory of Western Australia, Department of Molecular Genetics, QEII Medical Centre, Nedlands, Western Australia, Australia
- School of Pathology and Laboratory Medicine, University of Western Australia, Nedlands, Western Australia, Australia
- School of Population Health, The University of Western Australia, Nedlands, Western Austrailia, Australia
| | - Jennifer Jolley
- Department of Haematology, University of Cambridge, Cambridge, United Kingdom
| | - Hendrik Sager
- Medizinische Klinik II, Universität zu Lübeck, Lübeck, Germany
| | - Stefan R. Bornstein
- Department of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany
| | - Peter E. H. Schwarz
- Department of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany
| | - Kati Kristiansson
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, Helsinki, Finland
| | - Markus Perola
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, Helsinki, Finland
| | - Jaana Lindström
- National Institute for Health and Welfare, Diabetes Prevention Unit, Helsinki, Finland
| | - Amy J. Swift
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Matti Uusitupa
- Department of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Research Unit, Kuopio University Hospital, Kuopio, Finland
| | - Mustafa Atalay
- Institute of Biomedicine/Physiology, University of Eastern Finland, Kuopio Campus, Kuopio, Finland
| | - Timo A. Lakka
- Institute of Biomedicine/Physiology, University of Eastern Finland, Kuopio Campus, Kuopio, Finland
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Rainer Rauramaa
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Jennifer L. Bolton
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Gerry Fowkes
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Ross M. Fraser
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Jackie F. Price
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Krista Fischer
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | | | | | - Evelin Mihailov
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
- Department of Epidemiology and Public Health, University College London, London, United Kingdom
| | - Jian'an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Ken K. Ong
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
- MRC Unit for Lifelong Health & Ageing, London, United Kingdom
| | - Peter S. Chines
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Sirkka M. Keinanen-Kiukaanniemi
- Faculty of Medicine, Institute of Health Sciences, University of Oulu, Oulu, Finland
- Unit of General Practice, Oulu University Hospital, Oulu, Finland
| | - Timo E. Saaristo
- Finnish Diabetes Association, Tampere, Finland
- Pirkanmaa Hospital District, Tampere, Finland
| | - Sarah Edkins
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Paul W. Franks
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Department of Public Health & Clinical Medicine, Umeå University,Umeå, Sweden
| | - Göran Hallmans
- Department of Public Health & Clinical Medicine, Umeå University,Umeå, Sweden
| | - Dmitry Shungin
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
- Department of Public Health & Clinical Medicine, Umeå University,Umeå, Sweden
- Department of Odontology, Umeå University, Umea, Sweden
| | - Andrew David Morris
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, United Kingdom
| | - Colin N. A. Palmer
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, United Kingdom
| | - Raimund Erbel
- Clinic of Cardiology, West German Heart Centre, University Hospital of Essen, University Duisburg-Essen, Essen, Germany
| | - Susanne Moebus
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital of Essen, University of Duisburg-Essen, Essen, Germany
| | - Markus M. Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Sonali Pechlivanis
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital of Essen, University of Duisburg-Essen, Essen, Germany
| | - Kristian Hveem
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, Levanger, Norway
| | - Narisu Narisu
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Anders Hamsten
- Atherosclerosis Research Unit, Department of Medicine, Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Steve E. Humphries
- Cardiovascular Genetics, British Heart Foundation Laboratories, Rayne Building, University College London, London, United Kingdom
| | - Rona J. Strawbridge
- Atherosclerosis Research Unit, Department of Medicine, Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Elena Tremoli
- Department of Pharmacological Sciences, University of Milan, Monzino Cardiology Center, IRCCS, Milan, Italy
| | - Harald Grallert
- Unit for Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Barbara Thorand
- Institute of Epidemiology II, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Thomas Illig
- Unit for Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Wolfgang Koenig
- Department of Internal Medicine II – Cardiology, University of Ulm Medical Center, Ulm, Germany
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
| | - Annette Peters
- Institute of Epidemiology II, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Bernhard O. Boehm
- Division of Endocrinology and Diabetes, Department of Medicine, University Hospital, Ulm, Germany
| | - Marcus E. Kleber
- LURIC Study nonprofit LLC, Freiburg, Germany
- Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty of Mannheim, University of Heidelberg, Mannheim, Germany
| | - Winfried März
- Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty of Mannheim, University of Heidelberg, Mannheim, Germany
- Synlab Academy, Mannheim, Germany
| | | | - Johanna Kuusisto
- Department of Medicine, University of Kuopio and Kuopio University Hospital, Kuopio, Finland
| | - Markku Laakso
- Department of Medicine, University of Kuopio and Kuopio University Hospital, Kuopio, Finland
| | - Dominique Arveiler
- Department of Epidemiology and Public Health, Faculty of Medicine, Strasbourg, France
| | - Giancarlo Cesana
- Department of Clinical Medicine, University of Milano-Bicocca, Monza, Italy
| | - Kari Kuulasmaa
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Chronic Disease Epidemiology and Prevention Unit, Helsinki, Finland
| | - Jarmo Virtamo
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Chronic Disease Epidemiology and Prevention Unit, Helsinki, Finland
| | | | - Diana Kuh
- MRC Unit for Lifelong Health & Ageing, London, United Kingdom
| | - Andrew Wong
- MRC Unit for Lifelong Health & Ageing, London, United Kingdom
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Akademiska Sjukhuset, Uppsala, Sweden
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Bruna Gigante
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Patrik K. E. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Nancy L. Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - George Dedoussis
- Department of Dietetics-Nutrition, Harokopio University, Athens, Greece
| | - Maria Dimitriou
- Department of Dietetics-Nutrition, Harokopio University, Athens, Greece
| | - Genovefa Kolovou
- 1st Cardiology Department, Onassis Cardiac Surgery Center, Athens, Greece
| | - Stavroula Kanoni
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | | | - Lori L. Bonnycastle
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Inger Njølstad
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - Tom Wilsgaard
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - Andrea Ganna
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Emil Rehnberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Aroon Hingorani
- Department of Epidemiology and Public Health, University College London, London, United Kingdom
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, University College London, London, United Kingdom
| | - Meena Kumari
- Department of Epidemiology and Public Health, University College London, London, United Kingdom
| | - Themistocles L. Assimes
- Department of Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | - Inês Barroso
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
- University of Cambridge Metabolic Research Labs, Institute of Metabolic Science Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Michael Boehnke
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Ingrid B. Borecki
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Panos Deloukas
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Caroline S. Fox
- Division of Intramural Research, National Heart, Lung and Blood Institute, Framingham Heart Study, Framingham, Massachusetts, United States of America
| | - Timothy Frayling
- Genetics of Complex Traits, Peninsula College of Medicine and Dentistry, University of Exeter, Exeter, United Kingdom
| | - Leif C. Groop
- Lund University Diabetes Centre, Department of Clinical Sciences, Lund University, Malmö, Sweden
| | - Talin Haritunians
- Medical Genetics Institute, Cedars-Sinai Medical Center, Los Angeles, California, United States of America
| | - David Hunter
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Channing Laboratory, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Erik Ingelsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Robert Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Karen L. Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Jeffrey R. O'Connell
- Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - David Schlessinger
- Laboratory of Genetics, National Institute on Aging, Baltimore, Maryland, United States of America
| | - David P. Strachan
- Division of Community Health Sciences, St George's, University of London, London, United Kingdom
| | - Kari Stefansson
- deCODE Genetics, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Cornelia M. van Duijn
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
- Center of Medical Systems Biology, Leiden University Medical Center, Leiden, The Netherlands
| | - Gonçalo R. Abecasis
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Mark I. McCarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, United Kingdom
- Oxford National Institute for Health Research Biomedical Research Centre, Churchill Hospital, Oxford, United Kingdom
| | - Joel N. Hirschhorn
- Divisions of Genetics and Endocrinology and Program in Genomics, Children's Hospital, Boston, Massachusetts, United States of America
- Metabolism Initiative and Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Lu Qi
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Channing Laboratory, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Ruth J. F. Loos
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
- Genetics of Obesity and Related Metabolic Traits Program,The Charles Bronfman Institute of Personalized Medicine, Child Health and Development Institute, Mount Sinai School of Medicine, New York, New York, United States of America
| | - Cecilia M. Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Kari E. North
- Department of Epidemiology, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Iris M. Heid
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University of Regensburg, Regensburg, Germany
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
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Berndt SI, Gustafsson S, Mägi R, Ganna A, Wheeler E, Feitosa MF, Justice AE, Monda KL, Croteau-Chonka DC, Day FR, Esko T, Fall T, Ferreira T, Gentilini D, Jackson AU, Luan J, Randall JC, Vedantam S, Willer CJ, Winkler TW, Wood AR, Workalemahu T, Hu YJ, Lee SH, Liang L, Lin DY, Min JL, Neale BM, Thorleifsson G, Yang J, Albrecht E, Amin N, Bragg-Gresham JL, Cadby G, den Heijer M, Eklund N, Fischer K, Goel A, Hottenga JJ, Huffman JE, Jarick I, Johansson Å, Johnson T, Kanoni S, Kleber ME, König IR, Kristiansson K, Kutalik Z, Lamina C, Lecoeur C, Li G, Mangino M, McArdle WL, Medina-Gomez C, Müller-Nurasyid M, Ngwa JS, Nolte IM, Paternoster L, Pechlivanis S, Perola M, Peters MJ, Preuss M, Rose LM, Shi J, Shungin D, Smith AV, Strawbridge RJ, Surakka I, Teumer A, Trip MD, Tyrer J, Van Vliet-Ostaptchouk JV, Vandenput L, Waite LL, Zhao JH, Absher D, Asselbergs FW, Atalay M, Attwood AP, Balmforth AJ, Basart H, Beilby J, Bonnycastle LL, Brambilla P, Bruinenberg M, Campbell H, Chasman DI, Chines PS, Collins FS, Connell JM, Cookson W, de Faire U, de Vegt F, Dei M, Dimitriou M, Edkins S, Estrada K, Evans DM, Farrall M, Ferrario MM, Ferrières J, Franke L, Frau F, Gejman PV, Grallert H, Grönberg H, Gudnason V, Hall AS, Hall P, Hartikainen AL, Hayward C, Heard-Costa NL, Heath AC, Hebebrand J, Homuth G, Hu FB, Hunt SE, Hyppönen E, Iribarren C, Jacobs KB, Jansson JO, Jula A, Kähönen M, Kathiresan S, Kee F, Khaw KT, Kivimaki M, Koenig W, Kraja AT, Kumari M, Kuulasmaa K, Kuusisto J, Laitinen JH, Lakka TA, Langenberg C, Launer LJ, Lind L, Lindström J, Liu J, Liuzzi A, Lokki ML, Lorentzon M, Madden PA, Magnusson PK, Manunta P, Marek D, März W, Mateo Leach I, McKnight B, Medland SE, Mihailov E, Milani L, Montgomery GW, Mooser V, Mühleisen TW, Munroe PB, Musk AW, Narisu N, Navis G, Nicholson G, Nohr EA, Ong KK, Oostra BA, Palmer CN, Palotie A, Peden JF, Pedersen N, Peters A, Polasek O, Pouta A, Pramstaller PP, Prokopenko I, Pütter C, Radhakrishnan A, Raitakari O, Rendon A, Rivadeneira F, Rudan I, Saaristo TE, Sambrook JG, Sanders AR, Sanna S, Saramies J, Schipf S, Schreiber S, Schunkert H, Shin SY, Signorini S, Sinisalo J, Skrobek B, Soranzo N, Stančáková A, Stark K, Stephens JC, Stirrups K, Stolk RP, Stumvoll M, Swift AJ, Theodoraki EV, Thorand B, Tregouet DA, Tremoli E, Van der Klauw MM, van Meurs JB, Vermeulen SH, Viikari J, Virtamo J, Vitart V, Waeber G, Wang Z, Widén E, Wild SH, Willemsen G, Winkelmann BR, Witteman JC, Wolffenbuttel BH, Wong A, Wright AF, Zillikens MC, Amouyel P, Boehm BO, Boerwinkle E, Boomsma DI, Caulfield MJ, Chanock SJ, Cupples LA, Cusi D, Dedoussis GV, Erdmann J, Eriksson JG, Franks PW, Froguel P, Gieger C, Gyllensten U, Hamsten A, Harris TB, Hengstenberg C, Hicks AA, Hingorani A, Hinney A, Hofman A, Hovingh KG, Hveem K, Illig T, Jarvelin MR, Jöckel KH, Keinanen-Kiukaanniemi SM, Kiemeney LA, Kuh D, Laakso M, Lehtimäki T, Levinson DF, Martin NG, Metspalu A, Morris AD, Nieminen MS, Njølstad I, Ohlsson C, Oldehinkel AJ, Ouwehand WH, Palmer LJ, Penninx B, Power C, Province MA, Psaty BM, Qi L, Rauramaa R, Ridker PM, Ripatti S, Salomaa V, Samani NJ, Snieder H, Sørensen TI, Spector TD, Stefansson K, Tönjes A, Tuomilehto J, Uitterlinden AG, Uusitupa M, van der Harst P, Vollenweider P, Wallaschofski H, Wareham NJ, Watkins H, Wichmann HE, Wilson JF, Abecasis GR, Assimes TL, Barroso I, Boehnke M, Borecki IB, Deloukas P, Fox CS, Frayling T, Groop LC, Haritunian T, Heid IM, Hunter D, Kaplan RC, Karpe F, Moffatt M, Mohlke KL, O’Connell JR, Pawitan Y, Schadt EE, Schlessinger D, Steinthorsdottir V, Strachan DP, Thorsteinsdottir U, van Duijn CM, Visscher PM, Di Blasio AM, Hirschhorn JN, Lindgren CM, Morris AP, Meyre D, Scherag A, McCarthy MI, Speliotes EK, North KE, Loos RJ, Ingelsson E. Genome-wide meta-analysis identifies 11 new loci for anthropometric traits and provides insights into genetic architecture. Nat Genet 2013; 45:501-12. [PMID: 23563607 PMCID: PMC3973018 DOI: 10.1038/ng.2606] [Citation(s) in RCA: 436] [Impact Index Per Article: 39.6] [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: 10/16/2012] [Accepted: 03/14/2013] [Indexed: 12/25/2022]
Abstract
Approaches exploiting trait distribution extremes may be used to identify loci associated with common traits, but it is unknown whether these loci are generalizable to the broader population. In a genome-wide search for loci associated with the upper versus the lower 5th percentiles of body mass index, height and waist-to-hip ratio, as well as clinical classes of obesity, including up to 263,407 individuals of European ancestry, we identified 4 new loci (IGFBP4, H6PD, RSRC1 and PPP2R2A) influencing height detected in the distribution tails and 7 new loci (HNF4G, RPTOR, GNAT2, MRPS33P4, ADCY9, HS6ST3 and ZZZ3) for clinical classes of obesity. Further, we find a large overlap in genetic structure and the distribution of variants between traits based on extremes and the general population and little etiological heterogeneity between obesity subgroups.
