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Winsvold BS, Harder AVE, Ran C, Chalmer MA, Dalmasso MC, Ferkingstad E, Tripathi KP, Bacchelli E, Børte S, Fourier C, Petersen AS, Vijfhuizen LS, Magnusson SH, O'Connor E, Bjornsdottir G, Häppölä P, Wang Y, Callesen I, Kelderman T, Gallardo VJ, de Boer I, Olofsgård FJ, Heinze K, Lund N, Thomas LF, Hsu C, Pirinen M, Hautakangas H, Ribasés M, Guerzoni S, Sivakumar P, Yip J, Heinze A, Küçükali F, Ostrowski SR, Pedersen OB, Kristoffersen ES, Martinsen AE, Artigas MS, Lagrata S, Cainazzo MM, Adebimpe J, Quinn O, Göbel C, Cirkel A, Volk AE, Heilmann‐Heimbach S, Skogholt AH, Gabrielsen ME, Wilbrink LA, Danno D, Mehta D, Guðbjartsson DF, Rosendaal FR, Willems van Dijk K, Fronczek R, Wagner M, Scherer M, Göbel H, Sleegers K, Sveinsson OA, Pani L, Zoli M, Ramos‐Quiroga JA, Dardiotis E, Steinberg A, Riedel‐Heller S, Sjöstrand C, Thorgeirsson TE, Stefansson H, Southgate L, Trembath RC, Vandrovcova J, Noordam R, Paemeleire K, Stefansson K, Fann CS, Waldenlind E, Tronvik E, Jensen RH, Chen S, Houlden H, Terwindt GM, Kubisch C, Maestrini E, Vikelis M, Pozo‐Rosich P, Belin AC, Matharu M, van den Maagdenberg AM, Hansen TF, Ramirez A, Zwart J. Cluster Headache Genomewide Association Study and Meta-Analysis Identifies Eight Loci and Implicates Smoking as Causal Risk Factor. Ann Neurol 2023; 94:713-726. [PMID: 37486023 PMCID: PMC10952302 DOI: 10.1002/ana.26743] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 06/22/2023] [Accepted: 07/07/2023] [Indexed: 07/25/2023]
Abstract
OBJECTIVE The objective of this study was to aggregate data for the first genomewide association study meta-analysis of cluster headache, to identify genetic risk variants, and gain biological insights. METHODS A total of 4,777 cases (3,348 men and 1,429 women) with clinically diagnosed cluster headache were recruited from 10 European and 1 East Asian cohorts. We first performed an inverse-variance genomewide association meta-analysis of 4,043 cases and 21,729 controls of European ancestry. In a secondary trans-ancestry meta-analysis, we included 734 cases and 9,846 controls of East Asian ancestry. Candidate causal genes were prioritized by 5 complementary methods: expression quantitative trait loci, transcriptome-wide association, fine-mapping of causal gene sets, genetically driven DNA methylation, and effects on protein structure. Gene set and tissue enrichment analyses, genetic correlation, genetic risk score analysis, and Mendelian randomization were part of the downstream analyses. RESULTS The estimated single nucleotide polymorphism (SNP)-based heritability of cluster headache was 14.5%. We identified 9 independent signals in 7 genomewide significant loci in the primary meta-analysis, and one additional locus in the trans-ethnic meta-analysis. Five of the loci were previously known. The 20 genes prioritized as potentially causal for cluster headache showed enrichment to artery and brain tissue. Cluster headache was genetically correlated with cigarette smoking, risk-taking behavior, attention deficit hyperactivity disorder (ADHD), depression, and musculoskeletal pain. Mendelian randomization analysis indicated a causal effect of cigarette smoking intensity on cluster headache. Three of the identified loci were shared with migraine. INTERPRETATION This first genomewide association study meta-analysis gives clues to the biological basis of cluster headache and indicates that smoking is a causal risk factor. ANN NEUROL 2023;94:713-726.
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Affiliation(s)
- Bendik S. Winsvold
- Department of Research and Innovation, Division of Clinical NeuroscienceOslo University HospitalOsloNorway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health SciencesNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Department of NeurologyOslo University HospitalOsloNorway
- Norwegian Centre for Headache Research (NorHEAD), Department of Neuromedicine and Movement ScienceNorwegian University of Science and Technology (NTNU)TrondheimNorway
| | - Aster V. E. Harder
- Department of Human GeneticsLeiden University Medical CenterLeidenThe Netherlands
- Department of NeurologyLeiden University Medical CenterLeidenThe Netherlands
| | - Caroline Ran
- Centre for Cluster Headache, Department of NeuroscienceKarolinska InstitutetStockholmSweden
| | - Mona A. Chalmer
- Department of Neurology, Danish Headache Center, Rigshospitalet‐GlostrupUniversity of Copenhagen University HospitalGlostrupDenmark
| | - Maria Carolina Dalmasso
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital CologneUniversity of CologneCologneGermany
- Neurosciences and Complex Systems Unit (EnyS), CONICET, Hospital El Cruce 'N. Kirchner'National University A. Jauretche (UNAJ)Florencio VarelaArgentina
| | | | - Kumar Parijat Tripathi
- Division of Neurogenetics and Molecular Psychiatry, Department of PsychiatryUniklinik KölnCologneGermany
| | - Elena Bacchelli
- Department of Pharmacy and BiotechnologyUniversity of BolognaBolognaItaly
| | - Sigrid Børte
- Department of Research and Innovation, Division of Clinical NeuroscienceOslo University HospitalOsloNorway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health SciencesNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Norwegian Centre for Headache Research (NorHEAD), Department of Neuromedicine and Movement ScienceNorwegian University of Science and Technology (NTNU)TrondheimNorway
| | - Carmen Fourier
- Centre for Cluster Headache, Department of NeuroscienceKarolinska InstitutetStockholmSweden
| | - Anja S. Petersen
- Department of Neurology, Danish Headache Center, Rigshospitalet‐GlostrupUniversity of Copenhagen University HospitalGlostrupDenmark
| | | | | | - Emer O'Connor
- Department of Neuromuscular Diseases, Institute of NeurologyUniversity College LondonLondonUK
| | | | - Paavo Häppölä
- Institute for Molecular Medicine Finland (FIMM), Helsinki Institute of Life Science (HiLIFE), University of HelsinkiHelsinkiFinland
| | - Yen‐Feng Wang
- Department of NeurologyTaipei Veterans General HospitalTaipeiTaiwan
- Brain Research CenterNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
| | - Ida Callesen
- Department of Neurology, Danish Headache Center, Rigshospitalet‐GlostrupUniversity of Copenhagen University HospitalGlostrupDenmark
| | - Tim Kelderman
- Department of NeurologyGhent University HospitalGhentBelgium
| | - Victor J Gallardo
- Headache and Neurological Pain Research Group, Vall d'Hebron Research Institute, Departament de MedicinaUniversitat Autònoma de Barcelona, Vall d'Hebron Research Institute (VHIR)BarcelonaSpain
| | - Irene de Boer
- Department of NeurologyLeiden University Medical CenterLeidenThe Netherlands
| | | | | | - Nunu Lund
- Department of Neurology, Danish Headache Center, Rigshospitalet‐GlostrupUniversity of Copenhagen University HospitalGlostrupDenmark
| | - Laurent F. Thomas
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health SciencesNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Department of Clinical and Molecular MedicineNorwegian University of Science and Technology (NTNU)TrondheimNorway
- BioCore–Bioinformatics Core FacilityNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Clinic of Laboratory MedicineSt. Olavs Hospital, Trondheim University HospitalTrondheimNorway
| | - Chia‐Lin Hsu
- Institute of Biomedical Sciences, Academia SinicaTaipeiTaiwan
| | - Matti Pirinen
- Institute for Molecular Medicine Finland (FIMM), Helsinki Institute of Life Science (HiLIFE), University of HelsinkiHelsinkiFinland
- Department of Public HealthUniversity of HelsinkiHelsinkiFinland
- Department of Mathematics and StatisticsUniversity of HelsinkiHelsinkiFinland
| | - Heidi Hautakangas
- Institute for Molecular Medicine Finland (FIMM), Helsinki Institute of Life Science (HiLIFE), University of HelsinkiHelsinkiFinland
| | - Marta Ribasés
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and AddictionUniversitat Autònoma de Barcelona, Vall d'Hebron Research Institute (VHIR)BarcelonaSpain
- Department of PsychiatryVall d'Hebron University HospitalBarcelonaSpain
- Biomedical Network Research Centre on Mental Health (CIBERSAM)Instituto de Salud Carlos IIIMadridSpain
- Department of Genetics, Microbiology, and Statistics, Faculty of BiologyUniversitat de BarcelonaBarcelonaSpain
| | | | - Prasanth Sivakumar
- Department of Neuromuscular Diseases, Institute of NeurologyUniversity College LondonLondonUK
| | - Janice Yip
- Department of Neuromuscular Diseases, Institute of NeurologyUniversity College LondonLondonUK
| | - Axel Heinze
- Kiel Migraine and Headache CentreKielGermany
| | - Fahri Küçükali
- Complex Genetics of Alzheimer's Disease Group, Center for Molecular Neurology, VIBAntwerpBelgium
- Department of Biomedical SciencesUniversity of AntwerpAntwerpBelgium
| | - Sisse R. Ostrowski
- Department of Clinical Immunology, Centre of Diagnostic InvestigationRigshospitaletCopenhagenDenmark
- Department of Clinical MedicineUniversity of CopenhagenCopenhagenDenmark
| | - Ole B. Pedersen
- Department of Clinical ImmunologyZealand University HospitalKøgeDenmark
| | - Espen S. Kristoffersen
- Department of Research and Innovation, Division of Clinical NeuroscienceOslo University HospitalOsloNorway
- Norwegian Centre for Headache Research (NorHEAD), Department of Neuromedicine and Movement ScienceNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Department of General PracticeUniversity of OsloOsloNorway
- Department of NeurologyAkershus University HospitalLørenskogNorway
| | - Amy E. Martinsen
- Department of Research and Innovation, Division of Clinical NeuroscienceOslo University HospitalOsloNorway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health SciencesNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Norwegian Centre for Headache Research (NorHEAD), Department of Neuromedicine and Movement ScienceNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Institute of Clinical Medicine, Faculty of MedicineUniversity of OsloOsloNorway
| | - María S. Artigas
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and AddictionUniversitat Autònoma de Barcelona, Vall d'Hebron Research Institute (VHIR)BarcelonaSpain
- Department of PsychiatryVall d'Hebron University HospitalBarcelonaSpain
- Biomedical Network Research Centre on Mental Health (CIBERSAM)Instituto de Salud Carlos IIIMadridSpain
- Department of Genetics, Microbiology, and Statistics, Faculty of BiologyUniversitat de BarcelonaBarcelonaSpain
