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Silventoinen K, Bogl LH, Jelenkovic A, Vuoksimaa E, Latvala A, Li W, Tan Q, Zhang D, Pang Z, Ordoñana JR, Sánchez-Romera JF, Colodro-Conde L, Willemsen G, Bartels M, van Beijsterveldt CEM, Rebato E, Corley RP, Huibregtse BM, Hopper JL, Tyler J, Duncan GE, Buchwald D, Silberg JL, Maes HH, Kandler C, Cozen W, Hwang AE, Mack TM, Nelson TL, Whitfield KE, Medda E, Nisticò L, Toccaceli V, Krueger RF, McGue M, Pahlen S, Martin NG, Medland SE, Montgomery GW, Heikkilä K, Derom CA, Vlietinck RF, Loos RJF, Magnusson PKE, Pedersen NL, Dahl Aslan AK, Hotopf M, Sumathipala A, Rijsdijk F, Siribaddana SH, Rose RJ, Sørensen TIA, Boomsma DI, Kaprio J. Educational attainment of same-sex and opposite-sex dizygotic twins: An individual-level pooled study of 19 twin cohorts. Horm Behav 2021; 136:105054. [PMID: 34488063 DOI: 10.1016/j.yhbeh.2021.105054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 08/16/2021] [Accepted: 08/17/2021] [Indexed: 11/15/2022]
Abstract
Comparing twins from same- and opposite-sex pairs can provide information on potential sex differences in a variety of outcomes, including socioeconomic-related outcomes such as educational attainment. It has been suggested that this design can be applied to examine the putative role of intrauterine exposure to testosterone for educational attainment, but the evidence is still disputed. Thus, we established an international database of twin data from 11 countries with 88,290 individual dizygotic twins born over 100 years and tested for differences between twins from same- and opposite-sex dizygotic pairs in educational attainment. Effect sizes with 95% confidence intervals (CI) were estimated by linear regression models after adjusting for birth year and twin study cohort. In contrast to the hypothesis, no difference was found in women (β = -0.05 educational years, 95% CI -0.11, 0.02). However, men with a same-sex co-twin were slightly more educated than men having an opposite-sex co-twin (β = 0.14 educational years, 95% CI 0.07, 0.21). No consistent differences in effect sizes were found between individual twin study cohorts representing Europe, the USA, and Australia or over the cohorts born during the 20th century, during which period the sex differences in education reversed favoring women in the latest birth cohorts. Further, no interaction was found with maternal or paternal education. Our results contradict the hypothesis that there would be differences in the intrauterine testosterone levels between same-sex and opposite-sex female twins affecting education. Our findings in men may point to social dynamics within same-sex twin pairs that may benefit men in their educational careers.
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Affiliation(s)
- Karri Silventoinen
- Department of Social Research, University of Helsinki, Helsinki, Finland; Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan.
| | - Leonie H Bogl
- Institute for Molecular Medicine FIMM, Helsinki, Finland; Department of Epidemiology, Center for Public Health, Medical University of Vienna, Vienna, Austria
| | - Aline Jelenkovic
- Department of Physiology, University of the Basque Country (UPV/EHU), Bilbao, Spain; Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Eero Vuoksimaa
- Institute for Molecular Medicine FIMM, Helsinki, Finland
| | - Antti Latvala
- Department of Social Research, University of Helsinki, Helsinki, Finland
| | - Weilong Li
- Department of Social Research, University of Helsinki, Helsinki, Finland
| | - Qihua Tan
- Epidemiology, Biostatistics and Biodemography, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Dongfeng Zhang
- Department of Public Health, Qingdao University Medical College, Qingdao, China
| | - Zengchang Pang
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Juan R Ordoñana
- Department of Human Anatomy and Psychobiology, University of Murcia, Murcia, Spain; IMIB-Arrixaca, Murcia, Spain
| | - Juan F Sánchez-Romera
- Department of Human Anatomy and Psychobiology, University of Murcia, Murcia, Spain; IMIB-Arrixaca, Murcia, Spain
| | - Lucia Colodro-Conde
- Department of Human Anatomy and Psychobiology, University of Murcia, Murcia, Spain; QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - Meike Bartels
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | | | - Esther Rebato
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU), Bilbao, Spain
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO, USA
| | | | - John L Hopper
- Twin Research Australia, Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Victoria, Australia; Department of Epidemiology, School of Public Health, Seoul National University, Seoul, Republic of Korea
| | - Jessica Tyler
- Twin Research Australia, Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Glen E Duncan
- Washington State Twin Registry, Washington State University - Health Sciences Spokane, Spokane, WA, USA
| | - Dedra Buchwald
- Washington State Twin Registry, Washington State University - Health Sciences Spokane, Spokane, WA, USA
| | - Judy L Silberg
- Department of Human and Molecular Genetics, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Hermine H Maes
- Department of Human and Molecular Genetics, Psychiatry & Massey Cancer Center, Virginia Commonwealth University, Richmond, VA, USA
| | | | - Wendy Cozen
- Department of Preventive Medicine, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA; USC Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Amie E Hwang
- Department of Preventive Medicine, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Thomas M Mack
- Department of Preventive Medicine, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA; USC Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Tracy L Nelson
- Department of Health and Exercise Sciences and Colorado School of Public Health, Colorado State University, USA
| | | | - Emanuela Medda
- Istituto Superiore di Sanità Centre for Behavioural Sciences and Mental Health, Rome, Italy
| | - Lorenza Nisticò
- Istituto Superiore di Sanità Centre for Behavioural Sciences and Mental Health, Rome, Italy
| | - Virgilia Toccaceli
- Istituto Superiore di Sanità Centre for Behavioural Sciences and Mental Health, Rome, Italy
| | - Robert F Krueger
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Shandell Pahlen
- Department of Psychology, University of California, Riverside, Riverside, CA, USA
| | - Nicholas G Martin
- Genetic Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Sarah E Medland
- Genetic Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Grant W Montgomery
- Genetic Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Catherine A Derom
- Centre of Human Genetics, University Hospitals Leuven, Leuven, Belgium; Department of Obstetrics and Gynaecology, Ghent University Hospitals, Ghent, Belgium
| | | | - Ruth J F Loos
- The Charles Bronfman Institute for Personalized Medicine, The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Patrik K E Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anna K Dahl Aslan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden; School of Health Sciences, University of Skövde, Skövde, Sweden; Institute of Gerontology and Aging Research Network-Jönköping (ARN-J), School of Health and Welfare Jönköping University, Jönköping, Sweden
| | - Matthew Hotopf
- NIHR Mental Health Biomedical Research Centre, South London and Maudsley NHS Foundation Trust and, Institute of Psychiatry Psychology and Neuroscience, King's College London, London, UK
| | - Athula Sumathipala
- Institute of Research & Development, Battaramulla, Sri Lanka; Research Institute for Primary Care and Health Sciences, School for Primary Care Research (SPCR), Faculty of Health, Keele University, Staffordshire, UK
| | - Fruhling Rijsdijk
- King's College London, MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, London, UK
| | - Sisira H Siribaddana
- Institute of Research & Development, Battaramulla, Sri Lanka; Faculty of Medicine & Allied Sciences, Rajarata University of Sri Lanka Saliyapura, Sri Lanka
| | - Richard J Rose
- Department of Psychological & Brain Sciences, Indiana University, Bloomington, IN, USA
| | - Thorkild I A Sørensen
- Novo Nordisk Foundation Centre for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Public Health (Section of Epidemiology), Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - Jaakko Kaprio
- Institute for Molecular Medicine FIMM, Helsinki, Finland; Department of Public Health, University of Helsinki, Helsinki, Finland
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Shepherd D, Heinonen-Guzejev M, Heikkilä K, Landon J, Theadom A. Sensitivity to Noise Following a Mild Traumatic Brain Injury: A Longitudinal Study. J Head Trauma Rehabil 2021; 36:E289-E301. [PMID: 33656468 DOI: 10.1097/htr.0000000000000645] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
OBJECTIVE To describe changes in the prevalence and clinical correlates of noise sensitivity (NS) in mild traumatic brain injury (mTBI) across a 12-month period and to determine whether NS at an early stage of recovery has predictive value for later postconcussive symptoms. SETTING A mixed urban and rural region of New Zealand. PARTICIPANTS Data for 341 adults (201 males, 140 females; age range from 16 to 91 years) were extracted from a 1-year TBI incidence, and outcomes study was conducted in New Zealand. DESIGN Secondary analysis of data from a community-based, longitudinal population study of an mTBI incidence cohort collected within 1 week of injury (baseline) and at 1, 6, and 12 months postinjury. MAIN MEASURES Measures at baseline (within 2 weeks of the injury) and 1, 6, and 12 months included the Rivermead Post-concussion Symptoms Questionnaire and its NS item, the Hospital Depression and Anxiety Scale, and the computerized CNS-Vital Signs neurocognitive test. RESULTS NS progressively declined postinjury, from 45% at baseline to 28% at 12 months. In turn, NS showed itself as a significant predictor of future postconcussive symptoms. CONCLUSION Taken together with previous research, the findings of the current study indicate that NS may have clinical utility in flagging vulnerability to persistent postconcussive symptoms.