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Affiliation(s)
- Sonja I. Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland 20892, USA
| | - Stefan Gustafsson
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Reedik Mägi
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Estonian Genome Center, University of Tartu, Tartu 50410, Estonia
| | - Andrea Ganna
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Eleanor Wheeler
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Mary F. Feitosa
- Department of Genetics, Washington University School of Medicine, St Louis, Missouri 63110, USA
| | - Anne E. Justice
- Department of Epidemiology, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27514, USA
| | - Keri L. Monda
- Department of Epidemiology, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27514, USA
- Center for Observational Research, Amgen, Thousands Oaks, CA, 91320
| | | | - Felix R. Day
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, CB2 0QQ, UK
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu 50410, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu 51010, Estonia
| | - Tove Fall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - Davide Gentilini
- Molecular Biology Department, Istituto Auxologico Italiano, Milano, Italy
| | - Anne U. Jackson
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Jian’an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, CB2 0QQ, UK
| | - Joshua C. Randall
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Sailaja Vedantam
- Divisions of Genetics and Endocrinology and Center for Basic and Translational Obesity Research, Children’s Hospital, Boston, Massachusetts 02115, USA
- Metabolism Initiative and Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts 02142, USA
- Department of Genetics, Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Cristen J. Willer
- Department of Internal Medicine (Cardiovascular), University of Michigan, Ann Arbor, MI 48109, USA
- Department of Human Genetics, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Computational Medicine and Bioinformatics, University of Michigan, MI 48109, USA
| | - Thomas W. Winkler
- Public Health and Gender Studies, Institute of Epidemiology and Preventive Medicine, Regensburg University Medical Center, Regensburg, Germany
| | - Andrew R. Wood
- Genetics of Complex Traits, Peninsula College of Medicine and Dentistry, University of Exeter, Exeter, EX1 2LU, UK
| | - Tsegaselassie Workalemahu
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- Channing Laboratory, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Yi-Juan Hu
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, Georgia 30322, USA
| | - Sang Hong Lee
- The Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Liming Liang
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts 02115, USA
| | - Dan-Yu Lin
- Department of Biostatistics, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Josine L. Min
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - Benjamin M. Neale
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA 02114
| | | | - Jian Yang
- University of Queensland Diamantina Institute, University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4102, Australia
- Queensland Institute of Medical Research, Brisbane 4029, Australia
| | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Najaf Amin
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
| | - Jennifer L. Bragg-Gresham
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Gemma Cadby
- Genetic Epidemiology and Biostatistics Platform, Ontario Institute for Cancer Research. Toronto, Canada, M5G 1L7
- Prosserman Centre for Health Research, Samuel Lunenfeld Research Institute, Toronto, Canada, M5G 1X5
- Centre for Genetic Epidemiology and Biostatistics, University of Western Australia, Crawley, Western Australia 6009, Australia
| | - Martin den Heijer
- Department of Internal Medicine, VU University Medical Centre, Amsterdam, The Netherlands
| | - Niina Eklund
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, 00014, Helsinki, Finland
| | - Krista Fischer
- Estonian Genome Center, University of Tartu, Tartu 50410, Estonia
| | - Anuj Goel
- Cardiovascular Medicine, University of Oxford, Wellcome Trust Centre for Human Genetics, Oxford, OX3 7BN, UK
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - Jennifer E. Huffman
- MRC Human Genetics Unit, MRC Institute for Genetics and Molecular Medicine, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Ivonne Jarick
- Institute of Medical Biometry and Epidemiology, University of Marburg, 35037 Marburg, Germany
| | - Åsa Johansson
- Department of Immunology, Genetics and Pathology, Uppsala University, Sweden
- Uppsala Clinical Research Center, Uppsala university hospital, Sweden
| | - Toby Johnson
- Genome Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK
- Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary, University of London, London, UK
| | - Stavroula Kanoni
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Marcus E. Kleber
- LURIC Study nonprofit LLC, Freiburg, Germany
- Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty of Mannheim, University of Heidelberg, Mannheim, Germany
| | - Inke R. König
- Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, 23562 Lübeck, Germany
| | - Kati Kristiansson
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, 00014, Helsinki, Finland
| | - Zoltán Kutalik
- Department of Medical Genetics, University of Lausanne, 1005 Lausanne, Switzerland
- Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Claudia Lamina
- Division of Genetic Epidemiology, Department of Medical Genetics, Molecular and Clinical Pharmacology, Innsbruck Medical University, 6020 Innsbruck, Austria
| | - Cecile Lecoeur
- University Lille Nord de France, 59000 Lille, France
- CNRS UMR8199-IBL-Institut Pasteur de Lille, F-59000 Lille, France
| | - Guo Li
- Cardiovascular Health Research Unit, University of Washington, Seattle, Washington 98101, USA
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King’s College London, London, SE1 7EH, UK
| | - Wendy L. McArdle
- School of Social and Community Medicine, University of Bristol, UK
| | - Carolina Medina-Gomez
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, 85764 Neuherberg, Germany
- Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology and Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
| | - Julius S. Ngwa
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts 02118, USA
| | - Ilja M. Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, The Netherlands
| | - Lavinia Paternoster
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol, BS8 2BN, UK
| | - Sonali Pechlivanis
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital of Essen, University of Duisburg-Essen, Essen, Germany
| | - Markus Perola
- Estonian Genome Center, University of Tartu, Tartu 50410, Estonia
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, 00014, Helsinki, Finland
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, 00014, Helsinki, Finland
| | - Marjolein J. Peters
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
| | - Michael Preuss
- Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, 23562 Lübeck, Germany
- Universität zu Lübeck, Medizinische Klinik II, 23538 Lübeck, Germany
| | - Lynda M. Rose
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston, Massachusetts 02215, USA
| | - Jianxin Shi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland 20892, USA
| | - Dmitry Shungin
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
- Department of Public Health & Clinical Medicine, Umeå University, Umeå, Sweden
- Department of Odontology, Umeå University, Sweden
| | - Albert Vernon Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Department of Medicine, University of Iceland, Reykjavik, Iceland
| | - Rona J. Strawbridge
- Atherosclerosis Research Unit, Department of Medicine, Solna, Karolinska Institutet, Karolinska University Hospital, 171 76 Stockholm, Sweden
| | - Ida Surakka
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, 00014, Helsinki, Finland
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, 00014, Helsinki, Finland
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, Ernst-Moritz-Arndt-University Greifswald, 17487 Greifswald, Germany
| | - Mieke D. Trip
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
- Heart Failure Research Centre, Department of Clinical and Experimental Cardiology, Academic Medical Center, Amsterdam, the Netherlands
| | - Jonathan Tyrer
- Department of Oncology, University of Cambridge, Cambridge, CB1 8RN, UK
| | - Jana V. Van Vliet-Ostaptchouk
- Department of Endocrinology, University Medical Center Groningen, University of Groningen, P.O. Box 30001, 9700 RB Groningen, The Netherlands
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, The Netherlands
| | - Liesbeth Vandenput
- Department of Internal Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, 413 45 Gothenburg, Sweden
| | - Lindsay L. Waite
- Hudson Alpha Institute for Biotechnology, Huntsville, Alabama 35806, USA
| | - Jing Hua Zhao
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, CB2 0QQ, UK
| | - Devin Absher
- Hudson Alpha Institute for Biotechnology, Huntsville, Alabama 35806, USA
| | - Folkert W. Asselbergs
- Department of Cardiology, Division Heart & Lungs, University Medical Center Utrecht, The Netherlands
| | - Mustafa Atalay
- Institute of Biomedicine/Physiology, University of Eastern Finland, Kuopio Campus, Finland
| | | | - Anthony J. Balmforth
- Division of Epidemiology, Multidisciplinary Cardiovascular Research Centre (MCRC), Leeds Institute of Genetics, Health and Therapeutics (LIGHT), University of Leeds, Leeds LS2 9JT, UK
| | - Hanneke Basart
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - John Beilby
- PathWest Laboratory of Western Australia, Department of Molecular Genetics, J Block, QEII Medical Centre, Nedlands, Western Australia 6009, Australia
- Department of Surgery and Pathology, University of Western Australia, Nedlands, Australia, 6009
| | - Lori L. Bonnycastle
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Paolo Brambilla
- Dipartimento di Medicina Sperimentale. Università degli Studi Milano-Bicocca, Monza, Italy
| | - Marcel Bruinenberg
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, The Netherlands
| | - Harry Campbell
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston, Massachusetts 02215, USA
- Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Peter S. Chines
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Francis S. Collins
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - John M. Connell
- British Heart Foundation Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, G12 8TA, UK
- University of Dundee, Ninewells Hospital &Medical School, Dundee, DD1 9SY, UK
| | - William Cookson
- National Heart and Lung Institute, Imperial College London, London SW3 6LY, UK
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Femmie de Vegt
- Department of Epidemiology, Biostatistics and HTA, Radboud University Nijmegen Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Mariano Dei
- Istituto di Ricerca Genetica e Biomedicadel del CNR, Monserrato, 09042, Cagliari, Italy
| | - Maria Dimitriou
- Department of Dietetics-Nutrition, Harokopio University, 70 El. Venizelou Str, Athens, Greece
| | - Sarah Edkins
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Karol Estrada
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
| | - David M. Evans
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol, BS8 2BN, UK
| | - Martin Farrall
- Cardiovascular Medicine, University of Oxford, Wellcome Trust Centre for Human Genetics, Oxford, OX3 7BN, UK
| | - Marco M. Ferrario
- Epidemiology and Preventive Medicine Research Center, Department of Clinical and Experimental Medicine, University of Insubria, Varese, Italy
| | - Jean Ferrières
- Department of Cardiology, Toulouse University School of Medicine, Rangueil Hospital, Toulouse, France
| | - Lude Franke
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, The Netherlands
- Department of Genetics, University Medical Center Groningen, University of Groningen, The Netherlands
| | - Francesca Frau
- University of Milan, Department of Health Sciences, Ospedale San Paolo, 20139 Milano, Italy
| | - Pablo V. Gejman
- University of Chicago, Chicago, Illinois 60637, USA
- Northshore University HealthSystem, Evanston, Illinois 60201, USA
| | - Harald Grallert
- Research Unit for Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Henrik Grönberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Department of Medicine, University of Iceland, Reykjavik, Iceland
| | - Alistair S. Hall
- Division of Cardiovascular and Neuronal Remodelling, Multidisciplinary Cardiovascular Research Centre, Leeds Institute of Genetics, Health and Therapeutics, University of Leeds, UK
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Anna-Liisa Hartikainen
- Department of Clinical Sciences/Obstetrics and Gynecology, University of Oulu, 90014 Oulu, Finland
| | - Caroline Hayward
- MRC Human Genetics Unit, MRC Institute for Genetics and Molecular Medicine, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Nancy L. Heard-Costa
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts 02118, USA
| | - Andrew C. Heath
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO 63108, USA
| | - Johannes Hebebrand
- Department of Child and Adolescent Psychiatry, University of Duisburg-Essen, 45147 Essen, Germany
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, Ernst-Moritz-Arndt-University Greifswald, 17487 Greifswald, Germany
| | - Frank B. Hu
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts 02115, USA
| | - Sarah E. Hunt
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Elina Hyppönen
- Centre For Paediatric Epidemiolgy and Biostatistics/MRC Centre of Epidemiology for Child Health, University College of London Institute of Child Health, London, UK
| | - Carlos Iribarren
- Division of Research, Kaiser Permanente Northern California, Oakland, California 94612, USA
| | - Kevin B. Jacobs
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland 20892, USA
- Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland 21702, USA
| | - John-Olov Jansson
- Department of Physiology, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, 405 30 Gothenburg, Sweden
| | - Antti Jula
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Population Studies Unit, 20720 Turku, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, University of Tampere and Tampere University Hospital, 33520 Tampere, Finland
| | - Sekar Kathiresan
- Cardiovascular Research Center and Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, USA
| | - Frank Kee
- UKCRC Centre of Excellence for Public Health (NI) Queens University, Belfast
| | - Kay-Tee Khaw
- Department of Public Health and Primary Care, Institute of Public Health, University of Cambridge, Cambridge CB2 2SR, UK
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, University College London, 1-19 Torrington Place, London WC1E 6BT, UK
| | - Wolfgang Koenig
- Department of Internal Medicine II – Cardiology, University of Ulm Medical Center, Ulm, Germany
| | - Aldi T. Kraja
- Department of Genetics, Washington University School of Medicine, St Louis, Missouri 63110, USA
| | - Meena Kumari
- Department of Epidemiology and Public Health, University College London, 1-19 Torrington Place, London WC1E 6BT, UK
| | - Kari Kuulasmaa
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Chronic Disease Epidemiology and Prevention Unit, 00271, Helsinki, Finland
| | - Johanna Kuusisto
- Department of Medicine, University of Eastern Finland, Kuopio Campus and Kuopio University Hospital, 70210 Kuopio, Finland
| | | | - Timo A. Lakka
- Institute of Biomedicine/Physiology, University of Eastern Finland, Kuopio Campus, Finland
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, CB2 0QQ, UK
- Department of Epidemiology and Public Health, University College London, 1-19 Torrington Place, London WC1E 6BT, UK
| | - Lenore J. Launer
- Laboratory of Epidemiology, Demography, Biometry, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Akademiska sjukhuset, 751 85 Uppsala, Sweden
| | - Jaana Lindström
- National Institute for Health and Welfare, Diabetes Prevention Unit, 00271 Helsinki, Finland
| | - Jianjun Liu
- Human Genetics, Genome Institute of Singapore, Singapore 138672, Singapore
| | - Antonio Liuzzi
- Department of Internal Medicine, Istituto Auxologico Italiano, Verbania, Italy
| | - Marja-Liisa Lokki
- Transplantation Laboratory, Haartman Institute, University of Helsinki, 00014, Helsinki, Finland
| | - Mattias Lorentzon
- Department of Internal Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, 413 45 Gothenburg, Sweden
| | - Pamela A. Madden
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO 63108, USA
| | - Patrik K. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Paolo Manunta
- Università Vita-Salute San Raffaele, Chair of Nephrology San Raffaele Scientific Institute, OU Nephrology and Dialysis, 20132 Milan, Italy
| | - Diana Marek
- Department of Medical Genetics, University of Lausanne, 1005 Lausanne, Switzerland
- Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Winfried März
- Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty of Mannheim, University of Heidelberg, Mannheim, Germany
- Synlab Academy, Mannheim, Germany
| | - Irene Mateo Leach
- Department of Cardiology, University Medical Center Groningen, University of Groningen, The Netherlands
| | - Barbara McKnight
- Departments of Biostatistics, University of Washington, Seattle, Washington 98195, USA
| | - Sarah E. Medland
- Queensland Institute of Medical Research, Brisbane 4029, Australia
| | - Evelin Mihailov
- Estonian Genome Center, University of Tartu, Tartu 50410, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu 51010, Estonia
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu 50410, Estonia
| | | | - Vincent Mooser
- Genetics Division, GlaxoSmithKline, King of Prussia, Pennsylvania 19406, USA
| | - Thomas W. Mühleisen
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Patricia B. Munroe
- Genome Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK
- Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary, University of London, London, UK
| | - Arthur W. Musk
- School of Population Health, The University of Western Australia, Nedlands WA 6009, Australia
- Department of Respiratory Medicine, Sir Charles Gairdner Hospital, Nedlands, Australia, 6009
- Busselton Population Medical Research Foundation Inc., Sir Charles Gairdner Hospital, Nedlands, Western Australia 6009, Australia
| | - Narisu Narisu
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Gerjan Navis
- Department of Internal Medicine, University Medical Center Groningen, University of Groningen, Groningen
| | - George Nicholson
- MRC Harwell, Harwell, UK
- Department of Statistics, University of Oxford, Oxford OX1 3TG, UK
| | - Ellen A. Nohr
- Department of Public Health, Section of Epidemiology, Aarhus University, Denmark
| | - Ken K. Ong
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, CB2 0QQ, UK
- MRC Unit for Lifelong Health & Ageing, London, UK
| | - Ben A. Oostra
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
- Department of Clinical Genetics, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Centre for Medical Systems Biology & Netherlands Consortium on Healthy Aging, Leiden, the Netherlands
| | - Colin N.A. Palmer
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School. Dundee, DD1 9SY
| | - Aarno Palotie
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, 00014, Helsinki, Finland
| | | | - Nancy Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Annette Peters
- Research Unit for Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Munich Heart Alliance, Munich, Germany
| | | | - Anneli Pouta
- Department of Clinical Sciences/Obstetrics and Gynecology, University of Oulu, 90014 Oulu, Finland
- National Institute for Health and Welfare, 90101 Oulu, Finland
| | - Peter P. Pramstaller
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano/Bozen, 39100, Italy - Affiliated Institute of the University of Lübeck, Lübeck, Germany
- Department of Neurology, General Central Hospital, Bolzano, Italy
- Department of Neurology, University of Lübeck, Lübeck, Germany
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, OX3 7LJ, UK
| | - Carolin Pütter
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital of Essen, University of Duisburg-Essen, Essen, Germany
| | - Aparna Radhakrishnan
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- Department of Haematology, University of Cambridge, Cambridge CB2 0PT, UK
- NHS Blood and Transplant, Cambridge Centre, Cambridge, CB2 0PT, UK
| | - Olli Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, 20520 Turku, Finland
- The Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, 20520 Turku, Finland
| | - Augusto Rendon
- NIHR Cambridge Biomedical Research Centre, Cambridge, UK
- Department of Haematology, University of Cambridge, Cambridge CB2 0PT, UK
- NHS Blood and Transplant, Cambridge Centre, Cambridge, CB2 0PT, UK
- MRC Biostatistics Unit, Institute of Public Health, Cambridge, UK
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
| | - Igor Rudan
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Timo E. Saaristo
- Finnish Diabetes Association, Kirjoniementie 15, 33680, Tampere, Finland
- Pirkanmaa Hospital District, Tampere, Finland
| | - Jennifer G. Sambrook
- Department of Haematology, University of Cambridge, Cambridge CB2 0PT, UK
- NHS Blood and Transplant, Cambridge Centre, Cambridge, CB2 0PT, UK
| | - Alan R. Sanders
- University of Chicago, Chicago, Illinois 60637, USA
- Northshore University HealthSystem, Evanston, Illinois 60201, USA
| | - Serena Sanna
- Istituto di Ricerca Genetica e Biomedicadel del CNR, Monserrato, 09042, Cagliari, Italy
| | - Jouko Saramies
- South Karelia Central Hospital, 53130 Lappeenranta, Finland
| | - Sabine Schipf
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Stefan Schreiber
- Institute for Clinical Molecular Biology, Christian-Albrechts University, Kiel, Germany
| | - Heribert Schunkert
- Universität zu Lübeck, Medizinische Klinik II, 23538 Lübeck, Germany