| | - Susie Lagrata
- Headache and Facial Pain GroupUniversity College London Queen Square Institute of Neurology and National Hospital for Neurology and NeurosurgeryLondonUK
| | | | - Joycee Adebimpe
- Department of Neuromuscular Diseases, Institute of NeurologyUniversity College LondonLondonUK
| | - Olivia Quinn
- Department of Neuromuscular Diseases, Institute of NeurologyUniversity College LondonLondonUK
| | - Carl Göbel
- Kiel Migraine and Headache CentreKielGermany
- Department of NeurologyUniversity Hospital Schleswig‐HolsteinLübeckGermany
| | - Anna Cirkel
- Kiel Migraine and Headache CentreKielGermany
- Department of NeurologyUniversity Hospital Schleswig‐HolsteinLübeckGermany
| | - Alexander E. Volk
- Institute of Human GeneticsUniversity Medical Center Hamburg‐EppendorfHamburgGermany
| | - Stefanie Heilmann‐Heimbach
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital BonnBonnGermany
| | - Anne Heidi Skogholt
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health SciencesNorwegian University of Science and Technology (NTNU)TrondheimNorway
| | - Maiken E. Gabrielsen
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health SciencesNorwegian University of Science and Technology (NTNU)TrondheimNorway
| | | | - Daisuke Danno
- Headache and Facial Pain GroupUniversity College London Queen Square Institute of Neurology and National Hospital for Neurology and NeurosurgeryLondonUK
| | - Dwij Mehta
- Headache and Facial Pain GroupUniversity College London Queen Square Institute of Neurology and National Hospital for Neurology and NeurosurgeryLondonUK
| | | | | | - Frits R. Rosendaal
- Department of Clinical EpidemiologyLeiden University Medical CenterLeidenThe Netherlands
| | - Ko Willems van Dijk
- Department of Human GeneticsLeiden University Medical CenterLeidenThe Netherlands
- Einthoven Laboratory for Experimental Vascular MedicineLeiden University Medical CenterLeidenThe Netherlands
- Department of Internal Medicine, Division of EndocrinologyLeiden University Medical CenterLeidenThe Netherlands
| | - Rolf Fronczek
- Department of NeurologyLeiden University Medical CenterLeidenThe Netherlands
| | - Michael Wagner
- Department of Neurodegenerative Diseases and Geriatric PsychiatryUniversity Hospital BonnBonnGermany
- German Center for Neurodegenerative Diseases (DZNE Bonn)BonnGermany
| | - Martin Scherer
- Department of Primary Medical CareUniversity Medical Center Hamburg‐EppendorfHamburgGermany
| | | | - Kristel Sleegers
- Complex Genetics of Alzheimer's Disease Group, Center for Molecular Neurology, VIBAntwerpBelgium
- Department of Biomedical SciencesUniversity of AntwerpAntwerpBelgium
| | - Olafur A. Sveinsson
- Faculty of Medicine, School of Health SciencesUniversity of IcelandReykjavikIceland
| | - Luca Pani
- Department of Biomedical, Metabolic and Neural SciencesUniversity of Modena and Reggio EmiliaModenaItaly
- Department of Psychiatry and Behavioral SciencesUniversity of MiamiMiamiFL
| | - Michele Zoli
- Department of Biomedical, Metabolic and Neural SciencesUniversity of Modena and Reggio EmiliaModenaItaly
| | - Josep A. Ramos‐Quiroga
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and AddictionUniversitat Autònoma de Barcelona, Vall d'Hebron Research Institute (VHIR)BarcelonaSpain
- Department of PsychiatryVall d'Hebron University HospitalBarcelonaSpain
- Biomedical Network Research Centre on Mental Health (CIBERSAM)Instituto de Salud Carlos IIIMadridSpain
- Department of Psychiatry and Forensic MedicineUniversitat Autònoma de Barcelona, Vall d'Hebron Research Institute (VHIR)BarcelonaSpain
| | - Efthimios Dardiotis
- Department of Neurology, Faculty of MedicineUniversity of ThessalyVolosGreece
| | - Anna Steinberg
- Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
- Department of NeurologyKarolinska University HospitalStockholmSweden
| | - Steffi Riedel‐Heller
- Institute of Social Medicine, Occupational Health and Public HealthUniversity of LeipzigLeipzigGermany
| | - Christina Sjöstrand
- Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
- Department of NeurologyDanderyd HospitalStockholmSweden
| | | | | | - Laura Southgate
- Molecular and Clinical Sciences Research InstituteSt. George's, University of LondonLondonUK
- Department of Medical & Molecular Genetics, Faculty of Life Sciences & MedicineKing's College LondonLondonUK
| | - Richard C. Trembath
- Department of Medical & Molecular Genetics, Faculty of Life Sciences & MedicineKing's College LondonLondonUK
| | - Jana Vandrovcova
- Department of Neuromuscular Diseases, Institute of NeurologyUniversity College LondonLondonUK
| | - Raymond Noordam
- Department of Internal Medicine, Section of Gerontology and GeriatricsLeiden University Medical CenterLeidenThe Netherlands
| | - Koen Paemeleire
- Department of NeurologyGhent University HospitalGhentBelgium
| | - Kari Stefansson
- deCODE genetics/Amgen Inc.ReykjavikIceland
- Faculty of Medicine, School of Health SciencesUniversity of IcelandReykjavikIceland
| | | | - Elisabet Waldenlind
- Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
- Department of NeurologyKarolinska University HospitalStockholmSweden
| | - Erling Tronvik
- Norwegian Centre for Headache Research (NorHEAD), Department of Neuromedicine and Movement ScienceNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health SciencesNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Department of Neurology and Clinical NeurophysiologySt. Olavs Hospital, Trondheim University HospitalTrondheimNorway
| | - Rigmor H. Jensen
- Department of Neurology, Danish Headache Center, Rigshospitalet‐GlostrupUniversity of Copenhagen University HospitalGlostrupDenmark
| | - Shih‐Pin Chen
- Brain Research CenterNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
- Department of Medical Research, Division of Translational ResearchTaipei Veterans General HospitalTaipeiTaiwan
| | - Henry Houlden
- Department of Neuromuscular Diseases, Institute of NeurologyUniversity College LondonLondonUK
| | - Gisela M. Terwindt
- Department of NeurologyLeiden University Medical CenterLeidenThe Netherlands
| | - Christian Kubisch
- Institute of Human GeneticsUniversity Medical Center Hamburg‐EppendorfHamburgGermany
| | - Elena Maestrini
- Department of Pharmacy and BiotechnologyUniversity of BolognaBolognaItaly
| | | | - Patricia Pozo‐Rosich
- Headache and Neurological Pain Research Group, Vall d'Hebron Research Institute, Departament de MedicinaUniversitat Autònoma de Barcelona, Vall d'Hebron Research Institute (VHIR)BarcelonaSpain
- Headache Unit, Neurology DepartmentVall d'Hebron University HospitalBarcelonaSpain
| | - Andrea C. Belin
- Centre for Cluster Headache, Department of NeuroscienceKarolinska InstitutetStockholmSweden
| | - Manjit Matharu
- Headache and Facial Pain GroupUniversity College London Queen Square Institute of Neurology and National Hospital for Neurology and NeurosurgeryLondonUK
| | - Arn M.J.M. van den Maagdenberg
- Department of Human GeneticsLeiden University Medical CenterLeidenThe Netherlands
- Department of NeurologyLeiden University Medical CenterLeidenThe Netherlands
| | - Thomas F. Hansen
- Department of Neurology, Danish Headache Center, Rigshospitalet‐GlostrupUniversity of Copenhagen University HospitalGlostrupDenmark
- Novo Nordic Foundation Center for Protein ResearchUniversity of CopenhagenCopenhagenDenmark
| | - Alfredo Ramirez
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital CologneUniversity of CologneCologneGermany
- Department of Neurodegenerative Diseases and Geriatric PsychiatryUniversity Hospital BonnBonnGermany
- German Center for Neurodegenerative Diseases (DZNE Bonn)BonnGermany
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative DiseasesUniversity of Texas Health Sciences CenterSan AntonioTX
- Cluster of Excellence Cellular Stress Responses in Aging‐associated Diseases (CECAD)University of CologneCologneGermany
| | - John‐Anker Zwart
- Department of Research and Innovation, Division of Clinical NeuroscienceOslo University HospitalOsloNorway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health SciencesNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Norwegian Centre for Headache Research (NorHEAD), Department of Neuromedicine and Movement ScienceNorwegian University of Science and Technology (NTNU)TrondheimNorway
- Institute of Clinical Medicine, Faculty of MedicineUniversity of OsloOsloNorway
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Banasik K, Møller PL, Techlo TR, Holm PC, Walters GB, Ingason A, Rosengren A, Rohde PD, Kogelman LJA, Westergaard D, Siggaard T, Chmura PJ, Chalmer MA, Magnússon ÓÞ, Þórisson GÁ, Stefánsson H, Guðbjartsson DF, Stefánsson K, Olesen J, Winther S, Bøttcher M, Brunak S, Werge T, Nyegaard M, Hansen TF. DanMAC5: a browser of aggregated sequence variants from 8,671 whole genome sequenced Danish individuals. BMC Genom Data 2023; 24:30. [PMID: 37244984 DOI: 10.1186/s12863-023-01132-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 05/18/2023] [Indexed: 05/29/2023] Open
Abstract
OBJECTIVES Allele counts of sequence variants obtained by whole genome sequencing (WGS) often play a central role in interpreting the results of genetic and genomic research. However, such variant counts are not readily available for individuals in the Danish population. Here, we present a dataset with allele counts for sequence variants (single nucleotide variants (SNVs) and indels) identified from WGS of 8,671 (5,418 females) individuals from the Danish population. The data resource is based on WGS data from three independent research projects aimed at assessing genetic risk factors for cardiovascular, psychiatric, and headache disorders. To enable the sharing of information on sequence variation in Danish individuals, we created summarized statistics on allele counts from anonymized data and made them available through the European Genome-phenome Archive (EGA, https://identifiers.org/ega. DATASET EGAD00001009756 ) and in a dedicated browser, DanMAC5 (available at www.danmac5.dk ). The summary level data and the DanMAC5 browser provide insight into the allelic spectrum of sequence variants segregating in the Danish population, which is important in variant interpretation. DATA DESCRIPTION Three WGS datasets with an average coverage of 30x were processed independently using the same quality control pipeline. Subsequently, we summarized, filtered, and merged allele counts to create a high-quality summary level dataset of sequence variants.