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Affiliation(s)
- Daniel Shepherd
- Department of Psychology, Auckland University of Technology, Auckland, New Zealand (Drs Shepherd, Landon, and Theadom); and Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland (Drs Heinonen-Guzejev and Heikkilä)
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3
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Beck JJ, Pool R, van de Weijer M, Chen X, Krapohl E, Gordon SD, Nygaard M, Debrabant B, Palviainen T, van der Zee MD, Baselmans B, Finnicum CT, Yi L, Lundström S, van Beijsterveldt T, Christiansen L, Heikkilä K, Kittelsrud J, Loukola A, Ollikainen M, Christensen K, Martin NG, Plomin R, Nivard M, Bartels M, Dolan C, Willemsen G, de Geus E, Almqvist C, Magnusson PKE, Mbarek H, Ehli EA, Boomsma DI, Hottenga JJ. Genetic Meta-Analysis of Twin Birth Weight Shows High Genetic Correlation with Singleton Birth Weight. Hum Mol Genet 2021; 30:1894-1905. [PMID: 33955455 PMCID: PMC8444448 DOI: 10.1093/hmg/ddab121] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 03/19/2021] [Accepted: 04/20/2021] [Indexed: 01/09/2023] Open
Abstract
Birth weight (BW) is an important predictor of newborn survival and health and has associations with many adult health outcomes, including cardio-metabolic disorders, autoimmune diseases, and mental health. On average, twins have a lower BW than singletons as a result of a different pattern of fetal growth and shorter gestational duration. Therefore, investigations into the genetics of BW often exclude data from twins, leading to a reduction in sample size and remaining ambiguities concerning the genetic contribution to BW in twins. In this study, we carried out a genome-wide association meta-analysis of BW in 42 212 twin individuals and found a positive correlation of beta values (Pearson's r = 0.66, 95% confidence interval [CI]: 0.47-0.77) with 150 previously reported genome-wide significant variants for singleton BW. We identified strong positive genetic correlations between BW in twins and numerous anthropometric traits, most notably with BW in singletons (genetic correlation [rg] = 0.92, 95% CI: 0.66-1.18). Genetic correlations of BW in twins with a series of health-related traits closely resembled those previously observed for BW in singletons. Polygenic scores constructed from a genome-wide association study on BW in UK Biobank demonstrated strong predictive power in a target sample of Dutch twins and singletons. Together, our results indicate that a similar genetic architecture underlies BW in twins and singletons and that future genome-wide studies might benefit from including data from large twin registers.
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Affiliation(s)
- Jeffrey J Beck
- Avera Institute for Human Genetics, Avera McKennan Hospital and University Health Center, Sioux Falls, South Dakota, United States of America
| | - René Pool
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Margot van de Weijer
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Xu Chen
- Department of Medical Epidemiology and Biostatististics, Karolinska Institutet, Stockholm, Sweden
| | - Eva Krapohl
- MRC Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Scott D Gordon
- Genetic Epidemiology Laboratory, QIMR Berghofer, Brisbane, Queensland, Australia
| | - Marianne Nygaard
- The Danish Twin Registry, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Birgit Debrabant
- The Danish Twin Registry, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Teemu Palviainen
- University of Helsinki, Institute for Molecular Medicine Finland (FIMM), Helsinki, Finland
| | - Matthijs D van der Zee
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Bart Baselmans
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands.,Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, Australia
| | - Casey T Finnicum
- Avera Institute for Human Genetics, Avera McKennan Hospital and University Health Center, Sioux Falls, South Dakota, United States of America
| | - Lu Yi
- Department of Medical Epidemiology and Biostatististics, Karolinska Institutet, Stockholm, Sweden
| | - Sebastian Lundström
- Gillberg Neuropsychiatry Centre, Institute of Neuroscience and Physiology, University of Gothenburg, Gothenburg, Sweden
| | - Toos van Beijsterveldt
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Lene Christiansen
- The Danish Twin Registry, Department of Public Health, University of Southern Denmark, Odense, Denmark.,Department of Clinical Immunology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - Kauko Heikkilä
- University of Helsinki, Institute for Molecular Medicine Finland (FIMM), Helsinki, Finland
| | - Julie Kittelsrud
- Avera Institute for Human Genetics, Avera McKennan Hospital and University Health Center, Sioux Falls, South Dakota, United States of America
| | - Anu Loukola
- University of Helsinki, Institute for Molecular Medicine Finland (FIMM), Helsinki, Finland
| | - Miina Ollikainen
- University of Helsinki, Institute for Molecular Medicine Finland (FIMM), Helsinki, Finland
| | - Kaare Christensen
- The Danish Twin Registry, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Nicholas G Martin
- Genetic Epidemiology Laboratory, QIMR Berghofer, Brisbane, Queensland, Australia
| | - Robert Plomin
- MRC Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Michel Nivard
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Meike Bartels
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Conor Dolan
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Gonneke Willemsen
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Eco de Geus
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Catarina Almqvist
- Department of Medical Epidemiology and Biostatististics, Karolinska Institutet, Stockholm, Sweden
| | - Patrik K E Magnusson
- Department of Medical Epidemiology and Biostatististics, Karolinska Institutet, Stockholm, Sweden
| | - Hamdi Mbarek
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Erik A Ehli
- Avera Institute for Human Genetics, Avera McKennan Hospital and University Health Center, Sioux Falls, South Dakota, United States of America
| | - Dorret I Boomsma
- Avera Institute for Human Genetics, Avera McKennan Hospital and University Health Center, Sioux Falls, South Dakota, United States of America.,Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands
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4
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Cuellar-Partida G, Tung JY, Eriksson N, Albrecht E, Aliev F, Andreassen OA, Barroso I, Beckmann JS, Boks MP, Boomsma DI, Boyd HA, Breteler MMB, Campbell H, Chasman DI, Cherkas LF, Davies G, de Geus EJC, Deary IJ, Deloukas P, Dick DM, Duffy DL, Eriksson JG, Esko T, Feenstra B, Geller F, Gieger C, Giegling I, Gordon SD, Han J, Hansen TF, Hartmann AM, Hayward C, Heikkilä K, Hicks AA, Hirschhorn JN, Hottenga JJ, Huffman JE, Hwang LD, Ikram MA, Kaprio J, Kemp JP, Khaw KT, Klopp N, Konte B, Kutalik Z, Lahti J, Li X, Loos RJF, Luciano M, Magnusson SH, Mangino M, Marques-Vidal P, Martin NG, McArdle WL, McCarthy MI, Medina-Gomez C, Melbye M, Melville SA, Metspalu A, Milani L, Mooser V, Nelis M, Nyholt DR, O'Connell KS, Ophoff RA, Palmer C, Palotie A, Palviainen T, Pare G, Paternoster L, Peltonen L, Penninx BWJH, Polasek O, Pramstaller PP, Prokopenko I, Raikkonen K, Ripatti S, Rivadeneira F, Rudan I, Rujescu D, Smit JH, Smith GD, Smoller JW, Soranzo N, Spector TD, Pourcain BS, Starr JM, Stefánsson H, Steinberg S, Teder-Laving M, Thorleifsson G, Stefánsson K, Timpson NJ, Uitterlinden AG, van Duijn CM, van Rooij FJA, Vink JM, Vollenweider P, Vuoksimaa E, Waeber G, Wareham NJ, Warrington N, Waterworth D, Werge T, Wichmann HE, Widen E, Willemsen G, Wright AF, Wright MJ, Xu M, Zhao JH, Kraft P, Hinds DA, Lindgren CM, Mägi R, Neale BM, Evans DM, Medland SE. Genome-wide association study identifies 48 common genetic variants associated with handedness. Nat Hum Behav 2021; 5:59-70. [PMID: 32989287 PMCID: PMC7116623 DOI: 10.1038/s41562-020-00956-y] [Citation(s) in RCA: 61] [Impact Index Per Article: 20.3] [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: 02/03/2020] [Accepted: 08/18/2020] [Indexed: 02/06/2023]
Abstract
Handedness has been extensively studied because of its relationship with language and the over-representation of left-handers in some neurodevelopmental disorders. Using data from the UK Biobank, 23andMe and the International Handedness Consortium, we conducted a genome-wide association meta-analysis of handedness (N = 1,766,671). We found 41 loci associated (P < 5 × 10-8) with left-handedness and 7 associated with ambidexterity. Tissue-enrichment analysis implicated the CNS in the aetiology of handedness. Pathways including regulation of microtubules and brain morphology were also highlighted. We found suggestive positive genetic correlations between left-handedness and neuropsychiatric traits, including schizophrenia and bipolar disorder. Furthermore, the genetic correlation between left-handedness and ambidexterity is low (rG = 0.26), which implies that these traits are largely influenced by different genetic mechanisms. Our findings suggest that handedness is highly polygenic and that the genetic variants that predispose to left-handedness may underlie part of the association with some psychiatric disorders.