- Deutsches Zentrum für Herz-Kreislaufforschung e. V. (DZHK), Universität zu Lübeck, 23538 Lübeck, Germany
| | - So-Youn Shin
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | | | - Juha Sinisalo
- Division of Cardiology, Cardiovascular Laboratory, Helsinki University Central Hospital, 00029 Helsinki, Finland
| | - Boris Skrobek
- University Lille Nord de France, 59000 Lille, France
- CNRS UMR8199-IBL-Institut Pasteur de Lille, F-59000 Lille, France
| | - Nicole Soranzo
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- Department of Twin Research and Genetic Epidemiology, King’s College London, London, SE1 7EH, UK
| | - Alena Stančáková
- University of Eastern Finland and Kuopio University Hospital, 70210 Kuopio, Finland
| | - Klaus Stark
- Klinik und Poliklinik für Innere Medizin II, Universitätklinikum Regensburg, 93053 Regensburg, Germany
| | - Jonathan C. Stephens
- Department of Haematology, University of Cambridge, Cambridge CB2 0PT, UK
- NHS Blood and Transplant, Cambridge Centre, Cambridge, CB2 0PT, UK
| | | | - Ronald P. Stolk
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, The Netherlands
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, The Netherlands
| | - Michael Stumvoll
- Department of Medicine, University of Leipzig, 04103 Leipzig, Germany
- University of Leipzig, IFB Adiposity Diseases, Leipzig, Germany
| | - Amy J. Swift
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Eirini V. Theodoraki
- Department of Dietetics-Nutrition, Harokopio University, 70 El. Venizelou Str, Athens, Greece
| | - Barbara Thorand
- Institute of Epidemiology II, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | | | - Elena Tremoli
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Melanie M. Van der Klauw
- Department of Endocrinology, University Medical Center Groningen, University of Groningen, P.O. Box 30001, 9700 RB Groningen, The Netherlands
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, The Netherlands
| | - Joyce B.J. van Meurs
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
| | - Sita H. Vermeulen
- Department of Epidemiology, Biostatistics and HTA, Radboud University Nijmegen Medical Centre, 6500 HB Nijmegen, The Netherlands
- Department of Human Genetics, Radboud University Nijmegen Medical Centre, PO Box 9101, 6500 HB Nijmegen, The Netherlands
| | - Jorma Viikari
- Department of Medicine, University of Turku and Turku University Hospital, 20520 Turku, Finland
| | - Jarmo Virtamo
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Chronic Disease Epidemiology and Prevention Unit, 00271, Helsinki, Finland
| | - Veronique Vitart
- MRC Human Genetics Unit, MRC Institute for Genetics and Molecular Medicine, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Gérard Waeber
- Department of Internal Medicine, Centre Hospitalier Universitaire Vaudois (CHUV) University Hospital, 1011 Lausanne, Switzerland
| | - Zhaoming Wang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland 20892, USA
- Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland 21702, USA
| | - Elisabeth Widén
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, 00014, Helsinki, Finland
| | - Sarah H. Wild
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | | | - Jacqueline C.M. Witteman
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
| | - Bruce H.R. Wolffenbuttel
- Department of Endocrinology, University Medical Center Groningen, University of Groningen, P.O. Box 30001, 9700 RB Groningen, The Netherlands
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, The Netherlands
| | - Andrew Wong
- MRC Unit for Lifelong Health & Ageing, London, UK
| | - Alan F. Wright
- MRC Human Genetics Unit, MRC Institute for Genetics and Molecular Medicine, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - M. Carola Zillikens
- Department of Internal Medicine, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
| | - Philippe Amouyel
- Institut Pasteur de Lille, INSERM U744, Université Lille Nord de France, F-59000 Lille, France
| | - Bernhard O. Boehm
- Division of Endocrinology and Diabetes, Department of Medicine, University Hospital, Ulm, Germany
| | - Eric Boerwinkle
- Human Genetics Center and Institute of Molecular Medicine, University of Texas Health Science Center, Houston, Texas 77030, USA
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - Mark J. Caulfield
- Genome Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK
- Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary, University of London, London, UK
| | - Stephen J. Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland 20892, USA
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts 02118, USA
| | - Daniele Cusi
- University of Milan, Department of Health Sciences, Ospedale San Paolo, 20139 Milano, Italy
- Fondazione Filarete, Milano, Italy
| | - George V. Dedoussis
- Department of Dietetics-Nutrition, Harokopio University, 70 El. Venizelou Str, Athens, Greece
| | - Jeanette Erdmann
- Universität zu Lübeck, Medizinische Klinik II, 23538 Lübeck, Germany
- Deutsches Zentrum für Herz-Kreislaufforschung e. V. (DZHK), Universität zu Lübeck, 23538 Lübeck, Germany
| | - Johan G. Eriksson
- Department of General Practice and Primary health Care, University of Helsinki, Helsinki, Finland
- National Institute for Health and Welfare, 00271 Helsinki, Finland
- Helsinki University Central Hospital, Unit of General Practice, 00280 Helsinki, Finland
| | - Paul W. Franks
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
- Department of Public Health & Clinical Medicine, Umeå University, Umeå, Sweden
- Department of Nutrition, Harvard School of Public Health, Boston, MA
| | - Philippe Froguel
- University Lille Nord de France, 59000 Lille, France
- CNRS UMR8199-IBL-Institut Pasteur de Lille, F-59000 Lille, France
- Department of Genomics of Common Disease, School of Public Health, Imperial College London, W12 0NN, London, UK
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, Uppsala University, Sweden
| | - Anders Hamsten
- Atherosclerosis Research Unit, Department of Medicine, Solna, Karolinska Institutet, Karolinska University Hospital, 171 76 Stockholm, Sweden
| | - Tamara B. Harris
- Laboratory of Epidemiology, Demography, Biometry, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Christian Hengstenberg
- Klinik und Poliklinik für Innere Medizin II, Universitätklinikum Regensburg, 93053 Regensburg, Germany
| | - Andrew A. Hicks
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano/Bozen, 39100, Italy - Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Aroon Hingorani
- Department of Epidemiology and Public Health, University College London, 1-19 Torrington Place, London WC1E 6BT, UK
| | - Anke Hinney
- Department of Child and Adolescent Psychiatry, University of Duisburg-Essen, 45147 Essen, Germany
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
| | - Kees G. Hovingh
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Kristian Hveem
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, 7600 Levanger, Norway
| | - Thomas Illig
- Research Unit for Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Hannover Unified Biobank, Hannover Medical School, 30625 Hannover, Germany
| | - Marjo-Riitta Jarvelin
- National Institute for Health and Welfare, 90101 Oulu, Finland
- Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London, W2 1PG, UK
- Institute of Health Sciences, University of Oulu, 90014 Oulu, Finland
- Biocenter Oulu, University of Oulu, 90014 Oulu, Finland
| | - Karl-Heinz Jöckel
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital of Essen, University of Duisburg-Essen, Essen, Germany
| | - Sirkka M. Keinanen-Kiukaanniemi
- Institute of Health Sciences, University of Oulu, 90014 Oulu, Finland
- Unit of General Practice, Oulu University Hospital, Oulu, Finland
| | - Lambertus A. Kiemeney
- Department of Epidemiology, Biostatistics and HTA, Radboud University Nijmegen Medical Centre, 6500 HB Nijmegen, The Netherlands
- Department of Urology, Radboud University Nijmegen Medical Centre, 6500 HB Nijmegen, The Netherlands
- Comprehensive Cancer Center East, 6501 BG Nijmegen, The Netherlands
| | - Diana Kuh
- MRC Unit for Lifelong Health & Ageing, London, UK
| | - Markku Laakso
- Department of Medicine, University of Eastern Finland, Kuopio Campus and Kuopio University Hospital, 70210 Kuopio, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, University of Tampere and Tampere University Hospital, 33520 Tampere, Finland
| | | | | | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu 50410, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu 51010, Estonia
| | - Andrew D. Morris
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School. Dundee, DD1 9SY
| | - Markku S. Nieminen
- Division of Cardiology, Cardiovascular Laboratory, Helsinki University Central Hospital, 00029 Helsinki, Finland
| | - Inger Njølstad
- Department of Clinical Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - Claes Ohlsson
- Department of Internal Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, 413 45 Gothenburg, Sweden
| | - Albertine J. Oldehinkel
- Interdisciplinary Center Psychopathology and Emotion Regulation, University of Groningen, University Medical Center Groningen, The Netherlands
| | - Willem H. Ouwehand
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- NIHR Cambridge Biomedical Research Centre, Cambridge, UK
- Department of Haematology, University of Cambridge, Cambridge CB2 0PT, UK
- NHS Blood and Transplant, Cambridge Centre, Cambridge, CB2 0PT, UK
| | - Lyle J. Palmer
- Genetic Epidemiology and Biostatistics Platform, Ontario Institute for Cancer Research. Toronto, Canada, M5G 1L7
- Prosserman Centre for Health Research, Samuel Lunenfeld Research Institute, Toronto, Canada, M5G 1X5
| | - Brenda Penninx
- Department of Psychiatry, University Medical Centre Groningen, 9713 GZ Groningen, The Netherlands
| | - Chris Power
- Centre For Paediatric Epidemiolgy and Biostatistics/MRC Centre of Epidemiology for Child Health, University College of London Institute of Child Health, London, UK
| | - Michael A. Province
- Department of Genetics, Washington University School of Medicine, St Louis, Missouri 63110, USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, University of Washington, Seattle, Washington 98101, USA
- Departments of Epidemiology, Medicine and Health Services, University of Washington, Seattle, Washington 98195, USA
- Group Health Research Institute, Group Health, Seattle, Washington 98101, USA
| | - Lu Qi
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- Channing Laboratory, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Rainer Rauramaa
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston, Massachusetts 02215, USA
- Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Samuli Ripatti
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Unit of Public Health Genomics, 00014, Helsinki, Finland
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, 00014, Helsinki, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Chronic Disease Epidemiology and Prevention Unit, 00271, Helsinki, Finland
| | - Nilesh J. Samani
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, LE3 9QP, UK
- Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, LE3 9QP, UK
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, The Netherlands
- LifeLines Cohort Study, University Medical Center Groningen, University of Groningen, The Netherlands
| | - Thorkild I.A. Sørensen
- Institute of Preventive Medicine, Bispebjerg University Hospital, Copenhagen, and Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Denmark
| | - Timothy D. Spector
- Department of Twin Research and Genetic Epidemiology, King’s College London, London, SE1 7EH, UK
| | - Kari Stefansson
- deCODE Genetics, 101 Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, 101 Reykjavík, Iceland
| | - Anke Tönjes
- Department of Medicine, University of Leipzig, 04103 Leipzig, Germany
- University of Leipzig, IFB Adiposity Diseases, Leipzig, Germany
| | - Jaakko Tuomilehto
- National Institute for Health and Welfare, Diabetes Prevention Unit, 00271 Helsinki, Finland
- Red RECAVA Grupo RD06/0014/0015, Hospital Universitario La Paz, 28046 Madrid, Spain
- Centre for Vascular Prevention, Danube-University Krems, 3500 Krems, Austria
- South Ostrobothnia Central Hospital, 60220 Seinajoki, Finland
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
| | - Matti Uusitupa
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Finland
- Research Unit, Kuopio University Hospital, Kuopio, Finland
| | - Pim van der Harst
- Department of Genetics, University Medical Center Groningen, University of Groningen, The Netherlands
- Department of Cardiology, University Medical Center Groningen, University of Groningen, The Netherlands
| | - Peter Vollenweider
- Department of Internal Medicine, Centre Hospitalier Universitaire Vaudois (CHUV) University Hospital, 1011 Lausanne, Switzerland
| | - Henri Wallaschofski
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, 17475 Greifswald, Germany
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, CB2 0QQ, UK
| | - Hugh Watkins
- Cardiovascular Medicine, University of Oxford, Wellcome Trust Centre for Human Genetics, Oxford, OX3 7BN, UK
| | - H.-Erich Wichmann
- Institute of Epidemiology I, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
- Klinikum Grosshadern, Munich, Germany
| | - James F. Wilson
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Goncalo R. Abecasis
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Themistocles L. Assimes
- Department of Medicine, Stanford University School of Medicine, Stanford, California 94305, USA
| | - Inês Barroso
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- University of Cambridge Metabolic Research Labs, Institute of Metabolic Science Addenbrooke’s Hospital, CB2 OQQ, Cambridge, UK
| | - Michael Boehnke
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Ingrid B. Borecki
- Department of Genetics, Washington University School of Medicine, St Louis, Missouri 63110, USA
| | - Panos Deloukas
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Caroline S. Fox
- Division of Intramural Research, National Heart, Lung and Blood Institute, Framingham Heart Study, Framingham, Massachusetts 01702, USA
| | - Timothy Frayling
- Genetics of Complex Traits, Peninsula College of Medicine and Dentistry, University of Exeter, Exeter, EX1 2LU, UK
| | - Leif C. Groop
- Lund University Diabetes Centre, Department of Clinical Sciences, Lund University, 20502 Malmö, Sweden
| | - Talin Haritunian
- Medical Genetics Institute, Cedars-Sinai Medical Center, Los Angeles, California 90048, USA
| | - Iris M. Heid
- Public Health and Gender Studies, Institute of Epidemiology and Preventive Medicine, Regensburg University Medical Center, Regensburg, Germany
- Institute of Epidemiology I, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - David Hunter
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- Channing Laboratory, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Robert C. Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York 10461, USA
| | - Fredrik Karpe
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, OX3 7LJ, UK
- Oxford National Institute for Health Research Biomedical Research Centre, Churchill Hospital, Old Road Headington, Oxford, OX3 7LJ, UK
| | - Miriam Moffatt
- National Heart and Lung Institute, Imperial College London, London SW3 6LY, UK
| | - Karen L. Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina 27599, USA
| | - Jeffrey R. O’Connell
- Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland 21201, USA
| | - Yudi Pawitan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Eric E. Schadt
- Department of Genetics and Genomic Sciences, Mount Sinai School of Medicine, One Gustave L. Levy Place, Box 1498, New York, NY 10029-6574 USA
- Institute of Genomics and Multiscale Biology, Mount Sinai School of Medicine, One Gustave L. Levy Place, Box 1498, New York, NY 10029-6574 USA
| | - David Schlessinger
- Laboratory of Genetics, National Institute on Aging, Baltimore, Maryland 21224, USA
| | | | - David P. Strachan
- Division of Population Health Sciences and Education, St George’s, University of London, London, SW17 0RE, UK
| | - Unnur Thorsteinsdottir
- deCODE Genetics, 101 Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, 101 Reykjavík, Iceland
| | - Cornelia M. van Duijn
- Department of Epidemiology, Erasmus MC, Rotterdam, 3015GE, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA)
- Center of Medical Systems Biology, Leiden University Medical Center, 2333 ZC Leiden, the Netherlands
| | - Peter M. Visscher
- The Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
- University of Queensland Diamantina Institute, University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4102, Australia
| | | | - Joel N. Hirschhorn
- Divisions of Genetics and Endocrinology and Center for Basic and Translational Obesity Research, Children’s Hospital, Boston, Massachusetts 02115, USA
- Metabolism Initiative and Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts 02142, USA
- Department of Genetics, Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Cecilia M. Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - Andrew P. Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - David Meyre
- University Lille Nord de France, 59000 Lille, France
- CNRS UMR8199-IBL-Institut Pasteur de Lille, F-59000 Lille, France
- Department of Clinical Epidemiology and Biostatistics, McMasterUniversity, Hamilton, Ontario L8S 4L8, Canada
| | - André Scherag
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital of Essen, University of Duisburg-Essen, Essen, Germany
| | - Mark I. McCarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, OX3 7LJ, UK
- Oxford National Institute for Health Research Biomedical Research Centre, Churchill Hospital, Old Road Headington, Oxford, OX3 7LJ, UK
| | - Elizabeth K. Speliotes
- Center for Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA
| | - Kari E. North
- Department of Epidemiology, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27514, USA
| | - Ruth J.F. Loos
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, CB2 0QQ, UK
- The Charles Bronfman Institute of Personalized Medicine, Mount Sinai School of Medicine, New York, NY 10029, USA
- The Mindich Child Health and Development Institute, Mount Sinai School of Medicine, New York, NY 10029, USA
- Department of Preventive Medicine, Mount Sinai School of Medicine, New York, NY 10029, USA
| | - Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
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10
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Ganesh SK, Tragante V, Guo W, Guo Y, Lanktree MB, Smith EN, Johnson T, Castillo BA, Barnard J, Baumert J, Chang YPC, Elbers CC, Farrall M, Fischer ME, Franceschini N, Gaunt TR, Gho JM, Gieger C, Gong Y, Isaacs A, Kleber ME, Leach IM, McDonough CW, Meijs MF, Mellander O, Molony CM, Nolte IM, Padmanabhan S, Price TS, Rajagopalan R, Shaffer J, Shah S, Shen H, Soranzo N, van der Most PJ, Van Iperen EP, Van Setten JA, Vonk JM, Zhang L, Beitelshees AL, Berenson GS, Bhatt DL, Boer JM, Boerwinkle E, Burkley B, Burt A, Chakravarti A, Chen W, Cooper-DeHoff RM, Curtis SP, Dreisbach A, Duggan D, Ehret GB, Fabsitz RR, Fornage M, Fox E, Furlong CE, Gansevoort RT, Hofker MH, Hovingh GK, Kirkland SA, Kottke-Marchant K, Kutlar A, LaCroix AZ, Langaee TY, Li YR, Lin H, Liu K, Maiwald S, Malik R, Murugesan G, Newton-Cheh C, O'Connell JR, Onland-Moret NC, Ouwehand WH, Palmas W, Penninx BW, Pepine CJ, Pettinger M, Polak JF, Ramachandran VS, Ranchalis J, Redline S, Ridker PM, Rose LM, Scharnag H, Schork NJ, Shimbo D, Shuldiner AR, Srinivasan SR, Stolk RP, Taylor HA, Thorand B, Trip MD, van Duijn CM, Verschuren WM, Wijmenga C, Winkelmann BR, Wyatt S, Young JH, Boehm BO, Caulfield MJ, Chasman DI, Davidson KW, Doevendans PA, FitzGerald GA, Gums JG, Hakonarson H, Hillege HL, Illig T, Jarvik GP, Johnson JA, Kastelein JJ, Koenig W, März W, Mitchell BD, Murray SS, Oldehinkel AJ, Rader DJ, Reilly MP, Reiner AP, Schadt EE, Silverstein RL, Snieder H, Stanton AV, Uitterlinden AG, van der Harst P, van der Schouw YT, Samani NJ, Johnson AD, Munroe PB, de Bakker PI, Zhu X, Levy D, Keating BJ, Asselbergs FW. Loci influencing blood pressure identified using a cardiovascular gene-centric array. Hum Mol Genet 2013; 22:1663-78. [PMID: 23303523 PMCID: PMC3657476 DOI: 10.1093/hmg/dds555] [Citation(s) in RCA: 120] [Impact Index Per Article: 10.9] [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: 07/13/2012] [Revised: 11/30/2012] [Accepted: 12/27/2012] [Indexed: 01/11/2023] Open
Abstract
Blood pressure (BP) is a heritable determinant of risk for cardiovascular disease (CVD). To investigate genetic associations with systolic BP (SBP), diastolic BP (DBP), mean arterial pressure (MAP) and pulse pressure (PP), we genotyped ∼50 000 single-nucleotide polymorphisms (SNPs) that capture variation in ∼2100 candidate genes for cardiovascular phenotypes in 61 619 individuals of European ancestry from cohort studies in the USA and Europe. We identified novel associations between rs347591 and SBP (chromosome 3p25.3, in an intron of HRH1) and between rs2169137 and DBP (chromosome1q32.1 in an intron of MDM4) and between rs2014408 and SBP (chromosome 11p15 in an intron of SOX6), previously reported to be associated with MAP. We also confirmed 10 previously known loci associated with SBP, DBP, MAP or PP (ADRB1, ATP2B1, SH2B3/ATXN2, CSK, CYP17A1, FURIN, HFE, LSP1, MTHFR, SOX6) at array-wide significance (P < 2.4 × 10(-6)). We then replicated these associations in an independent set of 65 886 individuals of European ancestry. The findings from expression QTL (eQTL) analysis showed associations of SNPs in the MDM4 region with MDM4 expression. We did not find any evidence of association of the two novel SNPs in MDM4 and HRH1 with sequelae of high BP including coronary artery disease (CAD), left ventricular hypertrophy (LVH) or stroke. In summary, we identified two novel loci associated with BP and confirmed multiple previously reported associations. Our findings extend our understanding of genes involved in BP regulation, some of which may eventually provide new targets for therapeutic intervention.