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Affiliation(s)
- Karina Banasik
- Translational Disease Systems Biology, Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200, Copenhagen N, Denmark.
| | - Peter L Møller
- Department of Biomedicine, Aarhus University, Høegh-Guldbergsgade 10, DK-8000, Aarhus C, Denmark
| | - Tanya R Techlo
- Danish Headache Center, Department of Neurology, Copenhagen University Hospital, Valdemar Hansensvej 1-13, DK-2600, Glostrup, Denmark
| | - Peter C Holm
- Translational Disease Systems Biology, Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200, Copenhagen N, Denmark
| | | | - Andrés Ingason
- Institute for Biological Psychiatry, Mental Health Center Sct Hans, Copenhagen University Hospital, Boeserup vej 2, DK-4000, Roskilde, Denmark
| | - Anders Rosengren
- Institute for Biological Psychiatry, Mental Health Center Sct Hans, Copenhagen University Hospital, Boeserup vej 2, DK-4000, Roskilde, Denmark
| | - Palle D Rohde
- Department of Health Science and Technology, Genomic Medicine Group, Aalborg University, Selma Lagerløfs Vej 249, DK-9260, Gistrup, Denmark
| | - Lisette J A Kogelman
- Danish Headache Center, Department of Neurology, Copenhagen University Hospital, Valdemar Hansensvej 1-13, DK-2600, Glostrup, Denmark
| | - David Westergaard
- Translational Disease Systems Biology, Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200, Copenhagen N, Denmark
| | - Troels Siggaard
- Translational Disease Systems Biology, Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200, Copenhagen N, Denmark
| | - Piotr J Chmura
- Translational Disease Systems Biology, Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200, Copenhagen N, Denmark
| | - Mona A Chalmer
- Danish Headache Center, Department of Neurology, Copenhagen University Hospital, Valdemar Hansensvej 1-13, DK-2600, Glostrup, Denmark
| | | | | | | | | | | | - Jes Olesen
- Danish Headache Center, Department of Neurology, Copenhagen University Hospital, Valdemar Hansensvej 1-13, DK-2600, Glostrup, Denmark
| | - Simon Winther
- Department of Cardiology, University Clinic for Cardiovascular Research, Gødstrup Hospital, Hospitalsvej 15, DK-7400, Herning, Denmark
| | - Morten Bøttcher
- Department of Cardiology, University Clinic for Cardiovascular Research, Gødstrup Hospital, Hospitalsvej 15, DK-7400, Herning, Denmark
| | - Søren Brunak
- Translational Disease Systems Biology, Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200, Copenhagen N, Denmark
| | - Thomas Werge
- Institute for Biological Psychiatry, Mental Health Center Sct Hans, Copenhagen University Hospital, Boeserup vej 2, DK-4000, Roskilde, Denmark
| | - Mette Nyegaard
- Department of Biomedicine, Aarhus University, Høegh-Guldbergsgade 10, DK-8000, Aarhus C, Denmark
- Department of Health Science and Technology, Genomic Medicine Group, Aalborg University, Selma Lagerløfs Vej 249, DK-9260, Gistrup, Denmark
| | - Thomas F Hansen
- Translational Disease Systems Biology, Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200, Copenhagen N, Denmark
- Danish Headache Center, Department of Neurology, Copenhagen University Hospital, Valdemar Hansensvej 1-13, DK-2600, Glostrup, Denmark
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Björnsson E, Thorgeirsson G, Helgadóttir A, Thorleifsson G, Sveinbjörnsson G, Kristmundsdóttir S, Jónsson H, Jónasdóttir A, Jónasdóttir Á, Sigurðsson Á, Guðnason T, Ólafsson Í, Sigurðsson EL, Sigurðardóttir Ó, Viðarsson B, Baldvinsson M, Bjarnason R, Danielsen R, Matthíasson SE, Thórarinsson BL, Grétarsdóttir S, Steinthórsdóttir V, Halldórsson BV, Andersen K, Arnar DO, Jónsdóttir I, Guðbjartsson DF, Hólm H, Thorsteinsdóttir U, Sulem P, Stefánsson K. Large-Scale Screening for Monogenic and Clinically Defined Familial Hypercholesterolemia in Iceland. Arterioscler Thromb Vasc Biol 2021; 41:2616-2628. [PMID: 34407635 PMCID: PMC8454500 DOI: 10.1161/atvbaha.120.315904] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Accepted: 08/02/2021] [Indexed: 01/07/2023]
Abstract
Objective: Familial hypercholesterolemia (FH) is traditionally defined as a monogenic disease characterized by severely elevated LDL-C (low-density lipoprotein cholesterol) levels. In practice, FH is commonly a clinical diagnosis without confirmation of a causative mutation. In this study, we sought to characterize and compare monogenic and clinically defined FH in a large sample of Icelanders. Approach and Results: We whole-genome sequenced 49 962 Icelanders and imputed the identified variants into an overall sample of 166 281 chip-genotyped Icelanders. We identified 20 FH mutations in LDLR, APOB, and PCSK9 with combined prevalence of 1 in 836. Monogenic FH was associated with severely elevated LDL-C levels and increased risk of premature coronary disease, aortic valve stenosis, and high burden of coronary atherosclerosis. We used a modified version of the Dutch Lipid Clinic Network criteria to screen for the clinical FH phenotype among living adult participants (N=79 058). Clinical FH was found in 2.2% of participants, of whom only 5.2% had monogenic FH. Mutation-negative clinical FH has a strong polygenic basis. Both individuals with monogenic FH and individuals with mutation-negative clinical FH were markedly undertreated with cholesterol-lowering medications and only a minority attained an LDL-C target of <2.6 mmol/L (<100 mg/dL; 11.0% and 24.9%, respectively) or <1.8 mmol/L (<70 mg/dL; 0.0% and 5.2%, respectively), as recommended for primary prevention by European Society of Cardiology/European Atherosclerosis Society cholesterol guidelines. Conclusions: Clinically defined FH is a relatively common phenotype that is explained by monogenic FH in only a minority of cases. Both monogenic and clinical FH confer high cardiovascular risk but are markedly undertreated.
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Affiliation(s)
- Eythór Björnsson
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
- Faculty of Medicine, University of Iceland, Reykjavík (E.B., E.L.S., R.B., K.A., D.O.A., I.J., U.T., K.S.)
- Department of Internal Medicine (E.B.), Landspítali-The National University Hospital of Iceland, Reykjavík
| | - Guðmundur Thorgeirsson
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
- Division of Cardiology, Department of Internal Medicine (G. Thorgeirsson, R.D., K.A., D.O.A.), Landspítali-The National University Hospital of Iceland, Reykjavík
| | - Anna Helgadóttir
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Guðmar Thorleifsson
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Garðar Sveinbjörnsson
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Snaedís Kristmundsdóttir
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Hákon Jónsson
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Aðalbjörg Jónasdóttir
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Áslaug Jónasdóttir
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Ásgeir Sigurðsson
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | | | - Ísleifur Ólafsson
- Department of Clinical Biochemistry (I.O.), Landspítali-The National University Hospital of Iceland, Reykjavík
| | - Emil L. Sigurðsson
- Faculty of Medicine, University of Iceland, Reykjavík (E.B., E.L.S., R.B., K.A., D.O.A., I.J., U.T., K.S.)
- Development Centre for the Primary Care, Reykjavík, Iceland (E.L.S.)
| | | | - Brynjar Viðarsson
- Department of Hematology (B.V.), Landspítali-The National University Hospital of Iceland, Reykjavík
- The Laboratory in Mjódd, Reykjavík, Iceland (B.V.)
| | | | - Ragnar Bjarnason
- Faculty of Medicine, University of Iceland, Reykjavík (E.B., E.L.S., R.B., K.A., D.O.A., I.J., U.T., K.S.)
- Children’s Medical Center (R.B.), Landspítali-The National University Hospital of Iceland, Reykjavík
| | - Ragnar Danielsen
- Division of Cardiology, Department of Internal Medicine (G. Thorgeirsson, R.D., K.A., D.O.A.), Landspítali-The National University Hospital of Iceland, Reykjavík
| | | | - Björn L. Thórarinsson
- Department of Neurology (B.L.T.), Landspítali-The National University Hospital of Iceland, Reykjavík
| | - Sólveig Grétarsdóttir
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Valgerður Steinthórsdóttir
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Bjarni V. Halldórsson
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Karl Andersen
- Faculty of Medicine, University of Iceland, Reykjavík (E.B., E.L.S., R.B., K.A., D.O.A., I.J., U.T., K.S.)
- Division of Cardiology, Department of Internal Medicine (G. Thorgeirsson, R.D., K.A., D.O.A.), Landspítali-The National University Hospital of Iceland, Reykjavík
| | - Davíð O. Arnar
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
- Faculty of Medicine, University of Iceland, Reykjavík (E.B., E.L.S., R.B., K.A., D.O.A., I.J., U.T., K.S.)
- Division of Cardiology, Department of Internal Medicine (G. Thorgeirsson, R.D., K.A., D.O.A.), Landspítali-The National University Hospital of Iceland, Reykjavík
| | - Ingileif Jónsdóttir
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
- Faculty of Medicine, University of Iceland, Reykjavík (E.B., E.L.S., R.B., K.A., D.O.A., I.J., U.T., K.S.)
| | - Daníel F. Guðbjartsson
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
- School of Engineering and Natural Sciences, University of Iceland, Reykjavík (D.F.G.)
| | - Hilma Hólm
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Unnur Thorsteinsdóttir
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
- Faculty of Medicine, University of Iceland, Reykjavík (E.B., E.L.S., R.B., K.A., D.O.A., I.J., U.T., K.S.)
| | - Patrick Sulem
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
| | - Kári Stefánsson
- deCODE genetics/Amgen, Inc, Reykjavík, Iceland (E.B., G. Thorgeirsson, A.H., G. Thorleifsson, G.S., S.K., H.J., Aðalbjörg Jónasdóttir, Áslaug Jónasdóttir, A.S., S.G., V.S., B.V.H., D.O.A., I.J., D.F.G., H.H., U.T., P.S., K.S.)
- Faculty of Medicine, University of Iceland, Reykjavík (E.B., E.L.S., R.B., K.A., D.O.A., I.J., U.T., K.S.)