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Affiliation(s)
- Gabriel Cuellar-Partida
- The University of Queensland Diamantina Institute, The University of Queensland, Woolloongabba, Queensland, Australia
- 23andMe, Inc., Sunnyvale, CA, USA
| | | | | | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Fazil Aliev
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
- Karabuk University, Faculty of Business, Karabük, Turkey
| | - Ole A Andreassen
- NORMENT, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Inês Barroso
- Human Genetics, Wellcome Sanger Institute, Hinxton, UK
- MRC Epidemiology Unit, University of Cambridge, Cambridge, UK
- Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Jacques S Beckmann
- Service of Medical Genetics, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Marco P Boks
- Department of Psychiatry, UMC Utrecht Brain Center, University Utrecht, Utrecht, The Netherlands
| | - Dorret I Boomsma
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
- Amsterdam Public Health research institute, Amsterdam University Medical Centers, Amsterdam, The Netherlands
| | - Heather A Boyd
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Monique M B Breteler
- Population Health Sciences, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Harry Campbell
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Lynn F Cherkas
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Gail Davies
- Department of Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Eco J C de Geus
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
- Amsterdam Public Health research institute, Amsterdam University Medical Centers, Amsterdam, The Netherlands
| | - Ian J Deary
- Department of Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Panos Deloukas
- William Harvey Research Institute, Barts and the London Medical School, and the Centre for Genomic Health, Queen Mary University of London, London, UK
| | - Danielle M Dick
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
- Department of Human and Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - David L Duffy
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Johan G Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
- Singapore Institute for Clinical Sciences, Agency for Science Technology and Research, Singapore, Singapore
- Department of Obstetrics and Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Tõnu Esko
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Christian Gieger
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), München-Neuherberg, Neuherberg, Germany
| | - Ina Giegling
- University Clinic and Outpatient Clinic for Psychiatry, Psychotherapy and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Scott D Gordon
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jiali Han
- Department of Epidemiology, Richard M. Fairbanks School of Public Health, Indiana University, Indianapolis, IN, USA
- Melvin and Bren Simon Cancer Center, Indiana University, Indianapolis, IN, USA
| | - Thomas F Hansen
- Institute of Biological Psychiatry, Mental Health Services of Copenhagen, Copenhagen, Denmark
- Danish Headache Center, Copenhagen University Hospital, Glostrup, Denmark
| | - Annette M Hartmann
- University Clinic and Outpatient Clinic for Psychiatry, Psychotherapy and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Kauko Heikkilä
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Andrew A Hicks
- Institute for Biomedicine, Eurac Research, Bolzano, Italy
| | - Joel N Hirschhorn
- Division of Endocrinology, Boston Children's Hospital, Boston, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
- Amsterdam Public Health research institute, Amsterdam University Medical Centers, Amsterdam, The Netherlands
| | - Jennifer E Huffman
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Liang-Dar Hwang
- The University of Queensland Diamantina Institute, The University of Queensland, Woolloongabba, Queensland, Australia
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Jaakko Kaprio
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - John P Kemp
- The University of Queensland Diamantina Institute, The University of Queensland, Woolloongabba, Queensland, Australia
- Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Kay-Tee Khaw
- Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Norman Klopp
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Bettina Konte
- University Clinic and Outpatient Clinic for Psychiatry, Psychotherapy and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Zoltan Kutalik
- Center for Primary Care and Public Health, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Jari Lahti
- Department of Psychology and Logopedics, University of Helsinki, Helsinki, Finland
- Turku Institute for Advanced Studies, University of Turku, Turku, Finland
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Xin Li
- Department of Epidemiology, Richard M. Fairbanks School of Public Health, Indiana University, Indianapolis, IN, USA
- Melvin and Bren Simon Cancer Center, Indiana University, Indianapolis, IN, USA
| | - Ruth J F Loos
- MRC Epidemiology Unit, University of Cambridge, Cambridge, UK
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michelle Luciano
- Department of Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | | | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Pedro Marques-Vidal
- Department of Medicine, Internal Medicine, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | - Mark I McCarthy
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
- Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust, Oxford, UK
- Human Genetics, Genentech, South San Francisco, CA, USA
| | - Carolina Medina-Gomez
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Mads Melbye
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Andres Metspalu
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Lili Milani
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Vincent Mooser
- Service of Clinical Chemistry, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Mari Nelis
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Dale R Nyholt
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Kevin S O'Connell
- NORMENT, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Roel A Ophoff
- Department of Human Genetics, University California Los Angeles, Los Angeles, CA, USA
- Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University California Los Angeles, Los Angeles, CA, USA
- Department of Psychiatry, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Cameron Palmer
- Department of Computer Science, Columbia University, New York, NY, USA
| | - Aarno Palotie
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Teemu Palviainen
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Guillaume Pare
- Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada
| | | | - Leena Peltonen
- Drug Research Program, Division of Pharmaceutical Chemistry and Technology, Faculty of Pharmacy, University of Helsinki, Helsinki, Finland
| | - Brenda W J H Penninx
- Amsterdam Public Health research institute, Amsterdam University Medical Centers, Amsterdam, The Netherlands
- Department of Psychiatry, Amsterdam UMC, VU University, Amsterdam, The Netherlands
| | - Ozren Polasek
- Department of Public Health, University of Split School of Medicine, Split, Croatia
- Research Unit, Psychiatric Hospital Sveti Ivan, Zagreb, Croatia
| | | | - Inga Prokopenko
- Section of Statistical Multi-Omics, Department of Clinical and Experimental Medicine, University of Surrey, Guildford, UK
- Section of Genomics of Common Disease, Department of Medicine, Imperial College London, London, UK
| | - Katri Raikkonen
- Department of Psychology and Logopedics, University of Helsinki, Helsinki, Finland
| | - Samuli Ripatti
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Igor Rudan
- Centre for Global Health Research, The Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Dan Rujescu
- University Clinic and Outpatient Clinic for Psychiatry, Psychotherapy and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Johannes H Smit
- Amsterdam Public Health research institute, Amsterdam University Medical Centers, Amsterdam, The Netherlands
- Department of Psychiatry, Amsterdam UMC, VU University, Amsterdam, The Netherlands
| | | | - Jordan W Smoller
- Department of Psychiatry and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | | | - Tim D Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Beate St Pourcain
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Max Planck Institute for Psycholinguistics, Wundtlaan, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - John M Starr
- Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemilogy, University of Edinburgh, Edinburgh, UK
| | | | | | - Maris Teder-Laving
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | | | | | | | - André G Uitterlinden
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Frank J A van Rooij
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Jaqueline M Vink
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
- Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands
| | - Peter Vollenweider
- Department of Medicine, Internal Medicine, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Eero Vuoksimaa
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Gérard Waeber
- Department of Medicine, Internal Medicine, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | | | - Nicole Warrington
- The University of Queensland Diamantina Institute, The University of Queensland, Woolloongabba, Queensland, Australia
| | | | - Thomas Werge
- Institute of Biological Psychiatry, Mental Health Services of Copenhagen, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
- The Lundbeck Foundation's IPSYCH Initiative, Copenhagen, Denmark
| | | | - Elisabeth Widen
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Gonneke Willemsen
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - Alan F Wright
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Margaret J Wright
- Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
- Centre for Advanced Imaging, The University of Queensland, Brisbane, Queensland, Australia
| | - Mousheng Xu
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Harvard Medical School, Boston, MA, USA
| | - Jing Hua Zhao
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Peter Kraft
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Harvard Medical School, Boston, MA, USA
| | | | - Cecilia M Lindgren
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Big Data Institute at the Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Reedik Mägi
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Benjamin M Neale
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - David M Evans
- The University of Queensland Diamantina Institute, The University of Queensland, Woolloongabba, Queensland, Australia.