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Affiliation(s)
- Santhi K. Ganesh
- Division of Cardiovascular Medicine, University of Michigan Health System, Ann Arbor, MI, USA
| | - Vinicius Tragante
- Department of Cardiology, Division Heart and Lungs
- Department of Medical Genetics and
| | - Wei Guo
- Department of Epidemiology and Biostatistics, School of Medicine and
| | - Yiran Guo
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Matthew B. Lanktree
- Departments of Medicine and Biochemistry, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, Canada
| | - Erin N. Smith
- Department of Pediatrics and Rady's Children's Hospital, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA
| | - Toby Johnson
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and
- The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK
| | - Berta Almoguera Castillo
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - John Barnard
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | - Yen-Pei Christy Chang
- Department of Medicine and
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Clara C. Elbers
- Department of Medical Genetics and
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Martin Farrall
- Department of Cardiovascular Medicine, The Wellcome Trust Centre for Human Genetics, University of Oxford, OxfordOX3 7BN, UK
| | - Mary E. Fischer
- Department of Ophthalmology and Visual Sciences, University of Wisconsin, Madison, WI, USA
| | - Nora Franceschini
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Tom R. Gaunt
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | | | | | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | - Aaron Isaacs
- Genetic Epidemiology Unit, Department of Epidemiology and
| | - Marcus E. Kleber
- LURIC Study nonprofit LLC, Freiburg, Germany
- Mannheim Institute of Public Health, Social and Preventive Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
| | | | - Caitrin W. McDonough
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | | | - Olle Mellander
- Hypertension and Cardiovascular Disease, Department of Clinical Sciences, Lund University, Malmö, Sweden
- Centre of Emergency Medicine, Skåne University Hospital, Malmö, Sweden
| | | | | | - Sandosh Padmanabhan
- BHF Glasgow Cardiovascular Research Centre, University of Glasgow, 126 University Place, Glasgow G12 8TA, UK
| | - Tom S. Price
- MRC SGDP Centre, Institute of Psychiatry, London, UK
| | - Ramakrishnan Rajagopalan
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | | | - Sonia Shah
- UCL Genetics Institute, Department of Genetics, Evolution and Environment, University College London, Kathleen Lonsdale Building, Gower Place, London WC1E 6BT, UK
| | | | | | | | - Erik P.A. Van Iperen
- Durrer Center for Cardiogenetic Research
- Department of Clinical Epidemiology, Biostatistics and Bioinformatics
| | | | | | - Li Zhang
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Amber L. Beitelshees
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Gerald S. Berenson
- Department of Epidemiology, Tulane University, 1440 Canal Street, Suite 1829, New Orleans, LA, USA
| | - Deepak L. Bhatt
- VA Boston Healthcare System, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, USA
| | - Jolanda M.A. Boer
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Eric Boerwinkle
- Human Genetics Center and Institute of Molecular Medicine and Division of Epidemiology, University of Texas Health Science Center, Houston, TX, USA
| | - Ben Burkley
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | - Amber Burt
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | - Aravinda Chakravarti
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine and
| | - Wei Chen
- Department of Epidemiology, Tulane University, 1440 Canal Street, Suite 1829, New Orleans, LA, USA
| | - Rhonda M. Cooper-DeHoff
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | - Sean P. Curtis
- Merck Research Laboratories, PO Box 2000, Rahway, NJ 07065, USA
| | | | - David Duggan
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Georg B. Ehret
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine and
| | - Richard R. Fabsitz
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, Bethesda, MD, USA
| | - Myriam Fornage
- Human Genetics Center and Institute of Molecular Medicine and Division of Epidemiology, University of Texas Health Science Center, Houston, TX, USA
| | | | - Clement E. Furlong
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | | | - Marten H. Hofker
- Molecular Genetics, Medical Biology Section, Department of Pathology and Medical Biology
| | | | - Susan A. Kirkland
- Department of Community Health and Epidemiology, Dalhousie University, Canada
| | | | | | - Andrea Z. LaCroix
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Taimour Y. Langaee
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | - Yun R. Li
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Honghuang Lin
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Kiang Liu
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Steffi Maiwald
- Department of Vascular Medicine, University of Amsterdam, Amsterdam, The Netherlands
| | - Rainer Malik
- Institute for Stroke and Dementia Research and
- Neurologische Klinik, Klinikum Grosshadern, Ludwig-Maximilians-Universität, München, Germany
| | | | - Gurunathan Murugesan
- Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Christopher Newton-Cheh
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
| | - Jeffery R. O'Connell
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA
| | - N. Charlotte Onland-Moret
- Department of Medical Genetics and
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Willem H. Ouwehand
- Department of Haematology, University of Cambridge and NHS Blood and Transplant, Cambridge and Human Genetics, Wellcome Trust Sanger Institute, Hinxton, UK
| | - Walter Palmas
- Department of Medicine, Columbia University, New York, NY, USA
| | - Brenda W. Penninx
- Department of Psychiatry/EMGO Institute, VU University Medical Centre, Amsterdam, The Netherlands
| | - Carl J. Pepine
- Division of Cardiovascular Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - Mary Pettinger
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, Bethesda, MD, USA
| | | | - Vasan S. Ramachandran
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
- National Heart, Lung and Blood Institute's Framingham Heart Study, 73 Mt.Wayte Avenue Suite #2, Framingham, MA, USA
| | - Jane Ranchalis
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | - Susan Redline
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School and
| | - Paul M. Ridker
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School and
| | - Lynda M. Rose
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School and
| | - Hubert Scharnag
- Division of Cardiovascular Medicine, University of Michigan Health System, Ann Arbor, MI, USA
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria
| | - Nicholas J. Schork
- The Scripps Translational Science Institute and The Scripps Research Institute, 3344 N. Torrey Pines Ct. Ste 300, La Jolla, CA, USA
| | - Daichi Shimbo
- Department of Medicine, Columbia University, New York, NY, USA
| | - Alan R. Shuldiner
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA
- Geriatric Research and Education Clinical Center, Veterans Administration Medical Center, Baltimore, MD, USA
| | - Sathanur R. Srinivasan
- Department of Epidemiology, Tulane University, 1440 Canal Street, Suite 1829, New Orleans, LA, USA
| | | | | | | | - Mieke D. Trip
- Department of Cardiology, AMC, Amsterdam, The Netherlands
| | | | - W. Monique Verschuren
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | | | | | - Sharon Wyatt
- School of Nursing, University of Mississippi Medical Center, Jackson, MS, USA
| | - J. Hunter Young
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Mark J. Caulfield
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and
| | - Daniel I. Chasman
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School and
| | - Karina W. Davidson
- Departments of Medicine & Psychiatry, Columbia University, New York, NY, USA
| | | | - Garret A. FitzGerald
- The Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - John G. Gums
- Departments of Pharmacotherapy and Translational Research and Community Health and Family Medicine, University of Florida, Gainesville, FL, USA
| | - Hakon Hakonarson
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | | | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Gail P. Jarvik
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | - Julie A. Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | | | - Wolfgang Koenig
- Department of Internal Medicine I—Cardiology, University of Ulm Medical Centre, Ulm, Germany
| | | | - Winfried März
- Mannheim Institute of Public Health, Social and Preventive Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
- Synlab Academy, Mannheim, Germany
| | - Braxton D. Mitchell
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Sarah S. Murray
- Scripps Translational Science Institute and Scripps Health, 3344 N. Torrey Pines Ct. Ste 300, La Jolla, CA, USA
| | - Albertine J. Oldehinkel
- Interdisciplinary Center Psychopathology and Emotion Regulation, Groningen University, University Medical Center Groningen, Groningen, The Netherlands
| | - Daniel J. Rader
- Cardiovascular Institute, The Perelman School of Medicine at the University of Pennsylvania, PA, USA
| | - Muredach P. Reilly
- Cardiovascular Institute, The Perelman School of Medicine at the University of Pennsylvania, PA, USA
| | - Alex P. Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Eric E. Schadt
- Department of Genetics and Genomic Sciences, Mount Sinai School of Medicine, New York, NY, USA
| | - Roy L. Silverstein
- Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Department of Cell Biology, Lerner Research Institute, Cleveland Clinic
| | | | - Alice V. Stanton
- Molecular & Cellular Therapeutics, Royal College of Surgeons in Ireland, 123 St Stephens Green, Dublin 2, Ireland
| | - André G. Uitterlinden
- Departments of Epidemiology and Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | | | - Yvonne T. van der Schouw
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Nilesh J. Samani
- Department of Cardiovascular Sciences, University of Leicester and
- Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester LE3 9QP, UK
| | - Andrew D. Johnson
- National Heart, Lung and Blood Institute's Framingham Heart Study, 73 Mt.Wayte Avenue Suite #2, Framingham, MA, USA
| | - Patricia B. Munroe
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and
- The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK
| | - Paul I.W. de Bakker
- Department of Medical Genetics and
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Xiaofeng Zhu
- Department of Epidemiology and Biostatistics, School of Medicine and
| | - Daniel Levy
- Center for Population Studies, National Heart, Lung, and Blood Institute, Framingham, MA, USA
| | - Brendan J. Keating
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Folkert W. Asselbergs
- Department of Cardiology, Division Heart and Lungs
- Department of Medical Genetics and
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Durrer Center for Cardiogenetic Research
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11
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Marx N, Silbernagel G, Brandenburg V, Burgmaier M, Kleber ME, Grammer TB, Winkelmann BR, Boehm BO, März W. C-peptide levels are associated with mortality and cardiovascular mortality in patients undergoing angiography: the LURIC study. Diabetes Care 2013; 36. [PMID: 23204248 PMCID: PMC3579368 DOI: 10.2337/dc12-1211] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE C-peptide is a proinsulin cleavage product released from the pancreas in amounts equimolar to insulin, and elevated levels of C-peptide have been found in patients with insulin resistance and early type 2 diabetes mellitus. Recent data suggest that C-peptide could play a causal role in the pathophysiology of vascular disease, but nothing is known about the prognostic value of C-peptide concentrations in the circulation. RESEARCH DESIGN AND METHODS We examined whether C-peptide is associated with cardiovascular and total mortality in 2,306 patients from the Ludwigshafen Risk and Cardiovascular Health Study who underwent coronary angiography at baseline (1997-2000). RESULTS During a mean follow-up of 7.6 years, 440 deaths (19.1%) occurred, 252 (10.9%) of which were due to cardiovascular causes. Age- and sex-adjusted hazard ratios (HRs) in the third compared with the first tertile of C-peptide were 1.46 (95% CI 1.15-1.85; P = 0.002) for all cause and 1.58 (1.15-2.18; P = 0.005) for cardiovascular mortality. After further adjustment for common risk factors as well as markers of glucose metabolism, these HRs remained significant at 1.46 (1.10-1.93; P = 0.008) and 1.55 (1.07-2.24; P = 0.022), respectively. Moreover, patients in higher tertiles of C-peptide exhibited higher levels of markers of endothelial dysfunction and atherosclerosis as well as a more severe extent of coronary lesions. CONCLUSIONS In patients undergoing coronary angiography, C-peptide levels are independently associated with all cause and cardiovascular mortality as well as presence and severity of coronary artery disease. Further studies are needed to examine a potential causal role of C-peptide in atherogenesis in humans.
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Affiliation(s)
- Nikolaus Marx
- Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany.
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12
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Trummer O, Pilz S, Hoffmann MM, Winkelmann BR, Boehm BO, März W, Pieber TR, Obermayer-Pietsch B, Renner W. Vitamin D and mortality: a Mendelian randomization study. Clin Chem 2013; 59:793-7. [PMID: 23319826 DOI: 10.1373/clinchem.2012.193185] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
BACKGROUND Decreased circulating 25-hydroxy-vitamin D (25-OH-vitamin D) concentrations have been associated with mortality rates, but it is unclear whether this association is causal. We performed a Mendelian randomization study and analyzed whether 3 common single-nucleotide polymorphisms (SNPs) associated with 25-OH-vitamin D concentrations are causal for mortality rates. METHODS Genotypes of SNPs in the group-specific component gene (GC, rs2282679), 7-dehydrocholesterol reductase gene (DHCR7, rs12785878), and cytochrome P450 IIR-1 gene (CYP2R1, rs10741657) were determined in a prospective cohort study of 3316 male and female participants [mean age 62.6 (10.6) years] scheduled for coronary angiography between 1997 and 2000. 25-OH-vitamin D concentrations were determined by RIA. The main outcome measures were all-cause deaths, cardiovascular deaths, and noncardiovascular deaths. RESULTS In a linear regression model adjusting for month of blood sampling, age, and sex, vitamin D concentrations were predicted by GC genotype (P < 0.001), CYP2R1 genotype (P = 0.068), and DHCR7 genotype (P < 0.001), with a coefficient of determination (r(2)) of 0.175. During a median follow-up time of 9.9 years, 955 persons (30.0%) died, including 619 deaths from cardiovascular causes. In a multivariate Cox regression adjusted for classical risk factors, GC, CYP2R1, and DHCR7 genotypes were not associated with all-cause mortality, cardiovascular mortality, or noncardiovascular mortality. CONCLUSIONS Genetic variants associated with 25-OH-vitamin D concentrations do not predict mortality. This suggests that low 25-OH-vitamin D concentrations are associated with, but unlikely to be causal for, higher mortality rates.
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Affiliation(s)
- Olivia Trummer
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Medical University of Graz, Graz, Austria
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Köttgen A, Albrecht E, Teumer A, Vitart V, Krumsiek J, Hundertmark C, Pistis G, Ruggiero D, O'Seaghdha CM, Haller T, Yang Q, Tanaka T, Johnson AD, Kutalik Z, Smith AV, Shi J, Struchalin M, Middelberg RPS, Brown MJ, Gaffo AL, Pirastu N, Li G, Hayward C, Zemunik T, Huffman J, Yengo L, Zhao JH, Demirkan A, Feitosa MF, Liu X, Malerba G, Lopez LM, van der Harst P, Li X, Kleber ME, Hicks AA, Nolte IM, Johansson A, Murgia F, Wild SH, Bakker SJL, Peden JF, Dehghan A, Steri M, Tenesa A, Lagou V, Salo P, Mangino M, Rose LM, Lehtimäki T, Woodward OM, Okada Y, Tin A, Müller C, Oldmeadow C, Putku M, Czamara D, Kraft P, Frogheri L, Thun GA, Grotevendt A, Gislason GK, Harris TB, Launer LJ, McArdle P, Shuldiner AR, Boerwinkle E, Coresh J, Schmidt H, Schallert M, Martin NG, Montgomery GW, Kubo M, Nakamura Y, Tanaka T, Munroe PB, Samani NJ, Jacobs DR, Liu K, D'Adamo P, Ulivi S, Rotter JI, Psaty BM, Vollenweider P, Waeber G, Campbell S, Devuyst O, Navarro P, Kolcic I, Hastie N, Balkau B, Froguel P, Esko T, Salumets A, Khaw KT, Langenberg C, Wareham NJ, Isaacs A, Kraja A, Zhang Q, Wild PS, Scott RJ, Holliday EG, Org E, Viigimaa M, Bandinelli S, Metter JE, Lupo A, Trabetti E, Sorice R, Döring A, Lattka E, Strauch K, Theis F, Waldenberger M, Wichmann HE, Davies G, Gow AJ, Bruinenberg M, Stolk RP, Kooner JS, Zhang W, Winkelmann BR, Boehm BO, Lucae S, Penninx BW, Smit JH, Curhan G, Mudgal P, Plenge RM, Portas L, Persico I, Kirin M, Wilson JF, Mateo Leach I, van Gilst WH, Goel A, Ongen H, Hofman A, Rivadeneira F, Uitterlinden AG, Imboden M, von Eckardstein A, Cucca F, Nagaraja R, Piras MG, Nauck M, Schurmann C, Budde K, Ernst F, Farrington SM, Theodoratou E, Prokopenko I, Stumvoll M, Jula A, Perola M, Salomaa V, Shin SY, Spector TD, Sala C, Ridker PM, Kähönen M, Viikari J, Hengstenberg C, Nelson CP, Meschia JF, Nalls MA, Sharma P, Singleton AB, Kamatani N, Zeller T, Burnier M, Attia J, Laan M, Klopp N, Hillege HL, Kloiber S, Choi H, Pirastu M, Tore S, Probst-Hensch NM, Völzke H, Gudnason V, Parsa A, Schmidt R, Whitfield JB, Fornage M, Gasparini P, Siscovick DS, Polašek O, Campbell H, Rudan I, Bouatia-Naji N, Metspalu A, Loos RJF, van Duijn CM, Borecki IB, Ferrucci L, Gambaro G, Deary IJ, Wolffenbuttel BHR, Chambers JC, März W, Pramstaller PP, Snieder H, Gyllensten U, Wright AF, Navis G, Watkins H, Witteman JCM, Sanna S, Schipf S, Dunlop MG, Tönjes A, Ripatti S, Soranzo N, Toniolo D, Chasman DI, Raitakari O, Kao WHL, Ciullo M, Fox CS, Caulfield M, Bochud M, Gieger C. Genome-wide association analyses identify 18 new loci associated with serum urate concentrations. Nat Genet 2012; 45:145-54. [PMID: 23263486 DOI: 10.1038/ng.2500] [Citation(s) in RCA: 576] [Impact Index Per Article: 48.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2012] [Accepted: 11/27/2012] [Indexed: 12/13/2022]
Abstract
Elevated serum urate concentrations can cause gout, a prevalent and painful inflammatory arthritis. By combining data from >140,000 individuals of European ancestry within the Global Urate Genetics Consortium (GUGC), we identified and replicated 28 genome-wide significant loci in association with serum urate concentrations (18 new regions in or near TRIM46, INHBB, SFMBT1, TMEM171, VEGFA, BAZ1B, PRKAG2, STC1, HNF4G, A1CF, ATXN2, UBE2Q2, IGF1R, NFAT5, MAF, HLF, ACVR1B-ACVRL1 and B3GNT4). Associations for many of the loci were of similar magnitude in individuals of non-European ancestry. We further characterized these loci for associations with gout, transcript expression and the fractional excretion of urate. Network analyses implicate the inhibins-activins signaling pathways and glucose metabolism in systemic urate control. New candidate genes for serum urate concentration highlight the importance of metabolic control of urate production and excretion, which may have implications for the treatment and prevention of gout.
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Affiliation(s)
- Anna Köttgen
- Renal Division, Freiburg University Hospital, Freiburg, Germany.
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Mäkelä KM, Seppälä I, Hernesniemi JA, Lyytikäinen LP, Oksala N, Kleber ME, Scharnagl H, Grammer TB, Baumert J, Thorand B, Jula A, Hutri-Kähönen N, Juonala M, Laitinen T, Laaksonen R, Karhunen PJ, Nikus KC, Nieminen T, Laurikka J, Kuukasjärvi P, Tarkka M, Viik J, Klopp N, Illig T, Kettunen J, Ahotupa M, Viikari JSA, Kähönen M, Raitakari OT, Karakas M, Koenig W, Boehm BO, Winkelmann BR, März W, Lehtimäki T. Genome-wide association study pinpoints a new functional apolipoprotein B variant influencing oxidized low-density lipoprotein levels but not cardiovascular events: AtheroRemo Consortium. ACTA ACUST UNITED AC 2012; 6:73-81. [PMID: 23247145 DOI: 10.1161/circgenetics.112.964965] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND Oxidized low-density lipoprotein may be a key factor in the development of atherosclerosis. We performed a genome-wide association study on oxidized low-density lipoprotein and tested the impact of associated single-nucleotide polymorphisms (SNPs) on the risk factors of atherosclerosis and cardiovascular events. METHODS AND RESULTS A discovery genome-wide association study was performed on a population of young healthy white individuals (N=2080), and the SNPs associated with a P<5×10(-8) were replicated in 2 independent samples (A: N=2912; B: N=1326). Associations with cardiovascular endpoints were also assessed with 2 additional clinical cohorts (C: N=1118; and D: N=808). We found 328 SNPs associated with oxidized low-density lipoprotein. The genetic variant rs676210 (Pro2739Leu) in apolipoprotein B was the proxy SNP behind all associations (P=4.3×10(-136), effect size=13.2 U/L per allele). This association was replicated in the 2 independent samples (A and B, P=2.5×10(-47) and 1.1×10(-11), effect sizes=10.3 U/L and 7.8 U/L, respectively). In the meta-analyses of cohorts A, C, and D (excluding cohort B without angiographic data), the top SNP did not associate significantly with the age of onset of angiographically verified coronary artery disease (hazard ratio=1.00 [0.94-1.06] per allele), 3-vessel coronary artery disease (hazard ratio=1.03 [0.94-1.13]), or myocardial infarction (hazard ratio=1.04 [0.96-1.12]). CONCLUSIONS This novel genetic marker is an important factor regulating oxidized low-density lipoprotein levels but not a major genetic factor for the studied cardiovascular endpoints.
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Affiliation(s)
- Kari-Matti Mäkelä
- Department of Clinical Chemistry, Finn-Medi 2, PO Box 2000, FI-33521 Tampere, Finland.