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Lumbers RT, Shah S, Lin H, Czuba T, Henry A, Swerdlow DI, Mälarstig A, Andersson C, Verweij N, Holmes MV, Ärnlöv J, Svensson P, Hemingway H, Sallah N, Almgren P, Aragam KG, Asselin G, Backman JD, Biggs ML, Bloom HL, Boersma E, Brandimarto J, Brown MR, Brunner-La Rocca HP, Carey DJ, Chaffin MD, Chasman DI, Chazara O, Chen X, Chen X, Chung JH, Chutkow W, Cleland JGF, Cook JP, de Denus S, Dehghan A, Delgado GE, Denaxas S, Doney AS, Dörr M, Dudley SC, Engström G, Esko T, Fatemifar G, Felix SB, Finan C, Ford I, Fougerousse F, Fouodjio R, Ghanbari M, Ghasemi S, Giedraitis V, Giulianini F, Gottdiener JS, Gross S, Guðbjartsson DF, Gui H, Gutmann R, Haggerty CM, van der Harst P, Hedman ÅK, Helgadottir A, Hillege H, Hyde CL, Jacob J, Jukema JW, Kamanu F, Kardys I, Kavousi M, Khaw KT, Kleber ME, Køber L, Koekemoer A, Kraus B, Kuchenbaecker K, Langenberg C, Lind L, Lindgren CM, London B, Lotta LA, Lovering RC, Luan J, Magnusson P, Mahajan A, Mann D, Margulies KB, Marston NA, März W, McMurray JJV, Melander O, Melloni G, Mordi IR, Morley MP, Morris AD, Morris AP, Morrison AC, Nagle MW, Nelson CP, Newton-Cheh C, Niessner A, Niiranen T, Nowak C, O'Donoghue ML, Owens AT, Palmer CNA, Paré G, Perola M, Perreault LPL, Portilla-Fernandez E, Psaty BM, Rice KM, Ridker PM, Romaine SPR, Roselli C, Rotter JI, Ruff CT, Sabatine MS, Salo P, Salomaa V, van Setten J, Shalaby AA, Smelser DT, Smith NL, Stefansson K, Stender S, Stott DJ, Sveinbjörnsson G, Tammesoo ML, Tardif JC, Taylor KD, Teder-Laving M, Teumer A, Thorgeirsson G, Thorsteinsdottir U, Torp-Pedersen C, Trompet S, Tuckwell D, Tyl B, Uitterlinden AG, Vaura F, Veluchamy A, Visscher PM, Völker U, Voors AA, Wang X, Wareham NJ, Weeke PE, Weiss R, White HD, Wiggins KL, Xing H, Yang J, Yang Y, Yerges-Armstrong LM, Yu B, Zannad F, Zhao F, Wilk JB, Holm H, Sattar N, Lubitz SA, Lanfear DE, Shah S, Dunn ME, Wells QS, Asselbergs FW, Hingorani AD, Dubé MP, Samani NJ, Lang CC, Cappola TP, Ellinor PT, Vasan RS, Smith JG. The genomics of heart failure: design and rationale of the HERMES consortium. ESC Heart Fail 2021; 8:5531-5541. [PMID: 34480422 PMCID: PMC8712846 DOI: 10.1002/ehf2.13517] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 06/09/2021] [Accepted: 07/05/2021] [Indexed: 12/28/2022] Open
Abstract
Aims The HERMES (HEart failure Molecular Epidemiology for Therapeutic targetS) consortium aims to identify the genomic and molecular basis of heart failure. Methods and results The consortium currently includes 51 studies from 11 countries, including 68 157 heart failure cases and 949 888 controls, with data on heart failure events and prognosis. All studies collected biological samples and performed genome‐wide genotyping of common genetic variants. The enrolment of subjects into participating studies ranged from 1948 to the present day, and the median follow‐up following heart failure diagnosis ranged from 2 to 116 months. Forty‐nine of 51 individual studies enrolled participants of both sexes; in these studies, participants with heart failure were predominantly male (34–90%). The mean age at diagnosis or ascertainment across all studies ranged from 54 to 84 years. Based on the aggregate sample, we estimated 80% power to genetic variant associations with risk of heart failure with an odds ratio of ≥1.10 for common variants (allele frequency ≥ 0.05) and ≥1.20 for low‐frequency variants (allele frequency 0.01–0.05) at P < 5 × 10−8 under an additive genetic model. Conclusions HERMES is a global collaboration aiming to (i) identify the genetic determinants of heart failure; (ii) generate insights into the causal pathways leading to heart failure and enable genetic approaches to target prioritization; and (iii) develop genomic tools for disease stratification and risk prediction.
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Affiliation(s)
- R Thomas Lumbers
- Institute of Health Informatics, University College London, Gower St, London, WC1E 7HB, UK.,Health Data Research UK London, University College London, London, UK.,BHF Research Accelerator, University College London, London, UK
| | - Sonia Shah
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia.,Institute of Cardiovascular Science, University College London, London, UK
| | - Honghuang Lin
- Section of Computational Biomedicine, Department of Medicine, Boston University School of Medicine, Boston, MA, USA.,National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, MA, USA
| | - Tomasz Czuba
- Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, Sweden
| | - Albert Henry
- Institute of Health Informatics, University College London, Gower St, London, WC1E 7HB, UK.,Institute of Cardiovascular Science, University College London, London, UK
| | - Daniel I Swerdlow
- Institute of Cardiovascular Science, University College London, London, UK.,Department of Medicine, Imperial College London, London, UK
| | - Anders Mälarstig
- Pfizer Worldwide Research & Development, Cambridge, MA, USA.,Cardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institute, Stockholm, Sweden
| | - Charlotte Andersson
- National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, MA, USA.,Department of Cardiology, Herlev Gentofte Hospital, Herlev, Denmark
| | - Niek Verweij
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Michael V Holmes
- Medical Research Council Population Health Research Unit at the University of Oxford, Oxford, UK.,Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, Big Data Institute, University of Oxford, Oxford, UK.,National Institute for Health Research Oxford Biomedical Research Centre, Oxford University Hospital, Oxford, UK
| | - Johan Ärnlöv
- Department of Neurobiology, Care Sciences and Society/Section of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden.,School of Health and Social Sciences, Dalarna University, Falun, Sweden
| | - Per Svensson
- Department of Clinical Science and Education, Karolinska Institutet, Södersjukhuset, Stockholm, Sweden.,Department of Cardiology, Södersjukhuset, Stockholm, Sweden
| | - Harry Hemingway
- Institute of Health Informatics, University College London, Gower St, London, WC1E 7HB, UK.,Health Data Research UK London, University College London, London, UK.,The National Institute for Health Research, University College London Hospitals Biomedical Research Centre, University College London, London, UK
| | - Neneh Sallah
- Institute of Health Informatics, University College London, Gower St, London, WC1E 7HB, UK.,Health Data Research UK London, University College London, London, UK.,UCL Genetics Institute, University College London, London, UK
| | - Peter Almgren
- Department of Clinical Sciences, Lund University, Malmö, Sweden
| | - Krishna G Aragam
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.,Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | | | | | - Mary L Biggs
- Department of Biostatistics, University of Washington, Seattle, WA, USA.,Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology and Health Services, University of Washington, Seattle, WA, USA
| | - Heather L Bloom
- Division of Cardiology, Department of Medicine, Emory University Medical Center, Atlanta, GA, USA
| | - Eric Boersma
- Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Jeffrey Brandimarto
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Michael R Brown
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | | | - David J Carey
- Department of Molecular and Functional Genomics, Geisinger, Danville, PA, USA
| | - Mark D Chaffin
- Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Olympe Chazara
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge, UK
| | - Xing Chen
- Pfizer Worldwide Research & Development, Cambridge, MA, USA
| | - Xu Chen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | | | - William Chutkow
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - John G F Cleland
- Robertson Centre for Biostatistics & Glasgow Clinical Trials Unit, Institute of Health and Wellbeing, University of Glasgow, Glasgow Royal Infirmary, Glasgow, UK.,National Heart and Lung Institute, Imperial College, London, UK
| | - James P Cook
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Simon de Denus
- Montreal Heart Institute, Montreal, Quebec, Canada.,Faculty of Pharmacy, Université de Montréal, Montreal, Quebec, Canada
| | - Abbas Dehghan
- Department of Epidemiology and Biostatistics, Imperial College London, St Mary's Campus, London, UK.,MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, St Mary's Campus, London, UK
| | - Graciela E Delgado
- Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Spiros Denaxas
- Institute of Health Informatics, University College London, Gower St, London, WC1E 7HB, UK.,Health Data Research UK London, University College London, London, UK.,The National Institute for Health Research, University College London Hospitals Biomedical Research Centre, University College London, London, UK.,The Alan Turing Institute, British Library, London, UK
| | - Alexander S Doney
- Division of Molecular and Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Marcus Dörr
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany.,DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Samuel C Dudley
- Cardiovascular Division, Department of Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Gunnar Engström
- Department of Clinical Sciences, Lund University, Malmö, Sweden
| | - Tõnu Esko
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Ghazaleh Fatemifar
- Institute of Health Informatics, University College London, Gower St, London, WC1E 7HB, UK.,Health Data Research UK London, University College London, London, UK
| | - Stephan B Felix
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany.,DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Chris Finan
- Institute of Cardiovascular Science, University College London, London, UK
| | - Ian Ford
- Robertson Centre for Biostatistics & Glasgow Clinical Trials Unit, Institute of Health and Wellbeing, University of Glasgow, Glasgow Royal Infirmary, Glasgow, UK
| | - Francoise Fougerousse
- Translational and Clinical Research, Servier Cardiovascular Center for Therapeutic Innovation, Suresnes, France
| | | | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Sahar Ghasemi
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.,Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Geriatrics, Uppsala University, Uppsala, Sweden
| | - Franco Giulianini
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - John S Gottdiener
- Department of Medicine, Division of Cardiology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Stefan Gross
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany.,DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Daníel F Guðbjartsson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland.,School of Engineering and Natural Sciences, University of Iceland, Reykjavik, Iceland
| | - Hongsheng Gui
- Center for Individualized and Genomic Medicine Research, Department of Internal Medicine, Henry Ford Hospital, Detroit, MI, USA
| | - Rebecca Gutmann
- Division of Cardiovascular Medicine, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | | | - Pim van der Harst
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.,Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.,Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, The Netherlands
| | - Åsa K Hedman
- Cardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institute, Stockholm, Sweden
| | | | - Hans Hillege
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Craig L Hyde
- Pfizer Worldwide Research & Development, Cambridge, MA, USA
| | - Jaison Jacob
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands.,Netherlands Heart Institute, Utrecht, The Netherlands
| | - Frederick Kamanu
- Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Isabella Kardys
- Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Maryam Kavousi
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Kay-Tee Khaw
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Marcus E Kleber
- Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Lars Køber
- Department of Cardiology, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
| | - Andrea Koekemoer
- Department of Cardiovascular Sciences, University of Leicester and NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK
| | - Bill Kraus
- Duke Molecular Physiology Institute, Durham, NC, USA
| | - Karoline Kuchenbaecker
- UCL Genetics Institute, University College London, London, UK.,Division of Psychiatry, University College of London, London, UK
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Cecilia M Lindgren
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Big Data Institute at the Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK.,Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Barry London
- Division of Cardiovascular Medicine and Abboud Cardiovascular Research Center, University of Iowa, Iowa City, IA, USA
| | - Luca A Lotta
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Ruth C Lovering
- Institute of Cardiovascular Science, University College London, London, UK
| | - Jian'an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Patrik Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | | | - Douglas Mann
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Kenneth B Margulies
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Nicholas A Marston