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.
| | - Sarah E Medland
- The University of Queensland Diamantina Institute, The University of Queensland, Woolloongabba, Queensland, Australia.
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
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Shepherd D, Heinonen-Guzejev M, Heikkilä K, Welch D, Dirks KN, McBride D. The Epidemiology of Noise Sensitivity in New Zealand. Neuroepidemiology 2020; 54:482-489. [PMID: 33176301 DOI: 10.1159/000511353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 09/02/2020] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Sensitivity to noise, or nuisance sounds that interrupt relaxation and task-related activities, has been shown to vary significantly across individuals. The current study sought to uncover predictors of noise sensitivity, focussing on possible social and cultural determinants, including social position, education, ethnicity, gender, and the presence of an illness. METHOD Data were collected from 746 New Zealand adults residing in 6 areas differentiated by social position. Participants responded to questions probing personal characteristics, noise sensitivity, illness, neighbourhood problems, and noise annoyance. It was hypothesized that those in high-deprivation areas and/or experiencing illness report higher levels of noise sensitivity. RESULTS Approximately 50 and 10% of the participants reported being moderately or very noise sensitive, respectively. Significant predictors of noise sensitivity included age, length of residence, level of social deprivation, and self-reported illness. CONCLUSION There is evidence of social determinants of noise sensitivity, including social position and residential factors.
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Affiliation(s)
- Daniel Shepherd
- School of Clinical Sciences, Auckland University of Technology, Auckland, New Zealand,
| | | | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - David Welch
- School of Population Health, The University of Auckland, Auckland, New Zealand
| | - Kim N Dirks
- Department of Civil and Environmental Engineering, Faculty of Engineering, The University of Auckland, Auckland, New Zealand
| | - David McBride
- Department of Preventative and Social Medicine, University of Otago, Dunedin, New Zealand
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Rose RJ, Salvatore JE, Aaltonen S, Barr PB, Bogl LH, Byers HA, Heikkilä K, Korhonen T, Latvala A, Palviainen T, Ranjit A, Whipp AM, Pulkkinen L, Dick DM, Kaprio J. FinnTwin12 Cohort: An Updated Review. Twin Res Hum Genet 2019; 22:302-311. [PMID: 31640839 PMCID: PMC7108792 DOI: 10.1017/thg.2019.83] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [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] [Indexed: 12/14/2022]
Abstract
This review offers an update on research conducted with FinnTwin12 (FT12), the youngest of the three Finnish Twin Cohorts. FT12 was designed as a two-stage study. In the first stage, we conducted multiwave questionnaire research enrolling all eligible twins born in Finland during 1983-1987 along with their biological parents. In stage 2, we intensively studied a subset of these twins with in-school assessments at age 12 and semistructured poly-diagnostic interviews at age 14. At baseline, parents of intensively studied twins were administered the adult version of the interview. Laboratory studies with repeat interviews, neuropsychological tests, and collection of DNA were made of intensively studied twins during follow-up in early adulthood. The basic aim of the FT12 study design was to obtain information on individual, familial and school/neighborhood risks for substance use/abuse prior to the onset of regular tobacco and alcohol use and then track trajectories of use and abuse and their consequences into adulthood. But the longitudinal assessments were not narrowly limited to this basic aim, and with multiwave, multirater assessments from ages 11 to 12, the study has created a richly informative data set for analyses of gene-environment interactions of both candidate genes and genomewide measures with measured risk-relevant environments. Because 25 years have elapsed since the start of the study, we are planning a fifth-wave follow-up assessment.
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Affiliation(s)
- Richard J. Rose
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, USA
| | | | - Sari Aaltonen
- Institute for Molecular Medicine FIMM, Helsinki, Finland
| | - Peter B. Barr
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
| | - Leonie H. Bogl
- Institute for Molecular Medicine FIMM, Helsinki, Finland
- Department of Epidemiology, Center for Public Health, Medical University of Vienna, Vienna, Austria
| | - Holly A. Byers
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
| | - Kauko Heikkilä
- Institute for Molecular Medicine FIMM, Helsinki, Finland
| | | | - Antti Latvala
- Institute for Molecular Medicine FIMM, Helsinki, Finland
- Institute of Criminology and Legal Policy, University of Helsinki, Helsinki, Finland
| | | | - Anu Ranjit
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Alyce M. Whipp
- Institute for Molecular Medicine FIMM, Helsinki, Finland
| | - Lea Pulkkinen
- Department of Psychology, University of Jyvaskyla, Jyvaskyla, Finland
| | - Danielle M. Dick
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
- Department of Human and Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Jaakko Kaprio
- Institute for Molecular Medicine FIMM, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
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Ranjit A, Korhonen T, Buchwald J, Heikkilä K, Tuulio-Henriksson A, Rose RJ, Kaprio J, Latvala A. Testing the reciprocal association between smoking and depressive symptoms from adolescence to adulthood: A longitudinal twin study. Drug Alcohol Depend 2019; 200:64-70. [PMID: 31100637 DOI: 10.1016/j.drugalcdep.2019.03.012] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Revised: 02/28/2019] [Accepted: 03/12/2019] [Indexed: 10/26/2022]
Abstract
BACKGROUND Longitudinal studies enhance understanding of the complex reciprocal relationship between smoking and depression from adolescence to young adulthood. Examining bi-directional associations between cigarette smoking and depressive symptoms in a genetically informative twin design can help to understand whether the associations are independent of shared genetic and environmental factors. METHODS We analyzed longitudinal data on smoking and depressive symptoms in twins participating in the adolescent (mean age 17.5) and young adult (mean age 21.9) surveys of the FinnTwin12 study (maximum N = 2,954 individuals; 1,154 twin pairs). At both waves, self-reported depressive symptoms, assessed with the 10-item version of the General Behavior Inventory (GBI), and smoking status were analyzed. The bi-directional associations were first studied among individuals and then within monozygotic and dizygotic twin pairs. RESULTS When adjusted for multiple covariates and baseline depressive symptoms, daily smokers at age 17 had higher depressive symptom scores at age 22 than never smokers (Incidence Rate Ratio = 1.17, 95% CI: 1.03-1.33). Similarly, when adjusted for covariates and baseline smoking, higher score in GBI at age 17 was associated with an increased likelihood of being a non-daily (Relative Risk Ratio (RRR) = 1.06, 95% CI: 1.01-1.11) or daily (RRR = 1.05, 95% CI: 1.00-1.10) smoker at age 22. No associations were found in within-pair analyses, suggesting that the individual-level association is explained by shared familial liabilities. CONCLUSION During the developmental period from adolescence to adulthood, cigarette smoking and depressive symptoms are reciprocally associated. However, these associations are confounded by shared genetic and other familial liabilities.