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Huang J, Sabater-Lleal M, Asselbergs FW, Tregouet D, Shin SY, Ding J, Baumert J, Oudot-Mellakh T, Folkersen L, Johnson AD, Smith NL, Williams SM, Ikram MA, Kleber ME, Becker DM, Truong V, Mychaleckyj JC, Tang W, Yang Q, Sennblad B, Moore JH, Williams FMK, Dehghan A, Silbernagel G, Schrijvers EMC, Smith S, Karakas M, Tofler GH, Silveira A, Navis GJ, Lohman K, Chen MH, Peters A, Goel A, Hopewell JC, Chambers JC, Saleheen D, Lundmark P, Psaty BM, Strawbridge RJ, Boehm BO, Carter AM, Meisinger C, Peden JF, Bis JC, McKnight B, Öhrvik J, Taylor K, Franzosi MG, Seedorf U, Collins R, Franco-Cereceda A, Syvänen AC, Goodall AH, Yanek LR, Cushman M, Müller-Nurasyid M, Folsom AR, Basu S, Matijevic N, van Gilst WH, Kooner JS, Hofman A, Danesh J, Clarke R, Meigs JB, Kathiresan S, Reilly MP, Klopp N, Harris TB, Winkelmann BR, Grant PJ, Hillege HL, Watkins H, Spector TD, Becker LC, Tracy RP, März W, Uitterlinden AG, Eriksson P, Cambien F, Morange PE, Koenig W, Soranzo N, van der Harst P, Liu Y, O'Donnell CJ, Hamsten A. Genome-wide association study for circulating levels of PAI-1 provides novel insights into its regulation. Blood 2012; 120:4873-81. [PMID: 22990020 PMCID: PMC3520624 DOI: 10.1182/blood-2012-06-436188] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.8] [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: 06/11/2012] [Accepted: 08/14/2012] [Indexed: 11/20/2022] Open
Abstract
We conducted a genome-wide association study to identify novel associations between genetic variants and circulating plasminogen activator inhibitor-1 (PAI-1) concentration, and examined functional implications of variants and genes that were discovered. A discovery meta-analysis was performed in 19 599 subjects, followed by replication analysis of genome-wide significant (P < 5 × 10(-8)) single nucleotide polymorphisms (SNPs) in 10 796 independent samples. We further examined associations with type 2 diabetes and coronary artery disease, assessed the functional significance of the SNPs for gene expression in human tissues, and conducted RNA-silencing experiments for one novel association. We confirmed the association of the 4G/5G proxy SNP rs2227631 in the promoter region of SERPINE1 (7q22.1) and discovered genome-wide significant associations at 3 additional loci: chromosome 7q22.1 close to SERPINE1 (rs6976053, discovery P = 3.4 × 10(-10)); chromosome 11p15.2 within ARNTL (rs6486122, discovery P = 3.0 × 10(-8)); and chromosome 3p25.2 within PPARG (rs11128603, discovery P = 2.9 × 10(-8)). Replication was achieved for the 7q22.1 and 11p15.2 loci. There was nominal association with type 2 diabetes and coronary artery disease at ARNTL (P < .05). Functional studies identified MUC3 as a candidate gene for the second association signal on 7q22.1. In summary, SNPs in SERPINE1 and ARNTL and an SNP associated with the expression of MUC3 were robustly associated with circulating levels of PAI-1.
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Affiliation(s)
- Jie Huang
- National Heart, Lung, and Blood Institute (NHBLI) Framingham Heart Study, Framingham, MA 01702, USA
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van der Harst P, Zhang W, Mateo Leach I, Rendon A, Verweij N, Sehmi J, Paul DS, Elling U, Allayee H, Li X, Radhakrishnan A, Tan ST, Voss K, Weichenberger CX, Albers CA, Al-Hussani A, Asselbergs FW, Ciullo M, Danjou F, Dina C, Esko T, Evans DM, Franke L, Gögele M, Hartiala J, Hersch M, Holm H, Hottenga JJ, Kanoni S, Kleber ME, Lagou V, Langenberg C, Lopez LM, Lyytikäinen LP, Melander O, Murgia F, Nolte IM, O'Reilly PF, Padmanabhan S, Parsa A, Pirastu N, Porcu E, Portas L, Prokopenko I, Ried JS, Shin SY, Tang CS, Teumer A, Traglia M, Ulivi S, Westra HJ, Yang J, Zhao JH, Anni F, Abdellaoui A, Attwood A, Balkau B, Bandinelli S, Bastardot F, Benyamin B, Boehm BO, Cookson WO, Das D, de Bakker PIW, de Boer RA, de Geus EJC, de Moor MH, Dimitriou M, Domingues FS, Döring A, Engström G, Eyjolfsson GI, Ferrucci L, Fischer K, Galanello R, Garner SF, Genser B, Gibson QD, Girotto G, Gudbjartsson DF, Harris SE, Hartikainen AL, Hastie CE, Hedblad B, Illig T, Jolley J, Kähönen M, Kema IP, Kemp JP, Liang L, Lloyd-Jones H, Loos RJF, Meacham S, Medland SE, Meisinger C, Memari Y, Mihailov E, Miller K, Moffatt MF, Nauck M, Novatchkova M, Nutile T, Olafsson I, Onundarson PT, Parracciani D, Penninx BW, Perseu L, Piga A, Pistis G, Pouta A, Puc U, Raitakari O, Ring SM, Robino A, Ruggiero D, Ruokonen A, Saint-Pierre A, Sala C, Salumets A, Sambrook J, Schepers H, Schmidt CO, Silljé HHW, Sladek R, Smit JH, Starr JM, Stephens J, Sulem P, Tanaka T, Thorsteinsdottir U, Tragante V, van Gilst WH, van Pelt LJ, van Veldhuisen DJ, Völker U, Whitfield JB, Willemsen G, Winkelmann BR, Wirnsberger G, Algra A, Cucca F, d'Adamo AP, Danesh J, Deary IJ, Dominiczak AF, Elliott P, Fortina P, Froguel P, Gasparini P, Greinacher A, Hazen SL, Jarvelin MR, Khaw KT, Lehtimäki T, Maerz W, Martin NG, Metspalu A, Mitchell BD, Montgomery GW, Moore C, Navis G, Pirastu M, Pramstaller PP, Ramirez-Solis R, Schadt E, Scott J, Shuldiner AR, Smith GD, Smith JG, Snieder H, Sorice R, Spector TD, Stefansson K, Stumvoll M, Tang WHW, Toniolo D, Tönjes A, Visscher PM, Vollenweider P, Wareham NJ, Wolffenbuttel BHR, Boomsma DI, Beckmann JS, Dedoussis GV, Deloukas P, Ferreira MA, Sanna S, Uda M, Hicks AA, Penninger JM, Gieger C, Kooner JS, Ouwehand WH, Soranzo N, Chambers JC. Seventy-five genetic loci influencing the human red blood cell. Nature 2012; 492:369-75. [PMID: 23222517 DOI: 10.1038/nature11677] [Citation(s) in RCA: 245] [Impact Index Per Article: 20.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2012] [Accepted: 10/15/2012] [Indexed: 11/09/2022]
Abstract
Anaemia is a chief determinant of global ill health, contributing to cognitive impairment, growth retardation and impaired physical capacity. To understand further the genetic factors influencing red blood cells, we carried out a genome-wide association study of haemoglobin concentration and related parameters in up to 135,367 individuals. Here we identify 75 independent genetic loci associated with one or more red blood cell phenotypes at P < 10(-8), which together explain 4-9% of the phenotypic variance per trait. Using expression quantitative trait loci and bioinformatic strategies, we identify 121 candidate genes enriched in functions relevant to red blood cell biology. The candidate genes are expressed preferentially in red blood cell precursors, and 43 have haematopoietic phenotypes in Mus musculus or Drosophila melanogaster. Through open-chromatin and coding-variant analyses we identify potential causal genetic variants at 41 loci. Our findings provide extensive new insights into genetic mechanisms and biological pathways controlling red blood cell formation and function.
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Affiliation(s)
- Pim van der Harst
- Department of Cardiology, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, The Netherlands.
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Silbernagel G, Sourij H, Grammer TB, Kleber ME, Hartaigh BÓ, Winkelmann BR, Boehm BO, März W. Isolated post-challenge hyperglycaemia predicts increased cardiovascular mortality. Atherosclerosis 2012; 225:194-9. [DOI: 10.1016/j.atherosclerosis.2012.08.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2012] [Revised: 08/09/2012] [Accepted: 08/09/2012] [Indexed: 12/16/2022]
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Silbernagel G, Rosinger S, Grammer TB, Kleber ME, Winkelmann BR, Boehm BO, März W. Duration of type 2 diabetes strongly predicts all-cause and cardiovascular mortality in people referred for coronary angiography. Atherosclerosis 2012; 221:551-7. [PMID: 22305263 DOI: 10.1016/j.atherosclerosis.2012.01.011] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2011] [Revised: 12/14/2011] [Accepted: 01/05/2012] [Indexed: 10/14/2022]
Abstract
OBJECTIVE Type 2 diabetes represents a major cardiovascular risk factor. However, few studies have addressed the impact of the disease duration on mortality. Thus, we aimed to investigate the predictive value of diabetes duration for all-cause and cardiovascular mortality in subjects undergoing coronary angiography. METHODS We studied 2455 participants of the LUdwigshafen RIsk and Cardiovascular health study (1768 males/687 females). They had a mean ± standard deviation (SD) age of 63.1 ± 9.0 years (range: 40.0-79.9) and a mean ± SD body mass index of 27.7 ± 4.0 kg/m(2). 704 subjects were newly diagnosed with type 2 diabetes according to the 2010 criteria of the American Diabetes Association and 446 subjects had a known history of type 2 diabetes. The mean ± SD duration of the follow-up for all-cause and cardiovascular mortality was 7.4 ± 2.3 years. RESULTS A total of 543 deaths occurred during the follow-up. Among these, 343 were accounted for by cardiovascular diseases. The duration of type 2 diabetes was strongly and positively correlated with all-cause and cardiovascular mortality (both P<0.001). The multivariate adjusted hazard ratios (95% confidence intervals) for cardiovascular mortality compared to subjects without diabetes were 1.76 (1.34-2.32), 2.86 (2.00-4.08), 2.96 (1.85-4.74), and 4.55 (3.24-6.39) for subjects with new onset type 2 diabetes and subjects with known type 2 diabetes (duration ≤ 5, >5 and ≤ 10, >10 years), respectively. CONCLUSIONS The data emphasise the need to consider the diabetes duration for the prediction of mortality in subjects at intermediate to high cardiovascular risk.
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Tomaschitz A, Pilz S, Ritz E, Grammer T, Amrein K, Merger S, Meinitzer A, Winkelmann BR, Boehm BO, März W. Relationship between plasma aldosterone concentration and soluble cellular adhesion molecules in patients referred to coronary angiography. Exp Clin Endocrinol Diabetes 2011; 119:649-55. [PMID: 22068558 DOI: 10.1055/s-0031-1287791] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
Abstract
OBJECTIVE Evidence is emerging that aldosterone contributes to the development and progression of atherosclerosis and cardiovascular disease. Little is known, however, regarding an association between circulating aldosterone levels and soluble cellular adhesion molecules in humans. METHODS We investigated the relationship between plasma aldosterone concentration (PAC) and soluble cellular adhesion molecules in a large cohort of patients referred to coronary angiography. After exclusion of patients with ongoing mineralocorticoid receptor blocker use, oral contraceptive or hormone replacement therapy, 1,733 patients (mean age: 62.5±10.8 years; 26.4%% women; mean PAC: 101.5±93.5 pg/mL) remained eligible for analyses. RESULTS Pearson correlation analysis as well as age and gender adjusted partial correlation analysis revealed a positive association between PAC and soluble (s) E-, L- and P-selectin levels but not with sICAM-1 and sVCAM-1, respectively. In multivariate adjusted analyses of covariance (ANCOVA) sE- (p=0.026), sL- (p=0.049) and sP-selectin (p<0.001) levels increased steadily from the first (reference) to the third gender-specific tertile of PAC. No significant variation across PAC tertiles was found for sICAM-1 (p=0.767) and sVCAM1 (p=0.425) levels, respectively. Finally, multivariate regression analyses revealed circulating aldosterone as an important predictor for soluble selectin levels. CONCLUSION Our findings in a large cohort of patients indicate that upregulation of selectins might represent a novel mechanism of aldosterone mediated development and progression of atherosclerosis. In view of aldosterone as a novel cardiovascular risk factor independent of angiotensin II, our findings warrant further interventional studies which should evaluate anti-atherosclerotic effects of aldosterone blocking treatment strategies in humans.
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Affiliation(s)
- A Tomaschitz
- Department of Internal Medicine, Division of Endocrinology and Metabolism, Medical University of Graz, Graz, Austria.
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Silbernagel G, Kleber ME, Grammer TB, Winkelmann BR, Boehm BO, März W. Additional use of glycated hemoglobin for diagnosis of type 2 diabetes in people undergoing coronary angiography reveals a subgroup at increased cardiovascular risk. Diabetes Care 2011; 34:2471-3. [PMID: 21911772 PMCID: PMC3198301 DOI: 10.2337/dc11-1046] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To study the prognosis of people with newly diagnosed type 2 diabetes as per the American Diabetes Association (ADA) 2010 definition but without diabetes as per the ADA 2009 definition. RESEARCH DESIGN AND METHODS A total of 2,002 participants of the Ludwigshafen Risk and Cardiovascular Health (LURIC) study without a history of diabetes were studied. RESULTS During the follow-up of a mean duration ± SD of 7.7 ± 2.0 years, 346 people died (202 cardiovascular deaths). Subjects with type 2 diabetes as per the ADA 2009 definition (n = 468) had significantly increased all-cause and cardiovascular mortality compared with people without diabetes as per the ADA 2010 definition (both P ≤ 0.003). Subjects with type 2 diabetes as per the ADA 2010 definition but without diabetes as per the ADA 2009 definition (n = 150) were at significantly increased risk to die of cardiovascular diseases (P = 0.029). CONCLUSIONS Use of the ADA 2010 diabetes definition may be instrumental in improving cardiovascular risk stratification in people undergoing coronary angiography.
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Affiliation(s)
- Guenther Silbernagel
- Ludwigshafen Risk and Cardiovascular Health Study Nonprofit LLC, Freiburg, Germany
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Morgan TM, House JA, Cresci S, Jones P, Allayee H, Hazen SL, Patel Y, Patel RS, Eapen DJ, Waddy SP, Quyyumi AA, Kleber ME, März W, Winkelmann BR, Boehm BO, Krumholz HM, Spertus JA. Investigation of 95 variants identified in a genome-wide study for association with mortality after acute coronary syndrome. BMC Med Genet 2011; 12:127. [PMID: 21957892 PMCID: PMC3190329 DOI: 10.1186/1471-2350-12-127] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/27/2010] [Accepted: 09/29/2011] [Indexed: 11/13/2022]
Abstract
Background Genome-wide association studies (GWAS) have identified new candidate genes for the occurrence of acute coronary syndrome (ACS), but possible effects of such genes on survival following ACS have yet to be investigated. Methods We examined 95 polymorphisms in 69 distinct gene regions identified in a GWAS for premature myocardial infarction for their association with post-ACS mortality among 811 whites recruited from university-affiliated hospitals in Kansas City, Missouri. We then sought replication of a positive genetic association in a large, racially diverse cohort of myocardial infarction patients (N = 2284) using Kaplan-Meier survival analyses and Cox regression to adjust for relevant covariates. Finally, we investigated the apparent association further in 6086 additional coronary artery disease patients. Results After Cox adjustment for other ACS risk factors, of 95 SNPs tested in 811 whites only the association with the rs6922269 in MTHFD1L was statistically significant, with a 2.6-fold mortality hazard (P = 0.007). The recessive A/A genotype was of borderline significance in an age- and race-adjusted analysis of the entire combined cohort (N = 3095; P = 0.052), but this finding was not confirmed in independent cohorts (N = 6086). Conclusions We found no support for the hypothesis that the GWAS-identified variants in this study substantially alter the probability of post-ACS survival. Large-scale, collaborative, genome-wide studies may be required in order to detect genetic variants that are robustly associated with survival in patients with coronary artery disease.
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Affiliation(s)
- Thomas M Morgan
- Department of Pediatrics, Vanderbilt University School of Medicine, Nashville, TN, USA.
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Silbernagel G, Renner W, Grammer TB, Hügl SR, Bertram J, Kleber ME, Hoffmann MM, Winkelmann BR, März W, Boehm BO. Association of TCF7L2 SNPs with age at onset of type 2 diabetes and proinsulin/insulin ratio but not with glucagon-like peptide 1. Diabetes Metab Res Rev 2011; 27:499-505. [PMID: 21384500 DOI: 10.1002/dmrr.1194] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
BACKGROUND Variants in TCF7L2 have been associated with the age at onset of type 2 diabetes in Mexican Americans. However, there is a lack of data on this relationship in Caucasians. Furthermore, risk alleles in TCF7L2 have been suggested to account for decreased conversion of proinsulin to insulin and decreased expression of GLP-1. We investigated the effect of the allelic variants rs1225537 and rs7903146 in TCF7L2 on the age at onset of type 2 diabetes, the plasma concentrations of proinsulin and GLP-1, and the ratio of proinsulin to insulin in a German cohort. METHODS We studied 3185 participants of the LUdwigshafen RIsk and Cardiovascular health (LURIC) study. Among these, 1021 subjects had type 2 diabetes. Data on age at onset of diabetes were available in 925 subjects. OGTTs were performed in a subgroup not previously known to have diabetes. RESULTS Carriers of the risk alleles in rs1225537 and rs7901346 had increased risk of type 2 diabetes and elevated HbA(1c) (all p < 0.001). The risk alleles were also associated with early onset of type 2 diabetes, decreased insulin secretion and markedly increased proinsulin and proinsulin to insulin ratio (all p < 0.03). GLP-1 was not significantly related to the TCF7L2 genotype. CONCLUSIONS Our data demonstrate that TCF7L2 variants are associated with an early age of onset of type 2 diabetes in Caucasians and affects the conversion of proinsulin to insulin. However, TCF7L2 is not consistently associated with fasting GLP-1.