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Winfried März
- Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany.,Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, Germany.,Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - John J V McMurray
- BHF Cardiovascular Research Centre, University of Glasgow, Glasgow, UK
| | - Olle Melander
- Department of Internal Medicine, Clinical Sciences, Lund University and Skåne University Hospital, Malmö, Sweden
| | - Giorgio Melloni
- Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Ify R Mordi
- Division of Molecular and Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Michael P Morley
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Andrew D Morris
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Andrew P Morris
- Department of Biostatistics, University of Liverpool, Liverpool, UK.,Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | | | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester and NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK
| | - Christopher Newton-Cheh
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.,Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
| | - Alexander Niessner
- Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria
| | - Teemu Niiranen
- Finnish Institute for Health and Welfare, Helsinki, Finland.,Department of Medicine, Turku University Hospital and University of Turku, Turku, Finland
| | - Christoph Nowak
- Department of Neurobiology, Care Sciences and Society/Section of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden
| | - Michelle L O'Donoghue
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Anjali T Owens
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Colin N A Palmer
- Division of Molecular and Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Guillaume Paré
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Markus Perola
- National Institute for Health and Welfare, Helsinki, Finland
| | | | - Eliana Portilla-Fernandez
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands.,Division of Vascular Medicine and Pharmacology, Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology and Health Services, University of Washington, Seattle, WA, USA.,Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, USA
| | - Kenneth M Rice
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Simon P R Romaine
- Department of Cardiovascular Sciences, University of Leicester and NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK
| | - Carolina Roselli
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.,Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Christian T Ruff
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Marc S Sabatine
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Perttu Salo
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Veikko Salomaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Jessica van Setten
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, University of Utrecht, Utrecht, The Netherlands
| | - Alaa A Shalaby
- Division of Cardiology, Department of Medicine, University of Pittsburgh Medical Center and VA Pittsburgh HCS, Pittsburgh, PA, USA
| | - Diane T Smelser
- Department of Molecular and Functional Genomics, Geisinger, Danville, PA, USA
| | - Nicholas L Smith
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, USA.,Department of Epidemiology, University of Washington, Seattle, WA, USA.,Department of Veterans Affairs Office of Research and Development, Seattle Epidemiologic Research and Information Center, Seattle, WA, USA
| | - Kari Stefansson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland.,Faculty of Medicine, Department of Medicine, University of Iceland, Reykjavik, Iceland
| | - Steen Stender
- Department of Clinical Biochemistry, Copenhagen University Hospital, Herlev and Gentofte, Denmark
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | | | - Mari-Liis Tammesoo
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Jean-Claude Tardif
- Montreal Heart Institute, Montreal, Quebec, Canada.,Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Kent D Taylor
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Maris Teder-Laving
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Alexander Teumer
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.,Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Guðmundur Thorgeirsson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland.,Faculty of Medicine, Department of Medicine, University of Iceland, Reykjavik, Iceland
| | - Unnur Thorsteinsdottir
- deCODE genetics/Amgen Inc., Reykjavik, Iceland.,Faculty of Medicine, Department of Medicine, University of Iceland, Reykjavik, Iceland
| | - Christian Torp-Pedersen
- Department of Epidemiology and Biostatistics, Aalborg University Hospital, Aalborg, Denmark.,Department of Health, Science and Technology, Aalborg University Hospital, Aalborg, Denmark.,Department of Cardiology, Aalborg University Hospital, Aalborg, Denmark
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands.,Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Danny Tuckwell
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Benoit Tyl
- Translational and Clinical Research, Servier Cardiovascular Center for Therapeutic Innovation, Suresnes, France
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands.,Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Felix Vaura
- Finnish Institute for Health and Welfare, Helsinki, Finland.,Department of Clinical Medicine, University of Turku, Turku, Finland
| | - Abirami Veluchamy
- Division of Molecular and Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Peter M Visscher
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Uwe Völker
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.,Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Adriaan A Voors
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Xiaosong Wang
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Nicholas J Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Peter E Weeke
- Department of Cardiology, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
| | - Raul Weiss
- Division of Cardiovascular Medicine, Department of Internal Medicine, The Ohio State University Medical Center, Columbus, OH, USA
| | - Harvey D White
- Green Lane Cardiovascular Service, Auckland City Hospital, Auckland, New Zealand
| | - Kerri L Wiggins
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Heming Xing
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Jian Yang
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Yifan Yang
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | | | - Bing Yu
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Faiez Zannad
- CHU de Nancy, Inserm and INI-CRCT (F-CRIN), Institut Lorrain du Coeur et des Vaisseaux, Université de Lorraine, Nancy, France
| | - Faye Zhao
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | -
- Regeneron Genetics Center, Tarrytown, NY, USA
| | - Jemma B Wilk
- Pfizer Worldwide Research & Development, Cambridge, MA, USA
| | - Hilma Holm
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
| | - Naveed Sattar
- BHF Cardiovascular Research Centre, University of Glasgow, Glasgow, UK
| | - Steven A Lubitz
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Cardiac Arrhythmia Service and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - David E Lanfear
- Center for Individualized and Genomic Medicine Research, Department of Internal Medicine, Henry Ford Hospital, Detroit, MI, USA.,Heart and Vascular Institute, Henry Ford Hospital, Detroit, MI, USA
| | - Svati Shah
- Duke Molecular Physiology Institute, Durham, NC, USA.,Division of Cardiology, Department of Medicine, Duke University Medical Center, Durham, NC, USA.,Duke Clinical Research Institute, Durham, NC, USA
| | - Michael E Dunn
- Regeneron Pharmaceuticals, Cardiovascular Research, Tarrytown, NY, USA
| | - Quinn S Wells
- Division of Cardiovascular Medicine and the Vanderbilt Translational and Clinical Cardiovascular Research Center, Vanderbilt University, Nashville, TN, USA
| | - Folkert W Asselbergs
- Health Data Research UK London, University College London, London, UK.,BHF Research Accelerator, University College London, London, UK.,Institute of Cardiovascular Science, University College London, London, UK.,Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, University of Utrecht, Utrecht, The Netherlands
| | - Aroon D Hingorani
- BHF Research Accelerator, University College London, London, UK.,Institute of Cardiovascular Science, University College London, London, UK
| | - Marie-Pierre Dubé
- Montreal Heart Institute, Montreal, Quebec, Canada.,Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester and NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK
| | - Chim C Lang
- Division of Molecular and Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Thomas P Cappola
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Patrick T Ellinor
- Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Cardiac Arrhythmia Service and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Ramachandran S Vasan
- National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, MA, USA.,Sections of Cardiology, Preventive Medicine and Epidemiology, Department of Medicine, Boston University Schools of Medicine and Public Health, Boston, MA, USA
| | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, Sweden.,Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Wallenberg Center for Molecular Medicine and Lund University Diabetes Center, Lund University, Lund, Sweden.,The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiology, Sahlgrenska University Hospital, Gothenburg, Sweden
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5
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Björnsson E, Thorleifsson G, Helgadóttir A, Guðnason T, Guðbjartsson T, Andersen K, Grétarsdóttir S, Ólafsson Í, Tragante V, Ólafsson ÓH, Jónsdóttir B, Eyjólfsson GI, Sigurðardóttir Ó, Thorgeirsson G, Guðbjartsson DF, Thorsteinsdóttir U, Hólm H, Stefánsson K. Association of Genetically Predicted Lipid Levels With the Extent of Coronary Atherosclerosis in Icelandic Adults. JAMA Cardiol 2021; 5:13-20. [PMID: 31746962 PMCID: PMC6902100 DOI: 10.1001/jamacardio.2019.2946] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Importance Genetic studies have evaluated the influence of blood lipid levels on the risk of coronary artery disease (CAD), but less is known about how they are associated with the extent of coronary atherosclerosis. Objective To estimate the contributions of genetically predicted blood lipid levels on the extent of coronary atherosclerosis. Design, Setting, and Participants This genetic study included Icelandic adults who had undergone coronary angiography or assessment of coronary artery calcium using cardiac computed tomography. The study incorporates data collected from January 1987 to December 2017 in Iceland in the Swedish Coronary Angiography and Angioplasty Registry and 2 registries of individuals who had undergone percutaneous coronary interventions and coronary artery bypass grafting. For each participant, genetic scores were calculated for levels of non-high-density lipoprotein cholesterol (non-HDL-C), low-density lipoprotein cholesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C), and triglycerides, based on reported effect sizes of 345 independent, lipid-associated variants. The genetic scores' predictive ability for lipid levels was assessed in more than 87 000 Icelandic adults. A mendelian randomization approach was used to estimate the contribution of each lipid trait. Exposures Genetic scores for levels of non-HDL-C, LDL-C, HDL-C, and triglycerides. Main Outcomes and Measures The extent of angiographic CAD and coronary artery calcium quantity. Results A total of 12 460 adults (mean [SD] age, 65.1 [10.7] years; 8383 men [67.3%]) underwent coronary angiography, and 4837 had coronary artery calcium assessed by computed tomography. A genetically predicted increase in non-HDL-C levels by 1 SD (38 mg/dL [to convert to millimoles per liter, multiply by 0.0259]) was associated with greater odds of obstructive CAD (odds ratio [OR], 1.83 [95% CI, 1.63-2.07]; P = 2.8 × 10-23). Among patients with obstructive CAD, there were significant associations with multivessel disease (OR, 1.26 [95% CI, 1.11-1.44]; P = 4.1 × 10-4) and 3-vessel disease (OR, 1.47 [95% CI, 1.26-1.72]; P = 9.2 × 10-7). There were also significant associations with the presence of coronary artery calcium (OR, 2.04 [95% CI, 1.70-2.44]; P = 5.3 × 10-15) and loge-transformed coronary artery calcium (effect, 0.70 [95% CI, 0.53-0.87]; P = 1.0 × 10-15). Genetically predicted levels of non-HDL-C remained associated with obstructive CAD and coronary artery calcium extent even after accounting for the association with LDL-C. Genetically predicted levels of HDL-C and triglycerides were associated individually with the extent of coronary atherosclerosis, but not after accounting for the association with non-HDL cholesterol. Conclusions and Relevance In this study, genetically predicted levels of non-HDL-C were associated with the extent of coronary atherosclerosis as estimated by 2 different methods. The association was stronger than for genetically predicted levels of LDL-C. These findings further support the notion that non-HDL-C may be a better marker of the overall burden of atherogenic lipoproteins than LDL-C.