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Affiliation(s)
- Anu Ranjit
- Department of Public Health, University of Helsinki, Helsinki, Finland.
| | - Tellervo Korhonen
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Jadwiga Buchwald
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Kauko Heikkilä
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | | | - Richard J Rose
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, United States
| | - Jaakko Kaprio
- Department of Public Health, University of Helsinki, Helsinki, Finland; Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Antti Latvala
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
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Kujala UM, Hautasaari P, Vähä-Ypyä H, Waller K, Lindgren N, Iso-Markku P, Heikkilä K, Rinne J, Kaprio J, Sievänen H. Chronic diseases and objectively monitored physical activity profile among aged individuals - a cross-sectional twin cohort study. Ann Med 2019; 51:78-87. [PMID: 30626223 PMCID: PMC7857471 DOI: 10.1080/07853890.2019.1566765] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
INTRODUCTION High physical activity (PA) at old age indicates good functional capacity enabling independent living. We investigated how different disease conditions are associated with measured PA indicators in old women and men, and whether they recognize this association. MATERIALS AND METHODS This cross-sectional twin cohort study in Finland comprised 779 individuals (276 complete twin pairs, including 117 monozygotic pairs), who participated in hip-worn accelerometer monitoring of PA and responded to questions on diseases and mobility limitations at mean age of 73 (range 71-75). RESULTS Of the participants, 23.2% reported having a disease restricting mobility. With sex and age in the regression model, the reported disease restricting mobility explained 11.8% of the variation in moderate-to-vigorous PA (MVPA) and 10.4% of the variation in daily steps. Adding stepwise other self-reported diseases and body mass index to the model increased the explanatory power for MVPA up to 18.5% and 25.5%, and for daily steps up to 16.0% and 20.7%, respectively. In the co-twin control analysis the PA differences were smaller in disease-discordant monozygotic than dizygotic pairs. CONCLUSIONS Chronic disease conditions are associated with low PA, which individuals may not always recognize. Shared genetic factors may explain part of the associations. Key messages Among community-dwelling older men and women one-fourth of the variation in objectively measured moderate-to-vigorous physical activity is accounted for by age, sex, body mass index and self-reported diseases. Occurrence of chronic diseases is associated with low physical activity and individuals do not always recognize this. Healthcare professionals should pay attention to the low physical activity and mobility of individuals with chronic disease conditions before these result in limitations in independent living.
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Affiliation(s)
- Urho M Kujala
- a Faculty of Sport and Health Sciences , University of Jyväskylä , Jyväskylä , Finland
| | - Pekka Hautasaari
- a Faculty of Sport and Health Sciences , University of Jyväskylä , Jyväskylä , Finland
| | - Henri Vähä-Ypyä
- b The UKK Institute for Health Promotion Research , Tampere , Finland
| | - Katja Waller
- a Faculty of Sport and Health Sciences , University of Jyväskylä , Jyväskylä , Finland
| | - Noora Lindgren
- c Turku PET Centre , Turku University Hospital, University of Turku , Turku , Finland
| | - Paula Iso-Markku
- d Department of Clinical Physiology and Nuclear Medicine, HUS Medical Imaging Center , Helsinki University Central Hospital, University of Helsinki , Helsinki , Finland
| | - Kauko Heikkilä
- e Institute for Molecular Medicine Finland , Helsinki , Finland
| | - Juha Rinne
- c Turku PET Centre , Turku University Hospital, University of Turku , Turku , Finland.,f Clinical Neurology , University of Turku , Turku , Finland
| | - Jaakko Kaprio
- e Institute for Molecular Medicine Finland , Helsinki , Finland.,g Department of Public Health , University of Helsinki , Helsinki , Finland
| | - Harri Sievänen
- b The UKK Institute for Health Promotion Research , Tampere , Finland
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Whipp AM, Korhonen T, Raevuori A, Heikkilä K, Pulkkinen L, Rose RJ, Kaprio J, Vuoksimaa E. Early adolescent aggression predicts antisocial personality disorder in young adults: a population-based study. Eur Child Adolesc Psychiatry 2019; 28:341-350. [PMID: 30019148 PMCID: PMC6407741 DOI: 10.1007/s00787-018-1198-9] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2018] [Accepted: 07/07/2018] [Indexed: 11/04/2022]
Abstract
Modestly prevalent in the general population (~ 4%), but highly prevalent in prison populations (> 40%), the diagnosis of antisocial personality disorder (ASPD) involves aggression as one of several possible criteria. Using multiple informants, we aimed to determine if general aggression, as well as direct and indirect subtypes, assessed in early adolescence (ages 12, 14) predict young adulthood ASPD in a population-based sample. Using data from a Finnish population-based longitudinal twin cohort study with psychiatric interviews available at age 22 (N = 1347), we obtained DSM-IV-based ASPD diagnoses. Aggression measures from ages 12 (parental and teacher ratings) and 14 (teacher, self, and co-twin ratings) were used to calculate odds ratios (OR) of ASPD from logistic regression models and the area under the curve (AUC) from receiver operating characteristic curve analysis. Analyses were adjusted for sex, age, and family structure. All informants' aggression ratings were significant (p < 0.05) predictors of ASPD (OR range 1.3-1.8; AUC range 0.65-0.72). Correlations between informants ranged from 0.13 to 0.33. Models including two or more aggression ratings, particularly age 14 teacher and self ratings, more accurately predicted ASPD (AUC: 0.80; 95% confidence interval 0.73-0.87). Direct aggression rated by all informants significantly predicted ASPD (OR range 1.4-1.9), whereas only self-rated indirect aggression was significantly associated with ASPD (OR = 1.4). Across different informants, general and direct aggression at ages 12 and 14 predicted ASPD in a population-based sample. Psychiatric, social, and parenting interventions for ASPD prevention should focus on children and adolescents with high aggression levels, with an aim to gather information from multiple informants.
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Affiliation(s)
- Alyce M. Whipp
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland, University of Helsinki, PL 20 (Tukholmankatu 8 B), 00014 Helsinki, Finland
| | - Tellervo Korhonen
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland, University of Helsinki, PL 20 (Tukholmankatu 8 B), 00014 Helsinki, Finland ,0000 0004 0410 2071grid.7737.4Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Anu Raevuori
- 0000 0004 0410 2071grid.7737.4Department of Public Health, University of Helsinki, Helsinki, Finland ,0000 0000 9950 5666grid.15485.3dDepartment of Adolescent Psychiatry, Helsinki University Central Hospital, Helsinki, Finland
| | - Kauko Heikkilä
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland, University of Helsinki, PL 20 (Tukholmankatu 8 B), 00014 Helsinki, Finland
| | - Lea Pulkkinen
- 0000 0001 1013 7965grid.9681.6Department of Psychology, University of Jyvaskyla, Jyvaskyla, Finland
| | - Richard J. Rose
- 0000 0001 0790 959Xgrid.411377.7Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN USA
| | - Jaakko Kaprio
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland, University of Helsinki, PL 20 (Tukholmankatu 8 B), 00014 Helsinki, Finland ,0000 0004 0410 2071grid.7737.4Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Eero Vuoksimaa
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland, University of Helsinki, PL 20 (Tukholmankatu 8 B), 00014 Helsinki, Finland
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Waller K, Vähä-Ypyä H, Törmäkangas T, Hautasaari P, Lindgren N, Iso-Markku P, Heikkilä K, Rinne J, Kaprio J, Sievänen H, Kujala UM. Long-term leisure-time physical activity and other health habits as predictors of objectively monitored late-life physical activity - A 40-year twin study. Sci Rep 2018; 8:9400. [PMID: 29925959 PMCID: PMC6010475 DOI: 10.1038/s41598-018-27704-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2018] [Accepted: 06/07/2018] [Indexed: 02/05/2023] Open
Abstract
Moderate-to-vigorous physical activity (MVPA) in old age is an important indicator of good health and functional capacity enabling independent living. In our prospective twin cohort study with 616 individuals we investigated whether long-term physical activity assessed three times, in 1975, 1982 and 1990 (mean age 48 years in 1990), and other self-reported health habits predict objectively measured MVPA measured with a hip-worn triaxial accelerometer (at least 10 hours per day for at least 4 days) 25 years later (mean age of 73 years). Low leisure-time physical activity at younger age, higher relative weight, smoking, low socioeconomic status, and health problems predicted low MVPA in old age in individual-based analyses (altogether explaining 20.3% of the variation in MVPA). However, quantitative trait modeling indicated that shared genetic factors explained 82% of the correlation between baseline and follow-up physical activity. Pairwise analyses within monozygotic twin pairs showed that only baseline smoking was a statistically significant predictor of later-life MVPA. The results imply that younger-age physical activity is associated with later-life MVPA, but shared genetic factors underlies this association. Of the other predictors mid-life smoking predicted less physical activity at older age independent of genetic factors.