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Affiliation(s)
- Guenther Silbernagel
- Department of Internal Medicine, Division of Endocrinology, Diabetology, Nephrology, Vascular Disease, and Clinical Chemistry, Eberhard-Karls-University Tübingen, Tübingen, Germany
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Lepper PM, Kleber ME, Grammer TB, Hoffmann K, Dietz S, Winkelmann BR, Boehm BO, März W. Lipopolysaccharide-binding protein (LBP) is associated with total and cardiovascular mortality in individuals with or without stable coronary artery disease--results from the Ludwigshafen Risk and Cardiovascular Health Study (LURIC). Atherosclerosis 2011; 219:291-7. [PMID: 21722903 DOI: 10.1016/j.atherosclerosis.2011.06.001] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/08/2011] [Revised: 05/31/2011] [Accepted: 06/01/2011] [Indexed: 10/18/2022]
Abstract
BACKGROUND Atherosclerosis of coronary arteries is hallmarked by non-specific local inflammatory processes accompanied by a systemic response. Lipopolysaccharide-binding protein (LBP) has been suggested to be associated with coronary artery disease (CAD) in a previous study without follow-up. PATIENTS AND METHODS LBP plasma levels were measured in 2959 participants of the Ludwigshafen Risk and Cardiovascular Health (LURIC) cohort study referred to coronary angiography at baseline between 1997 and 2000. Median follow-up time was 8.0 years. Primary and secondary end points were cardiovascular and all-cause mortality, respectively. Multivariable adjusted logistic regression analyses were conducted to investigate the role of LBP. RESULTS Serum LBP concentration was significantly increased in 2298 patients with angiographically confirmed CAD compared to 661 individuals without coronary atherosclerosis (6.78 μg/mL (5.46-8.84) vs. 6.13 μg/mL (5.05-7.74), respectively; p<0.001). Moreover in multivariable logistic regression analyses, adjusted for established cardiovascular risk factors and markers of systemic inflammation, LBP was a significant and independent predictor of total and cardiovascular mortality (hazard ratio (HR) for all cause mortality: 1.43, 95% CI: 1.06-1.94, p=0.024; HR for cardiovascular mortality in the 4th quartile of LBP: 1.55, 95% CI: 1.06-2.27, p=0.025). CONCLUSION The present results add information on LBP in CAD. The data underscore the potential importance of innate immune mechanisms for atherosclerosis. Further studies are needed to clarify the pathways between innate immune system activation and atherosclerosis.
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Affiliation(s)
- Philipp M Lepper
- Department of Cardiology, University Hospital of Ulm, 89081 Ulm, Germany
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Silbernagel G, Grammer TB, Winkelmann BR, Boehm BO, März W. Glycated hemoglobin predicts all-cause, cardiovascular, and cancer mortality in people without a history of diabetes undergoing coronary angiography. Diabetes Care 2011; 34:1355-61. [PMID: 21515847 PMCID: PMC3114349 DOI: 10.2337/dc10-2010] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE Glycated hemoglobin has been suggested to be superior to fasting glucose for the prediction of vascular disease and death from any cause. The aim of the present work was to analyze and compare the predictive value of glycated hemoglobin and fasting glucose on all-cause and cause-specific mortality in subjects who underwent coronary angiography. RESEARCH DESIGN AND METHODS We studied 2,686 participants of the Ludwigshafen Risk and Cardiovascular health study without a history of diabetes. The majority of this cohort had coronary artery disease. Glycated hemoglobin was measured at the baseline examination. The mean (± SD) duration of the follow-up for all-cause, cardiovascular, and cancer mortality was 7.54 ± 2.1 years. RESULTS A total of 508 deaths occurred during the follow-up. Of those, 299 were accounted for by cardiovascular diseases and 79 by cancer. Baseline glycated hemoglobin was predictive of all-cause, cardiovascular, and cancer mortality. The multivariable-adjusted hazard ratios (HR) (95% CI) for glycated hemoglobin values of <5.0, 5.0-5.4, 5.5-5.9, 6.0-6.4, 6.5-7.4, and ≥7.5% for all-cause mortality were 1.36 (0.85-2.18), 1.00 (0.76-1.32), 1.00 (reference), 1.11 (0.88-1.41), 1.39 (1.07-1.82), and 2.15 (1.32-3.53), respectively. Similar J-shaped relationships were found between glycated hemoglobin and cardiovascular and cancer mortality. The associations of glycated hemoglobin with all-cause and cardiovascular mortality remained significant after inclusion of fasting glucose as a covariate. However, fasting glucose was not significantly related to mortality when adjusting for glycated hemoglobin. CONCLUSIONS Glycated hemoglobin significantly and independently of fasting glucose predicts all-cause and cardiovascular mortality in whites at intermediate to high cardiovascular risk.
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Sourij H, Meinitzer A, Pilz S, Grammer TB, Winkelmann BR, Boehm BO, März W. Arginine bioavailability ratios are associated with cardiovascular mortality in patients referred to coronary angiography. Atherosclerosis 2011; 218:220-5. [PMID: 21632053 DOI: 10.1016/j.atherosclerosis.2011.04.041] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2010] [Revised: 04/12/2011] [Accepted: 04/27/2011] [Indexed: 10/18/2022]
Abstract
OBJECTIVES Arginine is the only source for nitric oxide (NO) synthesis. The bioavailability of NO plays a pivotal role in endothelial function and consequently in cardiovascular disease. The aim of the current study is to investigate the association of arginine bioavailability ratios with markers of endothelial function and cardiovascular mortality in patients referred to coronary angiography. METHODS We investigated 2236 patients recruited within the LUdwigshafen RIsk and Cardiovascular Health (LURIC) study that were followed up for a median of 7.7 years. Arginine, ornithine and citrulline were chromatographically determined after precolumn-derivatisation followed by postcolumn continuous reaction with ninhydrin. Global arginine bioavailability (GABR) was calculated by arginine divided by the sum of ornithine plus citrulline. RESULTS We observed a significant rise in cardiovascular mortality with decreasing GABR and arginine to ornithine ratio quartiles. The adjusted Cox proportional HRs for GABR were 1.27 (0.88-1.83), 1.27 (0.89-1.80) and 1.75 (1.24-2.45) for the 3rd, the 2nd and the 1st quartile respectively in comparison to the 4th quartile. The HRs for the quartiles of the arginine to ornithine ratio were 1.83 (1.25-2.67), 2.17 (1.50-3.20) and 2.02 (1.39-2.92) respectively. Patients with type 2 diabetes mellitus had a significantly lower GABR than persons without diabetes (0.88 ± 0.23 vs. 0.94 ± 0.24, p<0.001). GABR was found to be inversely correlated with endothelial markers as VCAM-1 (r=-0.301, p<0.001) or ICAM-1 (r=-0.136, p<0.001). CONCLUSIONS GABR and the arginine to ornithine ratio are associated with markers of endothelial dysfunction and increased risk of cardiovascular mortality. Further studies are warranted to elucidate the pathobiology and clinical relevance of the arginine bioavailability ratios in cardio-metabolic diseases.
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Affiliation(s)
- Harald Sourij
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Medical University of Graz, Graz, Austria.
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Grammer TB, Hoffmann MM, Renner W, Kleber ME, Winkelmann BR, Böhm BO, März W. Apolipoprotein E genotypes, circulating C-reactive protein and angiographic coronary artery disease: the Ludwigshafen Risk and Cardiovascular Health Study. Atherosclerosis 2011; 215:487-93. [PMID: 21310412 DOI: 10.1016/j.atherosclerosis.2011.01.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/25/2010] [Revised: 12/30/2010] [Accepted: 01/09/2011] [Indexed: 12/01/2022]
Abstract
C-reactive protein (CRP) has been implicated in the development of atherosclerosis. The genetic polymorphism of apolipoprotein (apo) E is associated with the concentration of CRP. We analyzed the association between the apo E genotype, CRP and angiographic coronary artery disease (CAD). The concentration of CRP was similar in patients with stable CAD and in controls, but increased in patients presenting with acute coronary syndromes. In models adjusting for the main confounding variables, the alleles ɛ4 and ɛ2 were associated with decreased and increased concentrations of CRP, respectively, compared to the wild-type allele ɛ3. In spite of this, the ɛ2 allele was associated with a lower prevalence of angiographic CAD, while the slight over-representation of the ɛ4 allele was statistically not significant. We conclude that the apo E genotype is associated with circulating CRP. A causal role of CRP in the development of CAD would be supported if genotypes that raise CRP in the long-term were themselves associated with CAD. As we found the opposite, we suggest that the association between CRP and cardiovascular events reflects confounding and reverse causation.
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Affiliation(s)
- Tanja B Grammer
- Mannheim Institute of Public Health, Social and Preventive Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
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Kleber ME, Wolfert RL, De Moissl GD, Grammer TB, Dietz S, Winkelmann BR, Boehm BO, März W. Lipoprotein associated phospholipase A2 concentration predicts total and cardiovascular mortality independently of established risk factors (The Ludwigshafen Risk and Cardiovascular Health Study). Clin Lab 2011; 57:659-667. [PMID: 22029180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
BACKGROUND Lipoprotein-associated phospholipase A2 (LpPLA2) is a lipoprotein-bound enzyme involved in inflammation and atherosclerosis. This cohort study investigates LpPLA2 concentration to predict cardiovascular and total mortality in patients scheduled for coronary angiography. METHODS LpPLA2 concentration was determined in 2298 patients with and in 661 patients without angiographically confirmed coronary artery disease (CAD). During the median observation period of 8.0 years 686 patients died. RESULTS In patients with tertiles of LpPLA2 of 307 - 475 ng/mL, or > or = 475 ng/mL unadjusted hazard ratios (HR) for total mortality were 1.47 (95% CI 1.21 - 1.80; p < 0.001), and 1.63 (95% CI 135 - 1.97; p < 0.001), respectively, compared to patients with LpPLA2 < or = 307 ng/mL. HRs for cardiovascular death were 1.33 (95% CI 1.04 - 1.71; p = 0.026), and 1.59 (95% CI 1.26 - 2.02; p < 0.001), respectively. After accounting for established risk factors and including angiographic CAD status and high sensitivity C-reactive protein (hsCRP), the 3rd tertile of LpPLA2 concentration predicted death from all causes with a HR of 1.40 (95% CI 1.15 - 1.71; p = 0.001) and cardiovascular death with a HR of 1.35 (95% CI 1.05 - 1.73; p = 0.018). LpPLA2 increased the risk of cardiovascular death significantly even in individuals with high hsCRP. In patients with hsCRP > 33 mg/L and LpPLA2 > 392 ng/mL the risk of cardiovascular death was almost two-fold higher compared to patients with low hsCRP and low LpPLA2 with a HR of 1.98 (95% CI 1.50 - 2.62; p < 0.001). CONCLUSIONS LpPLA2 concentration predicts risk for total and cardiovascular mortality independently from established risk factors and indicates risk for cardiovascular death even in patients with high hsCRP levels.
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Marzi C, Albrecht E, Hysi PG, Lagou V, Waldenberger M, Tönjes A, Prokopenko I, Heim K, Blackburn H, Ried JS, Kleber ME, Mangino M, Thorand B, Peters A, Hammond CJ, Grallert H, Boehm BO, Kovacs P, Geistlinger L, Prokisch H, Winkelmann BR, Spector TD, Wichmann HE, Stumvoll M, Soranzo N, März W, Koenig W, Illig T, Gieger C. Genome-wide association study identifies two novel regions at 11p15.5-p13 and 1p31 with major impact on acute-phase serum amyloid A. PLoS Genet 2010; 6:e1001213. [PMID: 21124955 PMCID: PMC2987930 DOI: 10.1371/journal.pgen.1001213] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2010] [Accepted: 10/20/2010] [Indexed: 01/10/2023] Open
Abstract
Elevated levels of acute-phase serum amyloid A (A-SAA) cause amyloidosis and are a risk factor for atherosclerosis and its clinical complications, type 2 diabetes, as well as various malignancies. To investigate the genetic basis of A-SAA levels, we conducted the first genome-wide association study on baseline A-SAA concentrations in three population-based studies (KORA, TwinsUK, Sorbs) and one prospective case cohort study (LURIC), including a total of 4,212 participants of European descent, and identified two novel genetic susceptibility regions at 11p15.5-p13 and 1p31. The region at 11p15.5-p13 (rs4150642; p = 3.20×10−111) contains serum amyloid A1 (SAA1) and the adjacent general transcription factor 2 H1 (GTF2H1), Hermansky-Pudlak Syndrome 5 (HPS5), lactate dehydrogenase A (LDHA), and lactate dehydrogenase C (LDHC). This region explains 10.84% of the total variation of A-SAA levels in our data, which makes up 18.37% of the total estimated heritability. The second region encloses the leptin receptor (LEPR) gene at 1p31 (rs12753193; p = 1.22×10−11) and has been found to be associated with CRP and fibrinogen in previous studies. Our findings demonstrate a key role of the 11p15.5-p13 region in the regulation of baseline A-SAA levels and provide confirmative evidence of the importance of the 1p31 region for inflammatory processes and the close interplay between A-SAA, leptin, and other acute-phase proteins. An elevated level of acute-phase serum amyloid A (A-SAA), a sensitive marker of the acute inflammatory state with high heritability estimates, causes amyloidosis and is a risk factor for atherosclerosis and its clinical complications, type 2 diabetes, as well as various malignancies. This study describes the first genome-wide association study on baseline A-SAA concentrations. In a meta-analysis of four genome-wide scans totalling 4,212 participants of European descent, we identified two novel genetic susceptibility regions on chromosomes 11 and 1 to be associated with baseline A-SAA concentrations. The chromosome 11 region contains the serum amyloid A1 gene and the adjacent genes and explains a high percentage of the total estimated heritability. The chromosome 1 region is a known genetic susceptibility region for inflammation. Taken together, we identified one region, which seems to be of key importance in the regulation of A-SAA levels and represents a novel potential target for the investigation of related clinical entities. In addition, our findings indicate a close interplay between A-SAA and other inflammatory proteins, as well as a larger role of a known genetic susceptibility region for inflammatory processes as it has been assumed in the past.
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Affiliation(s)
- Carola Marzi
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Eva Albrecht
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Pirro G. Hysi
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Vasiliki Lagou
- Oxford Centre for Diabetes, Endocrinology, and Metabolism, University of Oxford, Oxford, United Kingdom
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Melanie Waldenberger
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Anke Tönjes
- Department of Medicine, University of Leipzig, Leipzig, Germany
- Coordination Centre for Clinical Trials, University of Leipzig, Leipzig, Germany
| | - Inga Prokopenko
- Oxford Centre for Diabetes, Endocrinology, and Metabolism, University of Oxford, Oxford, United Kingdom
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Katharina Heim
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Hannah Blackburn
- Wellcome Trust Sanger Institute Genome Campus, Hinxton, United Kingdom
| | - Janina S. Ried
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | | | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Christopher J. Hammond
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Harald Grallert
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Bernhard O. Boehm
- Division of Endocrinology, Department of Medicine, University of Ulm, Ulm, Germany
| | - Peter Kovacs
- Interdisciplinary Centre for Clinical Research, Department of Internal Medicine III, University of Leipzig, Leipzig, Germany
| | - Ludwig Geistlinger
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Holger Prokisch
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Klinikum Rechts der Isar, Technische Universität München, Munich, Germany
| | | | - Tim D. Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - H.-Erich Wichmann
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
- Klinikum Grosshadern, Munich, Germany
| | | | - Nicole Soranzo
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
- Wellcome Trust Sanger Institute Genome Campus, Hinxton, United Kingdom
| | - Winfried März
- SynLab Medizinisches Versorgungszentrum Heidelberg, Eppelheim, Germany
- Institut für Public Health, Sozialmedizin und Epidemiologie, Medizinische Fakultät Mannheim der Universität Heidelberg, Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Graz, Austria
| | - Wolfgang Koenig
- Department of Internal Medicine II – Cardiology, University of Ulm Medical Center, Ulm, Germany
| | - Thomas Illig
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- * E-mail: (TI); (CG)
| | - Christian Gieger
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- * E-mail: (TI); (CG)
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Meinitzer A, Kielstein JT, Pilz S, Drechsler C, Ritz E, Boehm BO, Winkelmann BR, März W. Symmetrical and asymmetrical dimethylarginine as predictors for mortality in patients referred for coronary angiography: the Ludwigshafen Risk and Cardiovascular Health study. Clin Chem 2010; 57:112-21. [PMID: 21036946 DOI: 10.1373/clinchem.2010.150854] [Citation(s) in RCA: 92] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND Asymmetrical dimethylarginine (ADMA), an endogenous nitric oxide synthase inhibitor, has been linked to cardiovascular risk. The clinical role of its structural isomer symmetrical dimethylarginine (SDMA) remains largely unclear. METHODS We measured SDMA and ADMA in 3229 patients undergoing coronary angiography at baseline (1997-2000) and recorded total and cardiovascular mortality during a median follow-up time of 7.7 years. We investigated associations of SDMA with cardiovascular risk factors and mortality and compared its role as a cardiovascular risk factor with ADMA, which predicted mortality in previous analyses of our study. RESULTS In linear regression analyses including common cardiovascular risk factors as covariates, SDMA and ADMA were significantly associated with cystatin C, N-terminal pro-B-type natriuretic peptide, New York Heart Association classification, and homocysteine. The regression coefficients were higher for SDMA than for ADMA. In Cox proportional-hazards models adjusted for cardiovascular risk factors, the hazard ratios (HRs) (with 95% CI) in the second, third, and fourth SDMA quartile compared to the lowest quartile were 0.77 (0.60-0.99), 0.99 (0.78-1.25), and 1.51 (1.20-1.91) for total mortality and 0.92 (0.68-1.25), 0.93 (0.68-1.26), and 1.54 (1.14-2.01) for cardiovascular mortality. The same calculations for ADMA quartiles revealed HRs of 1.05 (0.83-1.32), 1.19 (0.95-1.50), and 1.61 (1.30-1.99) for total mortality and HR of 1.00 (0.74-1.34), 1.26 (0.95-1.68), and 1.54 (1.18-2.02) for cardiovascular mortality. CONCLUSIONS Serum concentrations of SDMA are independently associated with increased cardiovascular and all-cause mortality in patients undergoing coronary angiography. The pattern of risk linked to SDMA is different from that linked to ADMA, suggesting different pathophysiological roles of these 2 methylarginine metabolites.
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Affiliation(s)
- Andreas Meinitzer
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
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30
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März W, Meinitzer A, Drechsler C, Pilz S, Krane V, Kleber ME, Fischer J, Winkelmann BR, Böhm BO, Ritz E, Wanner C. Homoarginine, Cardiovascular Risk, and Mortality. Circulation 2010; 122:967-75. [PMID: 20733103 DOI: 10.1161/circulationaha.109.908988] [Citation(s) in RCA: 147] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background—
Homoarginine is an amino acid derivative that may increase nitric oxide availability and enhance endothelial function. The effect of the level of homoarginine on cardiovascular outcome and mortality is unknown.