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Affiliation(s)
- Eythór Björnsson
- deCODE genetics/Amgen Inc, Reykjavík, Iceland.,Faculty of Medicine, University of Iceland, Reykjavík, Iceland.,Division of Cardiology, Landspítali-The National University Hospital of Iceland, Reykjavík, Iceland
| | | | | | - Thórarinn Guðnason
- Division of Cardiology, Landspítali-The National University Hospital of Iceland, Reykjavík, Iceland
| | - Tómas Guðbjartsson
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland.,Division of Cardiothoracic Surgery, Landspítali-The National University Hospital of Iceland, Reykjavík, Iceland
| | - Karl Andersen
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland.,Division of Cardiology, Landspítali-The National University Hospital of Iceland, Reykjavík, Iceland
| | | | - Ísleifur Ólafsson
- Department of Clinical Biochemistry, Landspítali-The National University Hospital of Iceland, Reykjavík, Iceland
| | - Vinicius Tragante
- deCODE genetics/Amgen Inc, Reykjavík, Iceland.,Division of Heart & Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Ólafur Hreiðar Ólafsson
- deCODE genetics/Amgen Inc, Reykjavík, Iceland.,Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | | | | | | | - Guðmundur Thorgeirsson
- deCODE genetics/Amgen Inc, Reykjavík, Iceland.,Faculty of Medicine, University of Iceland, Reykjavík, Iceland.,Division of Cardiology, Landspítali-The National University Hospital of Iceland, Reykjavík, Iceland
| | - Daníel F Guðbjartsson
- deCODE genetics/Amgen Inc, Reykjavík, Iceland.,School of Engineering and Natural Sciences, University of Iceland, Reykjavík, Iceland
| | - Unnur Thorsteinsdóttir
- deCODE genetics/Amgen Inc, Reykjavík, Iceland.,Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Hilma Hólm
- deCODE genetics/Amgen Inc, Reykjavík, Iceland
| | - Kári Stefánsson
- deCODE genetics/Amgen Inc, Reykjavík, Iceland.,Faculty of Medicine, University of Iceland, Reykjavík, Iceland
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6
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Shah S, Henry A, Roselli C, Lin H, Sveinbjörnsson G, Fatemifar G, Hedman ÅK, Wilk JB, Morley MP, Chaffin MD, Helgadottir A, Verweij N, Dehghan A, Almgren P, Andersson C, Aragam KG, Ärnlöv J, Backman JD, Biggs ML, Bloom HL, Brandimarto J, Brown MR, Buckbinder L, Carey DJ, Chasman DI, Chen X, Chen X, Chung J, Chutkow W, Cook JP, Delgado GE, Denaxas S, Doney AS, Dörr M, Dudley SC, Dunn ME, Engström G, Esko T, Felix SB, Finan C, Ford I, Ghanbari M, Ghasemi S, Giedraitis V, Giulianini F, Gottdiener JS, Gross S, Guðbjartsson DF, Gutmann R, Haggerty CM, van der Harst P, Hyde CL, Ingelsson E, Jukema JW, Kavousi M, Khaw KT, Kleber ME, Køber L, Koekemoer A, Langenberg C, Lind L, Lindgren CM, London B, Lotta LA, Lovering RC, Luan J, Magnusson P, Mahajan A, Margulies KB, März W, Melander O, Mordi IR, Morgan T, Morris AD, Morris AP, Morrison AC, Nagle MW, Nelson CP, Niessner A, Niiranen T, O'Donoghue ML, Owens AT, Palmer CNA, Parry HM, Perola M, Portilla-Fernandez E, Psaty BM, Rice KM, Ridker PM, Romaine SPR, Rotter JI, Salo P, Salomaa V, van Setten J, Shalaby AA, Smelser DT, Smith NL, Stender S, Stott DJ, Svensson P, Tammesoo ML, Taylor KD, Teder-Laving M, Teumer A, Thorgeirsson G, Thorsteinsdottir U, Torp-Pedersen C, Trompet S, Tyl B, Uitterlinden AG, Veluchamy A, Völker U, Voors AA, Wang X, Wareham NJ, Waterworth D, Weeke PE, Weiss R, Wiggins KL, Xing H, Yerges-Armstrong LM, Yu B, Zannad F, Zhao JH, Hemingway H, Samani NJ, McMurray JJV, Yang J, Visscher PM, Newton-Cheh C, Malarstig A, Holm H, Lubitz SA, Sattar N, Holmes MV, Cappola TP, Asselbergs FW, Hingorani AD, Kuchenbaecker K, Ellinor PT, Lang CC, Stefansson K, Smith JG, Vasan RS, Swerdlow DI, Lumbers RT. Genome-wide association and Mendelian randomisation analysis provide insights into the pathogenesis of heart failure. Nat Commun 2020; 11:163. [PMID: 31919418 PMCID: PMC6952380 DOI: 10.1038/s41467-019-13690-5] [Citation(s) in RCA: 360] [Impact Index Per Article: 90.0] [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: 07/08/2019] [Accepted: 11/18/2019] [Indexed: 12/20/2022] Open
Abstract
Heart failure (HF) is a leading cause of morbidity and mortality worldwide. A small proportion of HF cases are attributable to monogenic cardiomyopathies and existing genome-wide association studies (GWAS) have yielded only limited insights, leaving the observed heritability of HF largely unexplained. We report results from a GWAS meta-analysis of HF comprising 47,309 cases and 930,014 controls. Twelve independent variants at 11 genomic loci are associated with HF, all of which demonstrate one or more associations with coronary artery disease (CAD), atrial fibrillation, or reduced left ventricular function, suggesting shared genetic aetiology. Functional analysis of non-CAD-associated loci implicate genes involved in cardiac development (MYOZ1, SYNPO2L), protein homoeostasis (BAG3), and cellular senescence (CDKN1A). Mendelian randomisation analysis supports causal roles for several HF risk factors, and demonstrates CAD-independent effects for atrial fibrillation, body mass index, and hypertension. These findings extend our knowledge of the pathways underlying HF and may inform new therapeutic strategies.
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Affiliation(s)
- Sonia Shah
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, 4072, Australia
- Institute of Cardiovascular Science, University College London, London, UK
- British Heart Foundation Research Accelerator, University College London, London, UK
| | - Albert Henry
- Institute of Cardiovascular Science, University College London, London, UK
- British Heart Foundation Research Accelerator, University College London, London, UK
- Institute of Health Informatics, University College London, London, UK
| | - Carolina Roselli
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Honghuang Lin
- Section of Computational Biomedicine, Department of Medicine, Boston University School of Medicine, Boston, MA, USA
- National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, MA, USA
| | | | - Ghazaleh Fatemifar
- British Heart Foundation Research Accelerator, University College London, London, UK
- Institute of Health Informatics, University College London, London, UK
- Health Data Research UK London, University College London, London, UK
| | - Åsa K Hedman
- Cardiovascular Medicine unit, Department of Medicine Solna, Karolinska Institute, Stockholm, Sweden
| | - Jemma B Wilk
- Pfizer Worldwide Research & Development, 1 Portland St, Cambridge, MA, USA
| | - Michael P Morley
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Mark D Chaffin
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Anna Helgadottir
- deCODE genetics/Amgen Inc., Sturlugata 8, 101, Reykjavik, Iceland
| | - Niek Verweij
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Abbas Dehghan
- Department of Epidemiology and Biostatistics, Imperial College London, St Mary's Campus, London, W2 1PG, UK
- MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, St Mary's Campus, London, W2 1PG, UK
| | - Peter Almgren
- Department of Clinical Sciences, Lund University, Malmö, Sweden
| | - Charlotte Andersson
- National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, MA, USA
- Department of Cardiology, Herlev Gentofte Hospital, Herlev Ringvej 57, 2650, Herlev, Denmark
| | - Krishna G Aragam
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Johan Ärnlöv
- Department of Neurobiology, Care Sciences and Society/ Section of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden
- School of Health and Social Sciences, Dalarna University, Falun, Sweden
| | - Joshua D Backman
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY, 10591, USA
| | - Mary L Biggs
- Department of Biostatistics, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Heather L Bloom
- Division of Cardiology, Department of Medicine, Emory University Medical Center, Atlanta, GA, USA
| | - Jeffrey Brandimarto
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Michael R Brown
- Department of Epidemiology, Human Genetics, and Environmental Sciences, The University of Texas School of Public Health, Houston, Texas, USA
| | - Leonard Buckbinder
- Pfizer Worldwide Research & Development, 1 Portland St, Cambridge, MA, USA
| | - David J Carey
- Department of Molecular and Functional Genomics, Geisinger, Danville, PA, USA
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, 02215, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Xing Chen
- Pfizer Worldwide Research & Development, 1 Portland St, Cambridge, MA, USA
| | - Xu Chen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Jonathan Chung
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY, 10591, USA
| | - William Chutkow
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - James P Cook
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Graciela E Delgado
- Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Spiros Denaxas
- British Heart Foundation Research Accelerator, University College London, London, UK
- Institute of Health Informatics, University College London, London, UK
- Health Data Research UK London, University College London, London, UK
- The National Institute for Health Research University College London Hospitals Biomedical Research Centre, University College London, London, UK
- The Alan Turing Institute, London, United Kingdom
| | - Alexander S Doney
- Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Marcus Dörr
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Samuel C Dudley
- Cardiovascular Division, Department of Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Michael E Dunn
- Regeneron Pharmaceuticals, Cardiovascular Research, 777 Old Saw Mill River Road, Tarrytown, NY, 10591, USA
| | - Gunnar Engström
- Department of Clinical Sciences, Lund University, Malmö, Sweden
| | - Tõnu Esko
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, 51010, Estonia
| | - Stephan B Felix
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Chris Finan
- Institute of Cardiovascular Science, University College London, London, UK
- British Heart Foundation Research Accelerator, University College London, London, UK
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Sahar Ghasemi
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Geriatrics, Uppsala University, Uppsala, 75185, Sweden
| | - Franco Giulianini
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, 02215, USA
| | - John S Gottdiener
- Department of Medicine, Division of Cardiology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Stefan Gross
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Daníel F Guðbjartsson
- deCODE genetics/Amgen Inc., Sturlugata 8, 101, Reykjavik, Iceland
- School of Engineering and Natural Sciences, University of Iceland, 101, Reykjavik, Iceland
| | - Rebecca Gutmann
- Division of Cardiovascular Medicine, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | | | - 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
- Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, The Netherlands
| | - Craig L Hyde
- Pfizer Worldwide Research & Development, 1 Portland St, Cambridge, MA, USA
| | - Erik Ingelsson
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
- Stanford Cardiovascular Institute, Stanford University, Stanford, CA, 94305, USA
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Stanford Diabetes Research Center, Stanford University, Stanford, CA, 94305, USA
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Einthoven Laboratory for Experimental Vascular Medicine, LUMC, Leiden, The Netherlands
| | - Maryam Kavousi
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Kay-Tee Khaw
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Marcus E Kleber
- Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Lars Køber
- Department of Cardiology, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
| | - Andrea Koekemoer
- Department of Cardiovascular Sciences, University of Leicester and NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Cecilia M Lindgren
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Big Data Institute at the Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Barry London
- Division of Cardiovascular Medicine and Abboud Cardiovascular Research Center, University of Iowa, Iowa City, IA, USA
| | - Luca A Lotta
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Ruth C Lovering
- Institute of Cardiovascular Science, University College London, London, UK
- British Heart Foundation Research Accelerator, University College London, London, UK
| | - Jian'an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Patrik Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Kenneth B Margulies
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Winfried März
- Department of Biostatistics, University of Liverpool, Liverpool, UK
- Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Olle Melander
- Department of Internal Medicine, Clinical Sciences, Lund University and Skåne University Hospital, Malmö, Sweden
| | - Ify R Mordi
- Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Thomas Morgan
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
- Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Andrew D Morris
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, United Kingdom
| | - Andrew P Morris
- Department of Biostatistics, University of Liverpool, Liverpool, UK
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Alanna C Morrison
- Department of Epidemiology, Human Genetics, and Environmental Sciences, The University of Texas School of Public Health, Houston, Texas, USA
| | - Michael W Nagle
- Pfizer Worldwide Research & Development, 1 Portland St, Cambridge, MA, USA
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester and NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK
| | - Alexander Niessner
- Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria
| | - Teemu Niiranen
- National Institute for Health and Welfare, Helsinki, Finland
- Department of Medicine, Turku University Hospital and University of Turku, Turku, Finland
| | - Michelle L O'Donoghue
- TIMI Study Group, Cardiovascular Division, Brigham and Women's Hospital, Boston, MA, USA
| | - Anjali T Owens
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Colin N A Palmer
- Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Helen M Parry
- Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Markus Perola
- National Institute for Health and Welfare, Helsinki, Finland
| | - Eliana Portilla-Fernandez
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Division of Vascular Medicine and Pharmacology, Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Bruce M Psaty
- Department of Medicine, Epidemiology, and Health Services, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, USA
| | - Kenneth M Rice
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, 02215, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Simon P R Romaine