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Affiliation(s)
- Katja Waller
- Faculty of Sport and Health Sciences, University of Jyväskylä, FI-40014, Jyväskylä, Finland
| | - Henri Vähä-Ypyä
- The UKK Institute for Health Promotion Research, FI-33500, Tampere, Finland
| | - Timo Törmäkangas
- Faculty of Sport and Health Sciences, University of Jyväskylä, FI-40014, Jyväskylä, Finland
| | - Pekka Hautasaari
- Faculty of Sport and Health Sciences, University of Jyväskylä, FI-40014, Jyväskylä, Finland
| | - Noora Lindgren
- Turku PET Centre, University of Turku, FI-20014, Turku, Finland
| | - Paula Iso-Markku
- Department of Clinical Physiology and Nuclear Medicine, HUS Medical Imaging Center, Helsinki University Central Hospital and University of Helsinki, FI-00014, Helsinki, Finland
| | - Kauko Heikkilä
- Institute for Molecular Medicine Finland, University of Helsinki, FI-00014, Helsinki, Finland
| | - Juha Rinne
- Turku PET Centre, University of Turku, FI-20014, Turku, Finland
- Clinical Neurology, University of Turku, FI-20014, Turku, Finland
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland, University of Helsinki, FI-00014, Helsinki, Finland
- Department of Public Health, University of Helsinki, FI-00014, Helsinki, Finland
| | - Harri Sievänen
- The UKK Institute for Health Promotion Research, FI-33500, Tampere, Finland
| | - Urho M Kujala
- Faculty of Sport and Health Sciences, University of Jyväskylä, FI-40014, Jyväskylä, Finland.
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Jelenkovic A, Yokoyama Y, Sund R, Hur YM, Harris JR, Brandt I, Nilsen TS, Ooki S, Ullemar V, Almqvist C, Magnusson PKE, Saudino KJ, Stazi MA, Fagnani C, Brescianini S, Nelson TL, Whitfield KE, Knafo-Noam A, Mankuta D, Abramson L, Cutler TL, Hopper JL, Llewellyn CH, Fisher A, Corley RP, Huibregtse BM, Derom CA, Vlietinck RF, Bjerregaard-Andersen M, Beck-Nielsen H, Sodemann M, Krueger RF, McGue M, Pahlen S, Alexandra Burt S, Klump KL, Dubois L, Boivin M, Brendgen M, Dionne G, Vitaro F, Willemsen G, Bartels M, van Beijsterveld CEM, Craig JM, Saffery R, Rasmussen F, Tynelius P, Heikkilä K, Pietiläinen KH, Bayasgalan G, Narandalai D, Haworth CMA, Plomin R, Ji F, Ning F, Pang Z, Rebato E, Tarnoki AD, Tarnoki DL, Kim J, Lee J, Lee S, Sung J, Loos RJF, Boomsma DI, Sørensen TIA, Kaprio J, Silventoinen K. Associations between birth size and later height from infancy through adulthood: An individual based pooled analysis of 28 twin cohorts participating in the CODATwins project. Early Hum Dev 2018; 120:53-60. [PMID: 29656171 PMCID: PMC6532975 DOI: 10.1016/j.earlhumdev.2018.04.004] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2017] [Revised: 04/06/2018] [Accepted: 04/07/2018] [Indexed: 11/24/2022]
Abstract
BACKGROUND There is evidence that birth size is positively associated with height in later life, but it remains unclear whether this is explained by genetic factors or the intrauterine environment. AIM To analyze the associations of birth weight, length and ponderal index with height from infancy through adulthood within mono- and dizygotic twin pairs, which provides insights into the role of genetic and environmental individual-specific factors. METHODS This study is based on the data from 28 twin cohorts in 17 countries. The pooled data included 41,852 complete twin pairs (55% monozygotic and 45% same-sex dizygotic) with information on birth weight and a total of 112,409 paired height measurements at ages ranging from 1 to 69 years. Birth length was available for 19,881 complete twin pairs, with a total of 72,692 paired height measurements. The association between birth size and later height was analyzed at both the individual and within-pair level by linear regression analyses. RESULTS Within twin pairs, regression coefficients showed that a 1-kg increase in birth weight and a 1-cm increase in birth length were associated with 1.14-4.25 cm and 0.18-0.90 cm taller height, respectively. The magnitude of the associations was generally greater within dizygotic than within monozygotic twin pairs, and this difference between zygosities was more pronounced for birth length. CONCLUSION Both genetic and individual-specific environmental factors play a role in the association between birth size and later height from infancy to adulthood, with a larger role for genetics in the association with birth length than with birth weight.
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Affiliation(s)
- A Jelenkovic
- Department of Social Research, University of Helsinki, Helsinki, Finland, Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country UPV/EHU, Leioa, Spain
| | - Y Yokoyama
- Department of Public Health Nursing, Osaka City University, Osaka, Japan
| | - R Sund
- Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland
| | - YM Hur
- Department of Education, Mokpo National University, Jeonnam, South Korea
| | - JR Harris
- Norwegian Institute of Public Health, Oslo, Norway
| | - I Brandt
- Norwegian Institute of Public Health, Oslo, Norway
| | - TS Nilsen
- Norwegian Institute of Public Health, Oslo, Norway
| | - S Ooki
- Department of Health Science, Ishikawa Prefectural Nursing University, Kahoku, Ishikawa, Japan
| | - V Ullemar
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - C Almqvist
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden, Pediatric Allergy and Pulmonology Unit at Astrid Lindgren Children’s Hospital, Karolinska University Hospital, Stockholm, Sweden
| | - PKE Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - KJ Saudino
- Boston University, Department of Psychological and Brain Sciences, Boston, MA, USA
| | - MA Stazi
- Istituto Superiore di Sanità - Centre for Behavioural Sciences and Mental Health, Rome, Italy
| | - C Fagnani
- Istituto Superiore di Sanità - Centre for Behavioural Sciences and Mental Health, Rome, Italy
| | - S Brescianini
- Istituto Superiore di Sanità - Centre for Behavioural Sciences and Mental Health, Rome, Italy
| | - TL Nelson
- Department of Health and Exercise Sciences, Colorado School of Public Health, Colorado State University, USA
| | - KE Whitfield
- Psychology and Neuroscience, Duke University, Durham, NC, USA
| | - A Knafo-Noam
- The Hebrew University of Jerusalem, Jerusalem, Israel
| | - D Mankuta
- Hadassah Hospital Obstetrics and Gynecology Department, Hebrew University Medical School, Jerusalem, Israel
| | - L Abramson
- The Hebrew University of Jerusalem, Jerusalem, Israel
| | - TL Cutler
- The Australian Twin Registry, Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Victoria, Australia
| | - JL Hopper
- The Australian Twin Registry, Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Victoria, Australia, Department of Epidemiology, School of Public Health, Seoul National University, Seoul, South Korea
| | - CH Llewellyn
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, UK
| | - A Fisher
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, UK
| | - RP Corley
- Institute of Behavioral Science, University of Colorado, Boulder, CO, USA
| | - BM Huibregtse
- Institute of Behavioral Science, University of Colorado, Boulder, CO, USA
| | - CA Derom
- Centre of Human Genetics, University Hospitals Leuven, Leuven, Belgium, Department of Obstetrics and Gynaecology, Ghent University Hospitals, Ghent, Belgium
| | - RF Vlietinck
- Centre of Human Genetics, University Hospitals Leuven, Leuven, Belgium
| | - M Bjerregaard-Andersen
- Bandim Health Project, INDEPTH Network, Bissau, Guinea-Bissau, Research Center for Vitamins and Vaccines, Statens Serum Institute, Copenhagen, Denmark, Department of Endocrinology, Odense University Hospital, Odense, Denmark
| | - H Beck-Nielsen
- Department of Endocrinology, Odense University Hospital, Odense, Denmark
| | - M Sodemann
- Department of Infectious Diseases, Odense University Hospital, Odense, Denmark
| | - RF Krueger
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - M McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - S Pahlen
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | | | - KL Klump
- Michigan State University, East Lansing, MI, USA
| | - L Dubois
- School of Epidemiology, Public Health and Preventive Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | - M Boivin
- École de psychologie, Université Laval, Québec, Canada, Institute of Genetic, Neurobiological, and Social Foundations of Child Development, Tomsk State University, Russian Federation
| | - M Brendgen
- Département de psychologie, Université du Québec à Montréal, Montréal, Québec, Canada
| | - G Dionne
- École de psychologie, Université Laval, Québec, Canada
| | - F Vitaro
- École de psychoéducation, Université de Montréal, Montréal, Québec, Canada
| | - G Willemsen
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - M Bartels
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - CEM van Beijsterveld