Methods and Results—
We assessed cardiovascular and all-cause mortality according to homoarginine levels in a cohort of 3305 subjects referred for coronary angiography from the LUdwigshafen RIsk and Cardiovascular Health (LURIC) Study. After investigating the relation of homoarginine with kidney function and markers of endothelial dysfunction, we explored its effects on adverse outcomes in a second high-risk cohort of 1244 patients with type 2 diabetes mellitus receiving maintenance hemodialysis (4D study [Die Deutsche Diabetes Dialyse Studie]). In the LURIC study, mean serum homoarginine levels were 2.6±1.1 μmol/L. During a median follow-up of 7.7 years, 766 patients died. After adjustments for age and sex, patients in the lowest quartile (<1.85 μmol/L) had a >4-fold higher rate of dying of cardiovascular disease (hazard ratio 4.1, 95% confidence interval 3.0 to 5.7) than patients in the highest quartile (>3.1 μmol/L). Lower homoarginine levels were associated with lower estimated glomerular filtration rate and higher levels of intercellular adhesion molecule-1 and vascular cell adhesion molecule-1. Hemodialysed patients had lower mean homoarginine levels of 1.2±0.5 μmol/L and experienced a 5-fold increased mortality rate compared with LURIC patients (608 deaths during a median follow-up of 4 years). Homoarginine consistently affected mortality, which was 2-fold higher in 4D study patients in the lowest quartile (<0.87 μmol/L) than in patients in the highest quartile (>1.4 μmol/L).
Conclusions—
Homoarginine levels are independently associated with cardiovascular and all-cause mortality in patients referred for coronary angiography and in patients undergoing hemodialysis. Future studies are needed to elucidate the underlying pathomechanisms.
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Affiliation(s)
- Winfried März
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Andreas Meinitzer
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Christiane Drechsler
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Stefan Pilz
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Vera Krane
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Marcus E. Kleber
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Joachim Fischer
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Bernhard R. Winkelmann
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Bernhard O. Böhm
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Eberhard Ritz
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
| | - Christoph Wanner
- From the Clinical Institute of Medical and Chemical Laboratory Diagnostics (W.M., A.M.) and Department of Internal Medicine (S.P.), Division of Endocrinology and Nuclear Medicine, Medical University of Graz, Graz, Austria; Synlab Center of Laboratory Diagnostics (W.M.), Heidelberg, Germany; LURIC nonprofit LLC (M.E.K.), Freiburg, Germany; Mannheim Institute of Public Health (W.M., J.F.), Ruperto Carola University Heidelberg, Medical Faculty Mannheim, Germany; Department of Medicine (C.D., V.K., C.W
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Saleheen D, Soranzo N, Rasheed A, Scharnagl H, Gwilliam R, Alexander M, Inouye M, Zaidi M, Potter S, Haycock P, Bumpstead S, Kaptoge S, Di Angelantonio E, Sarwar N, Hunt SE, Sheikh N, Shah N, Samuel M, Haider SR, Murtaza M, Thompson A, Gobin R, Butterworth A, Ahmad U, Hakeem A, Zaman KS, Kundi A, Yaqoob Z, Cheema LA, Qamar N, Faruqui A, Mallick NH, Azhar M, Samad A, Ishaq M, Rasheed SZ, Jooma R, Niazi JH, Gardezi AR, Memon NA, Ghaffar A, Rehman FU, Hoffmann MM, Renner W, Kleber ME, Grammer TB, Stephens J, Attwood A, Koch K, Hussain M, Kumar K, Saleem A, Kumar K, Daood MS, Gul AA, Abbas S, Zafar J, Shahid F, Bhatti SM, Ali SS, Muhammad F, Sagoo G, Bray S, McGinnis R, Dudbridge F, Winkelmann BR, Böehm B, Thompson S, Ouwehand W, März W, Frossard P, Danesh J, Deloukas P. Genetic Determinants of Major Blood Lipids in Pakistanis Compared With Europeans. ACTA ACUST UNITED AC 2010; 3:348-57. [DOI: 10.1161/circgenetics.109.906180] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background—
Evidence is sparse about the genetic determinants of major lipids in Pakistanis.
Methods and Results—
Variants (n=45 000) across 2000 genes were assessed in 3200 Pakistanis and compared with 2450 Germans using the same gene array and similar lipid assays. We also did a meta-analysis of selected lipid-related variants in Europeans. Pakistani genetic architecture was distinct from that of several ethnic groups represented in international reference samples. Forty-one variants at 14 loci were significantly associated with levels of HDL-C, triglyceride, or LDL-C. The most significant lipid-related variants identified among Pakistanis corresponded to genes previously shown to be relevant to Europeans, such as
CETP
associated with HDL-C levels (rs711752;
P
<10
−13
),
APOA5/ZNF259
(rs651821;
P
<10
−13
) and
GCKR
(rs1260326;
P
<10
−13
) with triglyceride levels; and
CELSR2
variants with LDL-C levels (rs646776;
P
<10
−9
). For Pakistanis, these 41 variants explained 6.2%, 7.1%, and 0.9% of the variation in HDL-C, triglyceride, and LDL-C, respectively. Compared with Europeans, the allele frequency of rs662799 in
APOA5
among Pakistanis was higher and its impact on triglyceride concentration was greater (
P
-value for difference <10
−4
).
Conclusions—
Several lipid-related genetic variants are common to Pakistanis and Europeans, though they explain only a modest proportion of population variation in lipid concentration. Allelic frequencies and effect sizes of lipid-related variants can differ between Pakistanis and Europeans.
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Affiliation(s)
- Danish Saleheen
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Nicole Soranzo
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Asif Rasheed
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Hubert Scharnagl
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Rhian Gwilliam
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Myriam Alexander
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Michael Inouye
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Moazzam Zaidi
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Simon Potter
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Philip Haycock
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Suzanna Bumpstead
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Stephen Kaptoge
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Emanuele Di Angelantonio
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Nadeem Sarwar
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Sarah E. Hunt
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Nasir Sheikh
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Nabi Shah
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Maria Samuel
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Shajjia Razi Haider
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Muhammed Murtaza
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Alexander Thompson
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Reeta Gobin
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Adam Butterworth
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Usman Ahmad
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Abdul Hakeem
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Khan Shah Zaman
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Assadullah Kundi
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Zia Yaqoob
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Liaquat Ali Cheema
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Nadeem Qamar
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Azhar Faruqui
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Nadeem Hayat Mallick
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Muhammad Azhar
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Abdus Samad
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Muhammad Ishaq
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Syed Zahed Rasheed
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Rashid Jooma
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Jawaid Hassan Niazi
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Ali Raza Gardezi
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Nazir Ahmed Memon
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Abdul Ghaffar
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Fazal-ur Rehman
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Michael Marcus Hoffmann
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Wilfried Renner
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Marcus E. Kleber
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Tanja B. Grammer
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Jonathon Stephens
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Anthony Attwood
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Kerstin Koch
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Mustafa Hussain
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Kishore Kumar
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Asim Saleem
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Kishwar Kumar
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Muhammad Salman Daood
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Aftab Alam Gul
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Shahid Abbas
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Junaid Zafar
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Faisal Shahid
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Shahzad Majeed Bhatti
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Syed Saadat Ali
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Fahim Muhammad
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Gurdeep Sagoo
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Sarah Bray
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Ralph McGinnis
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Frank Dudbridge
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Bernhard R. Winkelmann
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Bernhard Böehm
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Simon Thompson
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Willem Ouwehand
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Winfried März
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Philippe Frossard
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - John Danesh
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
| | - Panos Deloukas
- From the Center for Non-Communicable Diseases (D.S., A.F., M.Z., N.Shah, M.S., S.R.H., M.M., U.A., K.Kumar, A.H., M.H., A.S., Kishore Kumar, Kishwar Kumar, M.S.D., A.A.G., S.S., J.Z., F.S., S.M.B., S.S.A., S.M.B., S.S.Ali, M.F., P.F.) Karachi, Pakistan; Department of Public Health and Primary Care (D.S., M.A., P.H., S.K., E.D.A., N.Sarwar, N.Sheikh, A.T., R.G., A.B., J.D.), University of Cambridge, United Kingdom; Wellcome Trust Sanger Institute (N.S., R.G., M.I., S.P., S.B., P.D., S.E.H., R.G.),
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Abstract
In 2000, the year the first issue of Pharmacogenomics was launched, completion of the human genome sequence was publicly applauded, although in reality it took a few more years to obtain the first full sequence data. Within 10 years, sequencing technology has advanced to an extent seemed unreachable at that time. Whilst, in 2000, it took many years to sequence just one human genome, today such sequencing can be done within 1-2 weeks. Human genetic variation has been catalogued in depth to at least 5% prevalence in Caucasians and efforts are underway to broaden this coverage to at least 1%. Haplotype maps have been constructed to extract the most informative SNPs for genetic studies. Genome-wide association studies based on 500,000 to 1 million such SNPs for mapping and gene detection efforts are the norm today. Genotype-guided therapy is emerging into mainstream medicine, setting the stage for a future of personalized medicine as compared to today's group-based medicine, where therapeutic efficacy is defined from mean effects in large-scale Phase III studies in humans.
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Affiliation(s)
- Bernhard R Winkelmann
- Johann Wolfgang Goethe University, Frankfurt, ClinPhenomics GmbH & Kardiologie Frankfurt-Sachsenhausen, Frankfurt, Germany.
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Unverdorben M, von Holt K, Winkelmann BR. Smoking and atherosclerotic cardiovascular disease: part III: functional biomarkers influenced by smoking. Biomark Med 2010; 3:807-23. [PMID: 20477716 DOI: 10.2217/bmm.09.69] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Smoking cigarettes induces rapidly occurring and reversible functional changes in the cardiovascular system, which precede morphologic changes. These functional changes are also related to atherosclerotic disease development and thus may qualify as prognostic parameters in chronic smokers. As opposed to smoking-induced morphologic changes functional alterations occur and revert within minutes, thus, allowing for the detection of smoking-induced effects on the cardiovascular system within minutes following exposure to mainstream smoke. Some alterations represent 'direct' changes (e.g., endothelial function), others reflect changes in a different organ system (e.g., the autonomous nervous system influencing heart rate variability), while some represent the sum of alterations in many organs and systems (e.g., exercise performance influenced by the autonomous nervous and by endothelial and cardiac function). Since a specific functional parameter usually changes with at least one or several others, caution should be exercised when trying to establish a direct cause relationship between the alteration of a single parameter and a clinical outcome.
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Affiliation(s)
- Martin Unverdorben
- Clinical Research Institute, Center for Cardiovascular Diseases, Heinz-Meise-Strasse 100, 36199 Rotenburg an der Fulda, Germany.
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Winkelmann BR, von Holt K, Unverdorben M. Smoking and atherosclerotic cardiovascular disease: Part I: atherosclerotic disease process. Biomark Med 2010; 3:411-28. [PMID: 20477486 DOI: 10.2217/bmm.09.32] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
The normal endothelium inhibits platelet and leukocyte adhesion to the vascular surface maintaining a balance of profibrinolytic and prothrombotic activity. Endothelial function is assessed largely as endothelium-dependent vasomotion, partly based on the assumption that impaired endothelium-dependent vasodilation reflects the alteration of important endothelial functions. Atherosclerotic risk factors, such as hypercholesterolemia, hypertension, diabetes and smoking, are associated with endothelial dysfunction. In the diseased endothelium, the balance between pro- and antithrombotic, pro- and anti-inflammatory, pro- and antiadhesive or pro- and antioxidant effects shifts towards a proinflammatory, prothrombotic, pro-oxidative and proadhesive phenotype of the endothelium. A common mechanism underlying endothelial dysfunction is related to the increased vascular production of reactive oxygen species. Recent studies suggest that inflammation per se, and C-reactive protein in particular, may contribute directly to endothelial dysfunction. The loss of endothelial integrity is a hallmark of atherosclerosis and the causal possible link between each individual risk factor, the development of atherosclerosis and the subsequent clinical events, such as myocardial infarction or stroke.
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Unverdorben M, von Holt K, Winkelmann BR. Smoking and atherosclerotic cardiovascular disease: part II: role of cigarette smoking in cardiovascular disease development. Biomark Med 2010; 3:617-53. [PMID: 20477529 DOI: 10.2217/bmm.09.51] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Potential mechanisms and biomarkers of atherosclerosis related to cigarette smoking - a modifiable risk factor for that disease - are discussed in this article. These include smoking-associated inflammatory markers, such as leukocytes, high-sensitivity C-reactive protein, serum amyloid A, ICAM-1 and IL-6. Other reviewed markers are indicative for smoking-related impairment of arterial endothelial function (transcapillary leakage of albumin, inhibition of endogenous nitric oxide synthase activity and reduced endothelium-dependent vasodilation) or point to oxidative stress caused by various chemicals (cholesterol oxidation, autoantibodies to oxidized low-density lipoprotein, plasma levels of malondialdehyde and F(2)-isoprostanes and reduced antioxidant capacity). Smoking enhances platelet aggregability, increases blood viscosity and shifts the pro- and antithrombotic balance towards increased coagulability (e.g., fibrinogen, von Willebrand factor, ICAM-1 and P-selectin). Insulin resistance is higher in smokers compared with nonsmokers, and hemoglobin A1c is dose-dependently elevated, as is homocysteine. Smoke exposure may influence the kinetics of markers with different response to transient or chronic changes in cigarette smoking behavior.
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Affiliation(s)
- Martin Unverdorben
- Clinical Research Institute, Center for Cardiovascular Diseases, Heinz-Meise-Strasse 100, 36199 Rotenburg an der Fulda, Germany.
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Winkelmann BR, von Holt K, Unverdorben M. Smoking and atherosclerotic cardiovascular disease: Part IV: Genetic markers associated with smoking. Biomark Med 2010; 4:321-33. [DOI: 10.2217/bmm.10.10] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Genes influence smoking behavior, affect the metabolism of nicotine and specific chemicals produced during combustion, and enhance (or diminish) pathomechanistic pathways associated with the atherogenic potential of smoking, including oxidative stress, its inflammatory burden or procoagulant potential. Genome-wide association studies have revolutionized the search for new functional genetic markers with ever increasing marker density and the precision in identifying new genetic loci without the need for prior knowledge of functional pathways. Nevertheless, the statistical challenge remains to identify the few true positives, the need for replication of findings and the tedious work of identifying functional genetic variants and their mode of action. Genetic variation within a gene or in areas of the genetic code that control the expression of such a gene is far from being understood. Major advances include the detection of large-scale copy-number variants in the human genome and the demonstration of the decisive role of ‘miRNA’ in controlling gene expression. The role of the genomic methylation pattern in controlling the transcription of the underlying genetic sequence and its role in interacting with environmental influences have yet to be explored in depth. Although candidate genes and their genetic variants have been associated with atherosclerosis and cigarette smoking, a major breakthrough has still to be made.
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Affiliation(s)
- Bernhard R Winkelmann
- ClinPhenomics GmbH, 67125 Dannstadt, Germany
- Cardiology Group Frankfurt-Sachsenhausen, 60594 Frankfurt, Germany
| | | | - Martin Unverdorben
- Clinical Research Institute, Center for Cardiovascular Diseases, Heinz-Meise-Strasse 100, 36199 Rotenburg an der Fulda, Germany
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Kleber ME, Renner W, Grammer TB, Linsel-Nitschke P, Boehm BO, Winkelmann BR, Bugert P, Hoffmann MM, März W. Association of the single nucleotide polymorphism rs599839 in the vicinity of the sortilin 1 gene with LDL and triglyceride metabolism, coronary heart disease and myocardial infarction. Atherosclerosis 2010; 209:492-7. [DOI: 10.1016/j.atherosclerosis.2009.09.068] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2009] [Revised: 09/18/2009] [Accepted: 09/23/2009] [Indexed: 10/20/2022]
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Silbernagel G, Fauler G, Hoffmann MM, Lütjohann D, Winkelmann BR, Boehm BO, März W. The associations of cholesterol metabolism and plasma plant sterols with all-cause and cardiovascular mortality. J Lipid Res 2010; 51:2384-93. [PMID: 20228406 DOI: 10.1194/jlr.p002899] [Citation(s) in RCA: 79] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Moderately elevated levels of plasma plant sterols have been suspected to be causally involved in atherosclerosis. The aim of this study was to investigate whether plant sterols and other markers of sterol metabolism predicted all-cause and cardiovascular mortality in participants of the Ludwigshafen Risk and Cardiovascular health (LURIC) study. A total of 1,257 individuals who did not use statins and at baseline had a mean (+/- SD) age of 62.8 (+/- 11.0) years were included in the present analysis. Lathosterol, cholestanol, campesterol, and sitosterol were measured to estimate cholesterol synthesis and absorption. The mean (+/- SD) time of the follow-up for all-cause and cardiovascular mortality was 7.32 (+/- 2.3) years. All-cause (P = 0.001) and cardiovascular (P = 0.006) mortality were decreased in the highest versus the lowest lathosterol to cholesterol tertile. In contrast, subjects in the third cholestanol to cholesterol tertile had increased all-cause (P < 0.001) and cardiovascular mortality (P = 0.010) compared with individuals in the first tertile. The third campesterol to cholesterol tertile was associated with increased all-cause mortality (P = 0.025). Sitosterol to cholesterol tertiles were not significantly related to all-cause or cardiovascular mortality. The data suggest that high absorption and low synthesis of cholesterol predict increased all-cause and cardiovascular mortality in LURIC participants.
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Affiliation(s)
- Guenther Silbernagel
- Division of Endocrinology, Department of Internal Medicine, Eberhard-Karls-University, Tübingen, Germany
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Ritsch A, Scharnagl H, Eller P, Tancevski I, Duwensee K, Demetz E, Sandhofer A, Boehm BO, Winkelmann BR, Patsch JR, März W. Cholesteryl ester transfer protein and mortality in patients undergoing coronary angiography: the Ludwigshafen Risk and Cardiovascular Health study. Circulation 2010; 121:366-74. [PMID: 20065167 DOI: 10.1161/circulationaha.109.875013] [Citation(s) in RCA: 88] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
BACKGROUND The role of cholesteryl ester transfer protein (CETP) in the development of atherosclerosis is still open to debate. In the Investigation of Lipid Level Management to Understand its Impact in Atherosclerotic Events (ILLUMINATE) trial, inhibition of CETP in patients with high cardiovascular risk was associated with increased high-density lipoprotein levels but increased risk of cardiovascular morbidity and mortality. In this report, we present a prospective observational study of patients referred to coronary angiography in which CETP was examined in relation to morbidity and mortality. METHODS AND RESULTS CETP concentration was determined in 3256 participants of the Ludwigshafen Risk and Cardiovascular Health (LURIC) study who were referred to coronary angiography at baseline between 1997 and 2000. Median follow-up time was 7.75 years. Primary and secondary end points were cardiovascular and all-cause mortality, respectively. CETP levels were higher in women and lower in smokers, in diabetic patients, and in patients with unstable coronary artery disease, respectively. In addition, CETP levels were correlated negatively with high-sensitivity C-reactive protein and interleukin-6. After adjustment for age, sex, medication, coronary artery disease status, cardiovascular risk factors, and diabetes mellitus, the hazard ratio for death in the lowest CETP quartile was 1.33 (1.07 to 1.65; P=0.011) compared with patients in the highest CETP quartile. Corresponding hazard ratios for death in the second and third CETP quartiles were 1.17 (0.92 to 1.48; P=0.19) and 1.10 (0.86 to 1.39; P=0.46), respectively. CONCLUSIONS We interpret our data to suggest that low endogenous CETP plasma levels per se are associated with increased cardiovascular and all-cause mortality, challenging the rationale of pharmacological CETP inhibition.