- Department of Cardiovascular Sciences, University of Leicester and NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Departments of Pediatrics and Medicine, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Perttu Salo
- National Institute for Health and Welfare, Helsinki, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Jessica van Setten
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, University of Utrecht, Utrecht, The Netherlands
| | - Alaa A Shalaby
- Division of Cardiology, Department of Medicine, University of Pittsburgh Medical Center and VA Pittsburgh HCS, Pittsburgh, PA, USA
| | - Diane T Smelser
- Department of Molecular and Functional Genomics, Geisinger, Danville, PA, USA
| | - Nicholas L Smith
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs Office of Research & Development, Seattle, WA, USA
| | - Steen Stender
- Department of Clinical Biochemistry, Copenhagen University Hospital, Herlev and Gentofte, København, Denmark
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Per Svensson
- Department of Clinical Science and Education, Södersjukhuset, Karolinska Institutet, Stockholm, Sweden
- Department of Cardiology, Södersjukhuset, Stockholm, Sweden
| | - Mari-Liis Tammesoo
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, 51010, Estonia
| | - Kent D Taylor
- Institute for Translational Genomics and Population Sciences, LABiomed and Departments of Pediatrics at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
| | - Maris Teder-Laving
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, 51010, Estonia
| | - Alexander Teumer
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Guðmundur Thorgeirsson
- deCODE genetics/Amgen Inc., Sturlugata 8, 101, Reykjavik, Iceland
- Division of Cardiology, Department of Internal Medicine, Landspitali, National University Hospital of Iceland, Hringbraut, 101, Reykjavik, Iceland
| | - Unnur Thorsteinsdottir
- deCODE genetics/Amgen Inc., Sturlugata 8, 101, Reykjavik, Iceland
- Faculty of Medicine, Department of Medicine, University of Iceland, Saemundargata 2, 101, Reykjavik, Iceland
| | - Christian Torp-Pedersen
- Department of Epidemiology and Biostatistics, Aalborg University Hospital, Aalborg, Denmark
- Department of Health, Science and Technology, Aalborg University Hospital, Aalborg, Denmark
- Departments of Cardiology, Aalborg University Hospital, Aalborg, Denmark
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Benoit Tyl
- Translational and Clinical Research, Servier Cardiovascular Center for Therapeutic Innovation, 50 rue Carnot, 92284, Suresnes, France
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Abirami Veluchamy
- Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Uwe Völker
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Adriaan A Voors
- Section of Computational Biomedicine, Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Xiaosong Wang
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Nicholas J Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | | | - Peter E Weeke
- Department of Cardiology, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
| | - Raul Weiss
- Division of Cardiovascular Medicine, Department of Internal Medicine, The Ohio State University Medical Center, Columbus, OH, USA
| | - Kerri L Wiggins
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Heming Xing
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | | | - Bing Yu
- Department of Epidemiology, Human Genetics, and Environmental Sciences, The University of Texas School of Public Health, Houston, Texas, USA
| | - Faiez Zannad
- Université de Lorraine, CHU de Nancy, Inserm and INI-CRCT (F-CRIN), Institut Lorrain du Coeur et des Vaisseaux, 54500, Vandoeuvre Lès, Nancy, France
| | - Jing Hua Zhao
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Harry Hemingway
- British Heart Foundation Research Accelerator, University College London, London, UK
- Institute of Health Informatics, University College London, London, UK
- Health Data Research UK London, University College London, London, UK
- BHF Cardiovascular Research Centre, University of Glasgow, Glasgow, United Kingdom
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester and NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK
| | - John J V McMurray
- BHF Cardiovascular Research Centre, University of Glasgow, Glasgow, United Kingdom
| | - Jian Yang
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, 4072, Australia
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Peter M Visscher
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, 4072, Australia
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Christopher Newton-Cheh
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
| | - Anders Malarstig
- Cardiovascular Medicine unit, Department of Medicine Solna, Karolinska Institute, Stockholm, Sweden
- Pfizer Worldwide Research & Development, 1 Portland St, Cambridge, MA, USA
| | - Hilma Holm
- deCODE genetics/Amgen Inc., Sturlugata 8, 101, Reykjavik, Iceland
| | - Steven A Lubitz
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiac Arrhythmia Service and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Naveed Sattar
- BHF Cardiovascular Research Centre, University of Glasgow, Glasgow, United Kingdom
| | - Michael V Holmes
- Medical Research Council Population Health Research Unit at the University of Oxford, Oxford, UK
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, Big Data Institute, University of Oxford, Oxford, UK
- National Institute for Health Research Oxford Biomedical Research Centre, Oxford University Hospital, Oxford, UK
| | - Thomas P Cappola
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Folkert W Asselbergs
- Institute of Cardiovascular Science, University College London, London, UK
- British Heart Foundation Research Accelerator, University College London, London, UK
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, University of Utrecht, Utrecht, The Netherlands
| | - Aroon D Hingorani
- Institute of Cardiovascular Science, University College London, London, UK
- British Heart Foundation Research Accelerator, University College London, London, UK
| | - Karoline Kuchenbaecker
- Division of Psychiatry, University College of London, London, W1T 7NF, UK
- UCL Genetics Institute, University College London, London, WC1E 6BT, UK
| | - Patrick T Ellinor
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiac Arrhythmia Service and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Chim C Lang
- Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Kari Stefansson
- deCODE genetics/Amgen Inc., Sturlugata 8, 101, Reykjavik, Iceland
- Faculty of Medicine, Department of Medicine, University of Iceland, Saemundargata 2, 101, Reykjavik, Iceland
| | - J Gustav Smith
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, Sweden
- Wallenberg Center for Molecular Medicine and Lund University Diabetes Center, Lund University, Lund, Sweden
| | - Ramachandran S Vasan
- National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, MA, USA
- Sections of Cardiology, Preventive Medicine and Epidemiology, Department of Medicine, Boston University Schools of Medicine and Public Health, Boston, MA, USA
| | - Daniel I Swerdlow
- Institute of Cardiovascular Science, University College London, London, UK
| | - R Thomas Lumbers
- British Heart Foundation Research Accelerator, University College London, London, UK.
- Institute of Health Informatics, University College London, London, UK.
- Health Data Research UK London, University College London, London, UK.
- Bart's Heart Centre, St. Bartholomew's Hospital, London, UK.
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7
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Gunnarsson B, Jónsdóttir GA, Björnsdóttir G, Konte B, Sulem P, Kristmundsdóttir S, Kehr B, Gústafsson Ó, Helgason H, Iordache PD, Ólafsson S, Frigge ML, Þorleifsson G, Arnarsdóttir S, Stefánsdóttir B, Giegling I, Djurovic S, Sundet KS, Espeseth T, Melle I, Hartmann AM, Thorsteinsdottir U, Kong A, Guðbjartsson DF, Ettinger U, Andreassen OA, Dan Rujescu, Halldórsson JG, Stefánsson H, Halldórsson BV, Stefánsson K. A sequence variant associating with educational attainment also affects childhood cognition. Sci Rep 2016; 6:36189. [PMID: 27811963 PMCID: PMC5095652 DOI: 10.1038/srep36189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 05/25/2016] [Accepted: 10/12/2016] [Indexed: 11/21/2022] Open
Abstract
Only a few common variants in the sequence of the genome have been shown to impact cognitive traits. Here we demonstrate that polygenic scores of educational attainment predict specific aspects of childhood cognition, as measured with IQ. Recently, three sequence variants were shown to associate with educational attainment, a confluence phenotype of genetic and environmental factors contributing to academic success. We show that one of these variants associating with educational attainment, rs4851266-T, also associates with Verbal IQ in dyslexic children (P = 4.3 × 10−4, β = 0.16 s.d.). The effect of 0.16 s.d. corresponds to 1.4 IQ points for heterozygotes and 2.8 IQ points for homozygotes. We verified this association in independent samples consisting of adults (P = 8.3 × 10−5, β = 0.12 s.d., combined P = 2.2 x 10−7, β = 0.14 s.d.). Childhood cognition is unlikely to be affected by education attained later in life, and the variant explains a greater fraction of the variance in verbal IQ than in educational attainment (0.7% vs 0.12%,. P = 1.0 × 10−5).
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Affiliation(s)
| | | | | | - Bettina Konte
- Department of Psychiatry, Psychotherapy and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | | | | | - Birte Kehr
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland
| | | | - Hannes Helgason
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland.,School of Engineering and Natural Sciences, University of Iceland, Reykjavik, Iceland
| | - Paul D Iordache
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland.,Institute of Biomedical and Neural Engineering, Reykjavík University, Reykjavík, Iceland
| | | | | | | | | | | | - Ina Giegling
- Department of Psychiatry, Psychotherapy and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Srdjan Djurovic
- NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, Norway.,Department of Medical Genetics, Oslo University Hospital, Oslo 0450, Norway
| | - Kjetil S Sundet
- Department of Psychology, University of Oslo, Oslo 0373, Norway.,NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, Oslo 0373, Norway.,NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway
| | - Ingrid Melle
- Department of Medical Genetics, Oslo University Hospital, Oslo 0450, Norway.,Department of Psychology, University of Oslo, Oslo 0373, Norway
| | - Annette M Hartmann
- Department of Psychiatry, Psychotherapy and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Unnur Thorsteinsdottir
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | | | - Daníel F Guðbjartsson
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland.,School of Engineering and Natural Sciences, University of Iceland, Reykjavik, Iceland
| | | | - Ole A Andreassen
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway.,NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0424, Norway
| | - Dan Rujescu
- Department of Psychiatry, Psychotherapy and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle, Germany.,Department of Psychiatry, University of Munich (LMU), Munich, Germany
| | | | | | - Bjarni V Halldórsson
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland.,Institute of Biomedical and Neural Engineering, Reykjavík University, Reykjavík, Iceland
| | - Kári Stefánsson
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, Iceland
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8
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Deelen J, Beekman M, Uh HW, Broer L, Ayers KL, Tan Q, Kamatani Y, Bennet AM, Tamm R, Trompet S, Guðbjartsson DF, Flachsbart F, Rose G, Viktorin A, Fischer K, Nygaard M, Cordell HJ, Crocco P, van den Akker EB, Böhringer S, Helmer Q, Nelson CP, Saunders GI, Alver M, Andersen-Ranberg K, Breen ME, van der Breggen R, Caliebe A, Capri M, Cevenini E, Collerton JC, Dato S, Davies K, Ford I, Gampe J, Garagnani P, de Geus EJC, Harrow J, van Heemst D, Heijmans BT, Heinsen FA, Hottenga JJ, Hofman A, Jeune B, Jonsson PV, Lathrop M, Lechner D, Martin-Ruiz C, Mcnerlan SE, Mihailov E, Montesanto A, Mooijaart SP, Murphy A, Nohr EA, Paternoster L, Postmus I, Rivadeneira F, Ross OA, Salvioli S, Sattar N, Schreiber S, Stefánsson H, Stott DJ, Tiemeier H, Uitterlinden AG, Westendorp RGJ, Willemsen G, Samani NJ, Galan P, Sørensen TIA, Boomsma DI, Jukema JW, Rea IM, Passarino G, de Craen AJM, Christensen K, Nebel A, Stefánsson K, Metspalu A, Magnusson P, Blanché H, Christiansen L, Kirkwood TBL, van Duijn CM, Franceschi C, Houwing-Duistermaat JJ, Slagboom PE. Genome-wide association meta-analysis of human longevity identifies a novel locus conferring survival beyond 90 years of age. Hum Mol Genet 2014; 23:4420-32. [PMID: 24688116 PMCID: PMC4103672 DOI: 10.1093/hmg/ddu139] [Citation(s) in RCA: 173] [Impact Index Per Article: 17.3] [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] [Indexed: 11/18/2022] Open
Abstract
The genetic contribution to the variation in human lifespan is ∼25%. Despite the large number of identified disease-susceptibility loci, it is not known which loci influence population mortality. We performed a genome-wide association meta-analysis of 7729 long-lived individuals of European descent (≥85 years) and 16 121 younger controls (<65 years) followed by replication in an additional set of 13 060 long-lived individuals and 61 156 controls. In addition, we performed a subset analysis in cases aged ≥90 years. We observed genome-wide significant association with longevity, as reflected by survival to ages beyond 90 years, at a novel locus, rs2149954, on chromosome 5q33.3 (OR = 1.10, P = 1.74 × 10−8). We also confirmed association of rs4420638 on chromosome 19q13.32 (OR = 0.72, P = 3.40 × 10−36), representing the TOMM40/APOE/APOC1 locus. In a prospective meta-analysis (n = 34 103), the minor allele of rs2149954 (T) on chromosome 5q33.3 associates with increased survival (HR = 0.95, P = 0.003). This allele has previously been reported to associate with low blood pressure in middle age. Interestingly, the minor allele (T) associates with decreased cardiovascular mortality risk, independent of blood pressure. We report on the first GWAS-identified longevity locus on chromosome 5q33.3 influencing survival in the general European population. The minor allele of this locus associates with low blood pressure in middle age, although the contribution of this allele to survival may be less dependent on blood pressure. Hence, the pleiotropic mechanisms by which this intragenic variation contributes to lifespan regulation have to be elucidated.