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - JM Craig
- Murdoch Childrens Research Institute, Royal Children’s Hospital, Parkville, Victoria, Australia, Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - R Saffery
- Murdoch Childrens Research Institute, Royal Children’s Hospital, Parkville, Victoria, Australia, Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - F Rasmussen
- Department of Health Sciences, Lund University, Sweden
| | - P Tynelius
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - K Heikkilä
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - KH Pietiläinen
- Obesity Research Unit, Research Programs Unit, University of Helsinki, Helsinki, Finland
| | - G Bayasgalan
- Healthy Twin Association of Mongolia, Ulaanbaatar, Mongolia
| | - D Narandalai
- Healthy Twin Association of Mongolia, Ulaanbaatar, Mongolia, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - CMA Haworth
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - R Plomin
- King’s College London, MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, London, UK
| | - F Ji
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - F Ning
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Z Pang
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - E Rebato
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country UPV/EHU, Leioa, Spain
| | - AD Tarnoki
- Department of Radiology, Semmelweis University, Budapest, Hungary, Hungarian Twin Registry, Budapest, Hungary
| | - DL Tarnoki
- Department of Radiology, Semmelweis University, Budapest, Hungary, Hungarian Twin Registry, Budapest, Hungary
| | - J Kim
- Department of Epidemiology, School of Public Health, Seoul National University, Seoul, South Korea
| | - J Lee
- Department of Epidemiology, School of Public Health, Seoul National University, Seoul, South Korea
| | - S Lee
- Department of Epidemiology, School of Public Health, Seoul National University, Seoul, South Korea
| | - J Sung
- Department of Epidemiology, School of Public Health, Seoul National University, Seoul, South Korea, Institute of Health and Environment, Seoul National University, Seoul, South Korea
| | - RJF Loos
- The Charles Bronfman Institute for Personalized Medicine, The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - DI Boomsma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - TIA Sørensen
- Novo Nordisk Foundation Centre for Basic Metabolic Research (Section of Metabolic Genetics), Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark, Department of Public Health (Section of Epidemiology), Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - J Kaprio
- Department of Public Health, University of Helsinki, Helsinki, Finland, Institute for Molecular Medicine FIMM, Helsinki, Finland
| | - K Silventoinen
- Department of Social Research, University of Helsinki, Helsinki, Finland, Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan
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12
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Piirtola M, Kaprio J, Waller K, Heikkilä K, Koskenvuo M, Svedberg P, Silventoinen K, Kujala UM, Ropponen A. Leisure-time physical inactivity and association with body mass index: a Finnish Twin Study with a 35-year follow-up. Int J Epidemiol 2018; 46:116-127. [PMID: 26979986 DOI: 10.1093/ije/dyw007] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/14/2016] [Indexed: 01/29/2023] Open
Abstract
Background We investigated the stability and change of leisure-time physical inactivity in adult men and women during a 35-year follow-up. We also analysed the impact of long-term physical inactivity on the development of body mass index (BMI). Methods : In this population-based cohort study, 5254 Finnish twin individuals (59% women) participated in four surveys in 1975, 1981, 1990 and 2011. Mean age at baseline was 23.9 years. Individual long-term leisure-time physical activity (LTPA) was categorized into seven classes varying from 'persistently inactive' to 'persistently active'. We used the multivariate multilevel mixed-effects linear regression model and paired-sample t-test in the analyses. Co-twin control design was used for examining within-pair associations. Results : Of men 11%, and of women 8%, were persistently inactive. Among both sexes, the mean BMI slope trajectories were steeper among the persistently inactive and those who became inactive than among those who were persistently active. Overall, the inactive participants gained 1.4 kg/m 2 [95% confidence interval (CI) 1.2 to 1.7] more in weight than did the active participants from 1975 to 2011. Among twin pairs discordant for LTPA, the corresponding difference was 1.4 kg/m 2 (95% CI 0.83 to 2.0) in dizygotic pairs and 0.68 kg/m 2 (95% CI 0.05 to1.3) in monozygotic pairs. Conclusions Over a 35-year time span from young adulthood, persistently inactive participants and those who had become inactive had greater weight increases than those who were persistently active. This association was also found in twin-pair analyses, although attenuated in monozygotic pairs. This may support the importance of LTPA in weight management, although further causal inference is required.
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Affiliation(s)
- Maarit Piirtola
- University of Helsinki, Department of Public Health, Helsinki, Finland
| | - Jaakko Kaprio
- University of Helsinki, Department of Public Health, Helsinki, Finland
| | - Katja Waller
- University of Helsinki, Department of Public Health, Helsinki, Finland
| | - Kauko Heikkilä
- University of Helsinki, Department of Public Health, Helsinki, Finland
| | - Markku Koskenvuo
- University of Helsinki, Department of Public Health, Helsinki, Finland
| | - Pia Svedberg
- University of Helsinki, Department of Public Health, Helsinki, Finland
| | | | - Urho M Kujala
- University of Helsinki, Department of Public Health, Helsinki, Finland
| | - Annina Ropponen
- University of Helsinki, Department of Public Health, Helsinki, Finland
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13
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Würtz P, Wang Q, Niironen M, Tynkkynen T, Tiainen M, Drenos F, Kangas AJ, Soininen P, Skilton MR, Heikkilä K, Pouta A, Kähönen M, Lehtimäki T, Rose RJ, Kajantie E, Perola M, Kaprio J, Eriksson JG, Raitakari OT, Lawlor DA, Davey Smith G, Järvelin MR, Ala-Korpela M, Auro K. Metabolic signatures of birthweight in 18 288 adolescents and adults. Int J Epidemiol 2018; 45:1539-1550. [PMID: 27892411 PMCID: PMC5100627 DOI: 10.1093/ije/dyw255] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [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] [Accepted: 08/10/2016] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Lower birthweight is associated with increased susceptibility to cardiometabolic diseases in adulthood, but the underlying molecular pathways are incompletely understood. We examined associations of birthweight with a comprehensive metabolic profile measured in adolescents and adults. METHODS High-throughput nuclear magnetic resonance metabolomics and biochemical assays were used to quantify 87 circulating metabolic measures in seven cohorts from Finland and the UK, comprising altogether 18 288 individuals (mean age 26 years, range 15-75). Metabolic associations with birthweight were assessed by linear regression models adjusted for sex, gestational age and age at blood sampling. The metabolic associations with birthweight were compared with the corresponding associations with adult body mass index (BMI). RESULTS Lower birthweight adjusted for gestational age was adversely associated with cardiometabolic biomarkers, including lipoprotein subclasses, fatty acids, amino acids and markers of inflammation and impaired liver function (P < 0.0015 for 46 measures). Associations were consistent across cohorts with different ages at metabolic profiling, but the magnitudes were weak. The pattern of metabolic deviations associated with lower birthweight resembled the metabolic signature of higher adult BMI (R2 = 0.77) assessed at the same time as the metabolic profiling. The resemblance indicated that 1 kg lower birthweight is associated with similar metabolic aberrations as caused by 0.92 units higher BMI in adulthood. CONCLUSIONS Lower birthweight adjusted for gestational age is associated with adverse biomarker aberrations across multiple metabolic pathways. Coherent metabolic signatures between lower birthweight and higher adult adiposity suggest that shared molecular pathways may potentially underpin the metabolic deviations. However, the magnitudes of metabolic associations with birthweight are modest in comparison to the effects of adiposity, implying that birthweight is only a weak indicator of the metabolic risk profile in adulthood.