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Affiliation(s)
- Andreas Ritsch
- Department of Internal Medicine I, Innsbruck Medical University, Anichstrasse 35, A-6020 Innsbruck, Austria.
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Grammer TB, Fuchs D, Boehm BO, Winkelmann BR, Maerz W. Neopterin as a Predictor of Total and Cardiovascular Mortality in Individuals Undergoing Angiography in the Ludwigshafen Risk and Cardiovascular Health Study. Clin Chem 2009; 55:1135-46. [DOI: 10.1373/clinchem.2008.118844] [Citation(s) in RCA: 75] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Abstract
Background: Neopterin is produced upon activation of the cell-mediated immune response, and may be a novel risk marker for adverse outcomes resulting from coronary artery disease.
Methods: We measured neopterin in 1801 study participants with and 511 without angiographic coronary artery disease. Rates of death were determined after a median follow-up of 8.0 years.
Results: Estimated glomerular filtration rate and N-terminal pro-B–type natriuretic peptide (NT-proBNP) were the strongest predictors of neopterin. Neopterin was positively related to age and inversely related to LDL cholesterol, HDL cholesterol, and triglycerides. Use of lipid-lowering drugs lowered neopterin. Sex, body mass index, diabetes mellitus, hypertension, smoking status, Friesinger coronary score, and clinical instability at presentation were not associated with neopterin. Unlike C-reactive protein, neopterin was not increased in unstable angina pectoris, non–ST–elevation myocardial infarction, or ST-elevation myocardial infarction. In the third and fourth quartiles of neopterin, unadjusted hazard ratios for death from any cause were 1.94 (95% CI 1.44–2.61) and 3.32 (95% CI 2.53–4.30) compared to individuals in the first quartile, whereas hazard ratios for death from cardiovascular causes were 2.14 (95% CI 1.44–3.18) and 3.84 (95% CI 2.67–5.52), respectively. Neopterin remained predictive of total and cardiovascular mortality after adjusting for sex, age, body mass index, type 2 diabetes, hypertension, smoking status, LDL cholesterol, HDL cholesterol, triglycerides, estimated glomerular filtration rate, NT-proBNP, and clinical status at presentation, but NT-proBNP substantially weakened this association.
Conclusions: Neopterin is an independent predictor of all-cause and cardiovascular mortality in individuals with or without stable coronary artery disease.
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Affiliation(s)
- Tanja B Grammer
- Synlab Centre of Laboratory Diagnostics Heidelberg, Heidelberg, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Dietmar Fuchs
- Division of Biological Chemistry, Biocenter, Medical University of Innsbruck, Austria
| | - Bernhard O Boehm
- Division of Endocrinology, Department of Medicine, Ulm University, Germany
| | | | - Winfried Maerz
- Synlab Centre of Laboratory Diagnostics Heidelberg, Heidelberg, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
- Department of Public Health, Social and Preventive Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
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Lüblinghoff N, Winkler K, Winkelmann BR, Seelhorst U, Wellnitz B, Boehm BO, März W, Hoffmann MM. Genetic variants of the promoter of the heme oxygenase-1 gene and their influence on cardiovascular disease (the Ludwigshafen Risk and Cardiovascular Health study). BMC Med Genet 2009; 10:36. [PMID: 19389234 PMCID: PMC2678993 DOI: 10.1186/1471-2350-10-36] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/17/2008] [Accepted: 04/23/2009] [Indexed: 11/10/2022]
Abstract
BACKGROUND Heme oxygenase-1 is an inducible cytoprotective enzyme which handles oxidative stress by generating anti-oxidant bilirubin and vasodilating carbon monoxide. A (GT)n dinucleotide repeat and a -413A>T single nucleotide polymorphism have been reported in the promoter region of HMOX1 to both influence the occurrence of coronary artery disease and myocardial infarction. We sought to validate these observations in persons scheduled for coronary angiography. METHODS We included 3219 subjects in the current analysis, 2526 with CAD including a subgroup of CAD and MI (n = 1339) and 693 controls. Coronary status was determined by coronary angiography. Risk factors and biochemical parameters (bilirubin, iron, LDL-C, HDL-C, and triglycerides) were determined by standard procedures. The dinucleotide repeat was analysed by PCR and subsequent sizing by capillary electrophoresis, the -413A>T polymorphism by PCR and RFLP. RESULTS In the LURIC study the allele frequency for the -413A>T polymorphism is A = 0,589 and T = 0,411. The (GT)n repeats spread between 14 and 39 repeats with 22 (19.9%) and 29 (47.1%) as the two most common alleles. We found neither an association of the genotypes or allelic frequencies with any of the biochemical parameters nor with CAD or previous MI. CONCLUSION Although an association of these polymorphisms with the appearance of CAD and MI have been published before, our results strongly argue against a relevant role of the (GT)n repeat or the -413A>T SNP in the HMOX1 promoter in CAD or MI.
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Affiliation(s)
- Nicola Lüblinghoff
- Department of Otorhinolaryngology-Head and Neck Surgery, University Medical Center Freiburg, Freiburg, Germany.
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Hoffmann MM, Winkler K, Renner W, Winkelmann BR, Seelhorst U, Wellnitz B, Boehm BO, März W. Genetic variants and haplotypes of lipoprotein associated phospholipase A2 and their influence on cardiovascular disease (The Ludwigshafen Risk and Cardiovascular Health Study). J Thromb Haemost 2009; 7:41-8. [PMID: 18983494 DOI: 10.1111/j.1538-7836.2008.03216.x] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
BACKGROUND There is increasing evidence that lipoprotein-associated phospholipase A2 (LpPLA2) is associated with cardiovascular disease. However, it is still unclear whether LpPLA2 is simply a marker or has a causal role as either a pro- or anti-atherogenic factor. METHODS We analyzed the association of five polymorphisms (-1357G>A, -403T>C, Arg92His, Ile198Thr, Ala379Val) and related haplotypes at the PLA2G7 locus with angiographic coronary artery disease (CAD), plasma LpPLA2 activity, and long-term survival in 3234 patients scheduled for coronary angiography. RESULTS The promoter variant -403C and His(92) were associated with a decrease and Val(379) with an increase in plasma LpPLA2 activity. Both coding variants revealed a clear gene-dose effect. Interestingly, the rare Thr(198) allele, which was not associated with any change in plasma LpPLA2 activity, was more frequent in subjects without CAD (P = 0.009), with an adjusted odds ratio for CAD of 0.69 (95% CI: 0.49-0.96; P = 0.029). None of the analyzed variants showed any robust association with all-cause or cardiovascular mortality. CONCLUSION Irrespective of the significant association between some variants with plasma LpPLA2 activity, it is still unclear whether these polymorphisms or haplotypes are associated with the risk and outcome of cardiovascular disease in Caucasians.
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Affiliation(s)
- M M Hoffmann
- Division of Clinical Chemistry, Department of Medicine, University Medical Center Freiburg, Freiburg, Germany.
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Boehm BO, Möller P, Högel J, Winkelmann BR, Renner W, Rosinger S, Seelhorst U, Wellnitz B, März W, Melzner J, Brüderlein S. Lymphocytes of type 2 diabetic women carry a high load of stable chromosomal aberrations: a novel risk factor for disease-related early death. Diabetes 2008; 57:2950-7. [PMID: 18650367 PMCID: PMC2570391 DOI: 10.2337/db08-0274] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
OBJECTIVE Diabetes is associated with an increased risk of death in women. Oxidative stress due to chronic hyperglycemia leads to the generation of reactive oxygen species and loss of chromosomal integrity. To clarify whether diabetes is a premature aging syndrome, we determined telomere erosion dynamics and occurrence of structural chromosomal aberrations in women of the Ludwigshafen Risk and Cardiovascular Health (LURIC) Study. RESEARCH DESIGN AND METHODS Telomere lengths and karyotypes were examined in peripheral blood mononuclear cells. Regarding these parameters, surviving and deceased type 2 diabetic women of the LURIC study were compared with nondiabetic LURIC women with or without coronary heart disease and with healthy female control subjects. RESULTS Significantly enhanced telomere attrition was seen in all LURIC subjects compared with healthy control subjects. Although the average telomere-length loss is equivalent to well >10 years of healthy aging, telomere erosion was not associated with outcome within the LURIC cohort. However, strikingly high numbers of stable chromosomal aberrations were found in type 2 diabetic women but not in LURIC disease control subjects or in healthy individuals. Furthermore, within the younger age- groups, deceased type 2 diabetes patients had significantly more marker chromosomes than the surviving type 2 diabetic patients. CONCLUSIONS All women at high risk for cardiovascular death have accelerated telomere erosion, not caused by type 2 diabetes per se but likely linked to other risk factors, including dyslipidemia. By contrast, the occurrence of marker chromosomes is associated with type 2 diabetes and is a novel risk factor for type 2 diabetes-related early death.
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Affiliation(s)
- Bernhard O Boehm
- Division of Endocrinology and Diabetes, Graduate School Molecular Endocrinology and Diabetes, Ulm University, Ulm, Germany
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Silbernagel G, Fauler G, Renner W, Landl EM, Hoffmann MM, Winkelmann BR, Boehm BO, März W. The relationships of cholesterol metabolism and plasma plant sterols with the severity of coronary artery disease. J Lipid Res 2008; 50:334-41. [PMID: 18769018 DOI: 10.1194/jlr.p800013-jlr200] [Citation(s) in RCA: 71] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Changes in the balance of cholesterol absorption and synthesis and moderately elevated plasma plant sterols have been suggested to be atherogenic. Measuring cholestanol, lathosterol, campesterol, and sitosterol, we investigated the relationships of cholesterol metabolism and plasma plant sterols with the severity of coronary artery disease (CAD) in 2,440 participants of the Ludwigshafen Risk and Cardiovascular health (LURIC) study. The coronary status was determined by angiography, and the severity of CAD was assessed by the Friesinger Score (FS). An increase in the ratio of cholestanol to cholesterol was associated with high FS (P = 0.006). In contrast, a high ratio of lathosterol to cholesterol went in parallel with low FS (P < 0.001). Whereas the campesterol to cholesterol ratio significantly correlated with the FS (P = 0.026), the relationship of the sitosterol to cholesterol ratio with the FS did not reach statistical significance in the whole group. Increased campesterol, sitosterol, and cholestanol to lathosterol ratios were associated high FS (P < 0.001). To conclude, there is a modest association of high cholesterol absorption and low cholesterol synthesis with an increased severity of CAD. An atherogenic role of plasma plant sterols themselves, however, seems unlikely in subjects without sitosterolaemia.
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Affiliation(s)
- Guenther Silbernagel
- Division of Endocrinology, Diabetology, Nephrology, Vascular Disease, and Clinical Chemistry, Department of Internal Medicine, University of Tübingen, Tübingen, Germany
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Winkler K, Hoffmann MM, Seelhorst U, Wellnitz B, Boehm BO, Winkelmann BR, März W, Scharnagl H. Apolipoprotein A-II Is a negative risk indicator for cardiovascular and total mortality: findings from the Ludwigshafen Risk and Cardiovascular Health Study. Clin Chem 2008; 54:1405-6. [PMID: 18664451 DOI: 10.1373/clinchem.2008.103929] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Hoffmann MM, Pilz S, Weihrauch G, Seelhorst U, Wellnitz B, Winkelmann BR, Boehm BO, März W. Effect of the resistin -420C > G polymorphism on cardiovascular disease and mortality. Clin Endocrinol (Oxf) 2008; 69:344-5. [PMID: 18167137 DOI: 10.1111/j.1365-2265.2007.03163.x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Bach J, Endler G, Winkelmann BR, Boehm BO, Maerz W, Mannhalter C, Hellstern P. Coagulation factor XII (FXII) activity, activated FXII, distribution of FXII C46T gene polymorphism and coronary risk. J Thromb Haemost 2008; 6:291-6. [PMID: 18021303 DOI: 10.1111/j.1538-7836.2008.02839.x] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
BACKGROUND Whether factor XII (FXII) activity, its 46C>T polymorphism and activated FXII (FXIIa) are associated with coronary heart disease (CHD) remains to be determined. METHODS FXII, FXIIa and the FXII 46C>T polymorphism were determined in a hospital-based cohort of 2615 patients undergoing coronary angiography. RESULTS Fifty-seven per cent of the participants were identified as wild-type (46CC), 38% as heterozygous (46CT) and 5% as homozygous (46TT) for FXII 46C>T. FXII and FXIIa levels were significantly lower in carriers of the T-allele: 132 (97-151) U dL(-1) FXII in 46CC, 87 (77-99) U dL(-1) FXII in 46CT and 53 (42-67) U dL(-1) FXII in 46TT carriers (P < 0.001), and 2.8 (2.3-3.5) microg L(-1) FXIIa in CC, 2.1 (1.6-2.6) microg L(-1) FXIIa in CT and 1.2 (0.9-1.5) microg L(-1) FXIIa in TT carriers (P < 0.001; medians, lower and upper quartiles). Patients with stable CHD (n = 935), a history of myocardial infarction (n = 785) or who were suffering from acute coronary syndromes (ACS; n = 323) had significantly lower FXII levels than controls (n = 572). The differences remained statistically significant after adjustments for age, sex, diabetes mellitus, smoking, hypercholesterolemia and hypertension. Significantly reduced FXIIa levels in ACS patients lost significance once adjusted for covariates. FXII genotype was not associated with any clinical phenotype. CONCLUSION Lower FXII activity represents an independent risk for CHD and ACS. This is not the case for FXIIa levels or the FXII 46C>T variation.
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Affiliation(s)
- J Bach
- Institute of Hemostaseology and Transfusion Medicine, Academic City Hospital, Ludwigshafen, Germany
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Torre-Amione G, Anker SD, Bourge RC, Colucci WS, Greenberg BH, Hildebrandt P, Keren A, Motro M, Moyé LA, Otterstad JE, Pratt CM, Ponikowski P, Rouleau JL, Sestier F, Winkelmann BR, Young JB. Results of a non-specific immunomodulation therapy in chronic heart failure (ACCLAIM trial): a placebo-controlled randomised trial. Lancet 2008; 371:228-36. [PMID: 18207018 DOI: 10.1016/s0140-6736(08)60134-8] [Citation(s) in RCA: 118] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
BACKGROUND Evidence suggests that inflammatory mediators contribute to development and progression of chronic heart failure. We therefore tested the hypothesis that immunomodulation might counteract this pathophysiological mechanism in patients. METHODS We did a double-blind, placebo-controlled study of a device-based non-specific immunomodulation therapy (IMT) in patients with New York Heart Association (NYHA) functional class II-IV chronic heart failure, left ventricular (LV) systolic dysfunction, and hospitalisation for heart failure or intravenous drug therapy in an outpatient setting within the past 12 months. Patients were randomly assigned to receive IMT (n=1213) or placebo (n=1213) by intragluteal injection on days 1, 2, 14, and every 28 days thereafter. Primary endpoint was the composite of time to death from any cause or first hospitalisation for cardiovascular reasons. The study continued until 828 primary endpoint events had accrued and all study patients had been treated for at least 22 weeks. Analysis was by intention to treat. This study is registered with ClinicalTrials.gov, number NCT00111969. FINDINGS During a mean follow-up of 10.2 months, there were 399 primary events in the IMT group and 429 in the placebo group (hazard ratio 0.92; 95% CI 0.80-1.05; p=0.22). In two prespecified subgroups of patients--those with no history of previous myocardial infarction (n=919) and those with NYHA II heart failure (n=689)--IMT was associated with a 26% (0.74; 0.57-0.95; p=0.02) and a 39% (0.61; 95% CI 0.46-0.80; p=0.0003) reduction in the risk of primary endpoint events, respectively. INTERPRETATION Non-specific immunomodulation may have a role as a potential treatment for a large segment of the heart failure population, which includes patients without a history of myocardial infarction (irrespective of their functional NYHA class) and patients within NYHA class II.
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Affiliation(s)
- Guillermo Torre-Amione
- Heart Transplant Program, Methodist DeBakey Heart Center, Methodist Hospital, Houston, TX 77030, USA.
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Silbernagel G, Stefan N, Hoffmann MM, Fritsche A, Machicao F, Schick F, Machann J, Winkelmann BR, Böhm BO, Häring HU, März W. Kein Zusammenhang zwischen dem L162V Polymorphismus des Peroxisomen Proliferator aktivierten Rezeptor alpha Gens (PPARA) mit Diabetes mellitus Typ 2, BMI, Körperfettverteilung und Leberfettgehalt. DIABETOL STOFFWECHS 2008. [DOI: 10.1055/s-2008-1076326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Bach J, Endler G, Winkelmann BR, Boehm BO, Maerz W, Mannhalter C, Hellstern P. Coagulation factor XII (FXII) activity, activated FXII, distribution of FXII C46T gene polymorphism and coronary risk. J Thromb Haemost 2007; 6:291-6. [PMID: 18021303 DOI: 10.1111/j.1538-7836.2007.02839.x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
BACKGROUND Whether factor XII (FXII) activity, its 46C>T polymorphism and activated FXII (FXIIa) are associated with coronary heart disease (CHD) remains to be determined. METHODS FXII, FXIIa and the FXII 46C>T polymorphism were determined in a hospital-based cohort of 2615 patients undergoing coronary angiography. RESULTS Fifty-seven per cent of the participants were identified as wild-type (46CC), 38% as heterozygous (46CT) and 5% as homozygous (46TT) for FXII 46C>T. FXII and FXIIa levels were significantly lower in carriers of the T-allele: 132 (97-151) U dL(-1) FXII in 46CC, 87 (77-99) U dL(-1) FXII in 46CT and 53 (42-67) U dL(-1) FXII in 46TT carriers (P < 0.001), and 2.8 (2.3-3.5) microg L(-1) FXIIa in CC, 2.1 (1.6-2.6) microg L(-1) FXIIa in CT and 1.2 (0.9-1.5) microg L(-1) FXIIa in TT carriers (P < 0.001; medians, lower and upper quartiles). Patients with stable CHD (n = 935), a history of myocardial infarction (n = 785) or who were suffering from acute coronary syndromes (ACS; n = 323) had significantly lower FXII levels than controls (n = 572). The differences remained statistically significant after adjustments for age, sex, diabetes mellitus, smoking, hypercholesterolemia and hypertension. Significantly reduced FXIIa levels in ACS patients lost significance once adjusted for covariates. FXII genotype was not associated with any clinical phenotype. CONCLUSION Lower FXII activity represents an independent risk for CHD and ACS. This is not the case for FXIIa levels or the FXII 46C>T variation.
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Affiliation(s)
- J Bach
- Institute of Hemostaseology and Transfusion Medicine, Academic City Hospital, Ludwigshafen, Germany
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