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Affiliation(s)
- Joris Deelen
- Department of Molecular Epidemiology, Netherlands Consortium for Healthy Ageing
| | - Marian Beekman
- Department of Molecular Epidemiology, Netherlands Consortium for Healthy Ageing
| | - Hae-Won Uh
- Department of Medical Statistics and Bioinformatics
| | - Linda Broer
- Netherlands Consortium for Healthy Ageing, Department of Epidemiology and
| | - Kristin L Ayers
- Institute of Genetic Medicine, International Centre for Life, Newcastle University, Newcastle upon Tyne NE1 3BZ, UK
| | - Qihua Tan
- Epidemiology, Institute of Public Health and Department of Clinical Genetics and
| | | | - Anna M Bennet
- Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm SE-171 77, Sweden
| | - Riin Tamm
- Estonian Genome Center and Institute of Molecular and Cell Biology, University of Tartu, Tartu 51010, Estonia
| | - Stella Trompet
- Department of Cardiology and Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden 2300 RC, The Netherlands
| | | | | | - Giuseppina Rose
- Department of Biology, Ecology and Earth Science, University of Calabria, Rende 87036, Italy
| | - Alexander Viktorin
- Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm SE-171 77, Sweden
| | | | - Marianne Nygaard
- Epidemiology, Institute of Public Health and Department of Clinical Genetics and
| | - Heather J Cordell
- Institute of Genetic Medicine, International Centre for Life, Newcastle University, Newcastle upon Tyne NE1 3BZ, UK
| | - Paolina Crocco
- Department of Biology, Ecology and Earth Science, University of Calabria, Rende 87036, Italy
| | - Erik B van den Akker
- Department of Molecular Epidemiology, Delft Bioinformatics Lab, Delft University of Technology, Delft 2600 GA, The Netherlands
| | | | | | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester, Leicester LE3 9QP, UK National Institute for Health Research Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE3 9QP, UK
| | - Gary I Saunders
- Human and Vertebrate Analysis and Annotation, The Wellcome Trust Sanger Institute, The Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Maris Alver
- Estonian Genome Center and Institute of Molecular and Cell Biology, University of Tartu, Tartu 51010, Estonia
| | | | - Marie E Breen
- School of Medicine, Dentistry and Biomedical Science, Queens University Belfast, Belfast BT9 7BL, UK Department of Psychiatry, University of Iowa, Iowa City, IA 52242, USA
| | | | - Amke Caliebe
- Institute of Medical Informatics and Statistics, Christian-Albrechts-University, Kiel 24105, Germany
| | - Miriam Capri
- Department of Experimental, Diagnostic and Specialty Medicine and
| | - Elisa Cevenini
- Department of Experimental, Diagnostic and Specialty Medicine and
| | - Joanna C Collerton
- Institute for Ageing and Health, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne NE4 5PL, UK
| | - Serena Dato
- Department of Biology, Ecology and Earth Science, University of Calabria, Rende 87036, Italy
| | - Karen Davies
- Institute for Ageing and Health, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne NE4 5PL, UK
| | - Ian Ford
- Robertson Center for Biostatistics and
| | - Jutta Gampe
- Laboratory of Statistical Demography, Max Planck Institute for Demographic Research, Rostock 18057, Germany
| | - Paolo Garagnani
- Department of Experimental, Diagnostic and Specialty Medicine and
| | - Eco J C de Geus
- Department of Biological Psychology, VU University Amsterdam, Amsterdam 1081 BT, The Netherlands EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam 1081 BT, The Netherlands
| | - Jennifer Harrow
- Human and Vertebrate Analysis and Annotation, The Wellcome Trust Sanger Institute, The Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Diana van Heemst
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden 2300 RC, The Netherlands
| | - Bastiaan T Heijmans
- Department of Molecular Epidemiology, Netherlands Consortium for Healthy Ageing
| | | | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University Amsterdam, Amsterdam 1081 BT, The Netherlands
| | - Albert Hofman
- Netherlands Consortium for Healthy Ageing, Department of Epidemiology and
| | | | - Palmi V Jonsson
- Geriatrics, Landspitali University Hospital, Reykjavik 101, Iceland Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Mark Lathrop
- Fondation Jean Dausset-CEPH, Paris 75010, France EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam 1081 BT, The Netherlands McGill University and Génome Québec Innovation Centre, Montréal, Québec, Canada H3A 1A4
| | | | - Carmen Martin-Ruiz
- Institute for Ageing and Health, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne NE4 5PL, UK
| | - Susan E Mcnerlan
- School of Medicine, Dentistry and Biomedical Science, Queens University Belfast, Belfast BT9 7BL, UK Cytogenetics Laboratory, Belfast Health and Social Care Trust, Belfast BT8 8BH, UK
| | - Evelin Mihailov
- Estonian Genome Center and Estonian Biocentre, Tartu 51010, Estonia
| | - Alberto Montesanto
- Department of Biology, Ecology and Earth Science, University of Calabria, Rende 87036, Italy
| | - Simon P Mooijaart
- Netherlands Consortium for Healthy Ageing, Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden 2300 RC, The Netherlands
| | - Anne Murphy
- School of Medicine, Dentistry and Biomedical Science, Queens University Belfast, Belfast BT9 7BL, UK
| | - Ellen A Nohr
- Section for Epidemiology, Department of Public Health, Aarhus University, Aarhus C DK-8000, Denmark Department of Gynecology and Obstetrics, Institute of Clinical Research, University of Southern Denmark, Odense C DK-5000, Denmark
| | - Lavinia Paternoster
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2BN, UK
| | - Iris Postmus
- Netherlands Consortium for Healthy Ageing, Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden 2300 RC, The Netherlands
| | - Fernando Rivadeneira
- Netherlands Consortium for Healthy Ageing, Department of Epidemiology and Department of Internal Medicine, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Owen A Ross
- School of Medicine, Dentistry and Biomedical Science, Queens University Belfast, Belfast BT9 7BL, UK Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Stefano Salvioli
- Department of Experimental, Diagnostic and Specialty Medicine and
| | - Naveed Sattar
- BHF Glasgow Cardiovascular Research Centre, Faculty of Medicine, University of Glasgow, Glasgow G12 8TA, UK
| | - Stefan Schreiber
- Institute of Clinical Molecular Biology and PopGen Biobank, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel 24105, Germany
| | | | - David J Stott
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow G12 8QQ, UK
| | - Henning Tiemeier
- Netherlands Consortium for Healthy Ageing, Department of Epidemiology and Department of Child and Adolescent Psychiatry, Erasmus Medical Center-Sophia Children's Hospital, Rotterdam 3000 CA, The Netherlands
| | - André G Uitterlinden
- Netherlands Consortium for Healthy Ageing, Department of Epidemiology and Department of Internal Medicine, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Rudi G J Westendorp
- Netherlands Consortium for Healthy Ageing, Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden 2300 RC, The Netherlands
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, Amsterdam 1081 BT, The Netherlands
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, Leicester LE3 9QP, UK National Institute for Health Research Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE3 9QP, UK
| | - Pilar Galan
- Université Sorbonne Paris Cité-UREN (Unité de Recherche en Epidémiologie Nutritionnelle), U557 Inserm; U1125 Inra; Cnam; Université Paris 13, CRNH IdF, Bobigny 93017, France
| | - Thorkild I A Sørensen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section on Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen N DK-2200, Denmark Institute of Preventive Medicine, Bispebjerg and Frederiksberg University Hospitals, Frederiksberg DK-2000, Denmark
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam 1081 BT, The Netherlands
| | - J Wouter Jukema
- Department of Cardiology and Interuniversity Cardiology Institute of the Netherlands, Utrecht 3501 DG, The Netherlands
| | - Irene Maeve Rea
- School of Medicine, Dentistry and Biomedical Science, Queens University Belfast, Belfast BT9 7BL, UK
| | - Giuseppe Passarino
- Department of Biology, Ecology and Earth Science, University of Calabria, Rende 87036, Italy
| | - Anton J M de Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden 2300 RC, The Netherlands
| | - Kaare Christensen
- Epidemiology, Institute of Public Health and Department of Clinical Genetics and Clinical Biochemistry and Pharmacology, Odense University Hospital, Odense C DK-5000, Denmark
| | | | - Kári Stefánsson
- Population Genomics, deCODE Genetics, Reykjavík 101, Iceland
| | - Andres Metspalu
- Estonian Genome Center and Institute of Molecular and Cell Biology, University of Tartu, Tartu 51010, Estonia Estonian Biocentre, Tartu 51010, Estonia
| | - Patrik Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm SE-171 77, Sweden
| | | | - Lene Christiansen
- Epidemiology, Institute of Public Health and Department of Clinical Genetics and
| | - Thomas B L Kirkwood
- Institute for Ageing and Health, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne NE4 5PL, UK
| | | | - Claudio Franceschi
- Department of Experimental, Diagnostic and Specialty Medicine and Interdepartmental Centre 'L. Galvani', University of Bologna, Bologna 40126, Italy IRCCS Institute of Neurological Science, Bellaria Hospital, Bologna 40139, Italy CNR-ISOF, Bologna 40129, Italy
| | | | - P Eline Slagboom
- Department of Molecular Epidemiology, Netherlands Consortium for Healthy Ageing,
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