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Affiliation(s)
- Peter Würtz
- Computational Medicine, Faculty of Medicine, University of Oulu and Biocenter Oulu, Oulu, Finland
| | - Qin Wang
- Computational Medicine, Faculty of Medicine, University of Oulu and Biocenter Oulu, Oulu, Finland.,NMR Metabolomics Laboratory School of Pharmacy, University of Eastern Finland, Kuopio, Finland
| | - Marjo Niironen
- Department of Genomics and Biomarkers, National Institute for Health and Welfare, Helsinki, Finland.,Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Tuulia Tynkkynen
- Computational Medicine, Faculty of Medicine, University of Oulu and Biocenter Oulu, Oulu, Finland.,NMR Metabolomics Laboratory School of Pharmacy, University of Eastern Finland, Kuopio, Finland
| | - Mika Tiainen
- Computational Medicine, Faculty of Medicine, University of Oulu and Biocenter Oulu, Oulu, Finland.,NMR Metabolomics Laboratory School of Pharmacy, University of Eastern Finland, Kuopio, Finland
| | - Fotios Drenos
- Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Antti J Kangas
- Computational Medicine, Faculty of Medicine, University of Oulu and Biocenter Oulu, Oulu, Finland
| | - Pasi Soininen
- Computational Medicine, Faculty of Medicine, University of Oulu and Biocenter Oulu, Oulu, Finland.,NMR Metabolomics Laboratory School of Pharmacy, University of Eastern Finland, Kuopio, Finland
| | - Michael R Skilton
- Boden Institute of Obesity, Nutrition, Exercise, and Eating Disorders, University of Sydney, Sydney, NSW, Australia
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Anneli Pouta
- Center for Life Course Health Research and Biocenter Oulu, University of Oulu, Oulu, Finland.,Department of Children, Young People and Families, National Institute for Health and Welfare, Oulu, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, University of Tampere and Tampere University Hospital, Tampere, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and School of Medicine, University of Tampere, Tampere, Finland
| | - Richard J Rose
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, USA
| | - Eero Kajantie
- Department of Genomics and Biomarkers, National Institute for Health and Welfare, Helsinki, Finland.,Children's Hospital, Helsinki University Hospital and University of Helsinki, Helsinki, Finland.,Research Unit for Pediatrics, Dermatology, Clinical Genetics, Obstetrics and Gynecology, and Medical Research Unit Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland
| | - Markus Perola
- Department of Genomics and Biomarkers, National Institute for Health and Welfare, Helsinki, Finland.,Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Jaakko Kaprio
- Department of Genomics and Biomarkers, National Institute for Health and Welfare, Helsinki, Finland.,Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland.,Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Johan G Eriksson
- Department of Genomics and Biomarkers, National Institute for Health and Welfare, Helsinki, Finland.,Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland.,Unit of General Practice, Helsinki University Hospital, Helsinki, Finland.,Folkhälsan Research Center, Helsinki, Finland.,Vasa Central Hospital, Vasa, Finland
| | - Olli T Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland.,Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - Debbie A Lawlor
- Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - George Davey Smith
- Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Marjo-Riitta Järvelin
- Center for Life Course Health Research and Biocenter Oulu, University of Oulu, Oulu, Finland.,Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
| | - Mika Ala-Korpela
- Computational Medicine, Faculty of Medicine, University of Oulu and Biocenter Oulu, Oulu, Finland.,NMR Metabolomics Laboratory School of Pharmacy, University of Eastern Finland, Kuopio, Finland.,Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Kirsi Auro
- Department of Genomics and Biomarkers, National Institute for Health and Welfare, Helsinki, Finland.,Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
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14
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Jelenkovic A, Yokoyama Y, Sund R, Pietiläinen KH, Hur YM, Willemsen G, Bartels M, van Beijsterveldt TCEM, Ooki S, Saudino KJ, Stazi MA, Fagnani C, D’Ippolito C, Nelson TL, Whitfield KE, Knafo-Noam A, Mankuta D, Abramson L, Heikkilä K, Cutler TL, Hopper JL, Wardle J, Llewellyn CH, Fisher A, Corley RP, Huibregtse BM, Derom CA, Vlietinck RF, Loos RJF, Bjerregaard-Andersen M, Beck-Nielsen H, Sodemann M, Tarnoki AD, Tarnoki DL, Burt SA, Klump KL, Ordoñana JR, Sánchez-Romera JF, Colodro-Conde L, Dubois L, Boivin M, Brendgen M, Dionne G, Vitaro F, Harris JR, Brandt I, Nilsen TS, Craig JM, Saffery R, Rasmussen F, Tynelius P, Bayasgalan G, Narandalai D, Haworth CMA, Plomin R, Ji F, Ning F, Pang Z, Rebato E, Krueger RF, McGue M, Pahlen S, Boomsma DI, Sørensen TIA, Kaprio J, Silventoinen K. Association between birthweight and later body mass index: an individual-based pooled analysis of 27 twin cohorts participating in the CODATwins project. Int J Epidemiol 2017; 46:1488-1498. [PMID: 28369451 PMCID: PMC5837357 DOI: 10.1093/ije/dyx031] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [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] [Accepted: 02/06/2017] [Indexed: 11/30/2022] Open
Abstract
Background There is evidence that birthweight is positively associated with body mass index (BMI) in later life, but it remains unclear whether this is explained by genetic factors or the intrauterine environment. We analysed the association between birthweight and BMI from infancy to adulthood within twin pairs, which provides insights into the role of genetic and environmental individual-specific factors. Methods This study is based on the data from 27 twin cohorts in 17 countries. The pooled data included 78 642 twin individuals (20 635 monozygotic and 18 686 same-sex dizygotic twin pairs) with information on birthweight and a total of 214 930 BMI measurements at ages ranging from 1 to 49 years. The association between birthweight and BMI was analysed at both the individual and within-pair levels using linear regression analyses. Results At the individual level, a 1-kg increase in birthweight was linearly associated with up to 0.9 kg/m2 higher BMI (P < 0.001). Within twin pairs, regression coefficients were generally greater (up to 1.2 kg/m2 per kg birthweight, P < 0.001) than those from the individual-level analyses. Intra-pair associations between birthweight and later BMI were similar in both zygosity groups and sexes and were lower in adulthood. Conclusions These findings indicate that environmental factors unique to each individual have an important role in the positive association between birthweight and later BMI, at least until young adulthood.
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Affiliation(s)
- Aline Jelenkovic
- Department of Social Research, University of Helsinki, Helsinki, Finland
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country UPV/EHU, Leioa, Spain
| | - Yoshie Yokoyama
- Department of Public Health Nursing, Osaka City University, Osaka, Japan
| | - Reijo Sund
- Department of Social Research, University of Helsinki, Helsinki, Finland
| | - Kirsi H Pietiläinen
- Obesity Research Unit, Research Programs Unit, University of Helsinki, Helsinki, Finland and Abdominal Center, Endocrinology, Helsinki University Central Hospital, Helsinki, Finland
| | - Yoon-Mi Hur
- Department of Education, Mokpo National University, Jeonnam, South Korea
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands
| | - Meike Bartels
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands
| | | | - Syuichi Ooki
- Department of Health Science, Ishikawa Prefectural Nursing University, Kahoku, Ishikawa, Japan
| | - Kimberly J Saudino
- Boston University, Department of Psychological and Brain Sciencies, Boston, MA, USA
| | - Maria A Stazi
- Istituto Superiore di Sanità—National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Corrado Fagnani
- Istituto Superiore di Sanità—National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Cristina D’Ippolito
- Istituto Superiore di Sanità—National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Tracy L Nelson
- Department of Health and Exercise Sciencies and Colorado School of Public Health, Colorado State University, USA
| | | | | | - David Mankuta
- Hadassah Hospital Obstetrics and Gynecology Department, Hebrew University Medical School, Jerusalem, Israel
| | - Lior Abramson
- The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Tessa L Cutler
- The Australian Twin Registry, Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Victoria, Australia
| | - John L Hopper
- The Australian Twin Registry, Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Victoria, Australia
- Department of Epidemiology, School of Public Health, Seoul National University, Seoul, Korea
| | - Jane Wardle
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, UK
| | - Clare H Llewellyn
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, UK
| | - Abigail Fisher
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, UK
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Brooke M Huibregtse
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Catherine A Derom
- Centre of Human Genetics, University Hospitals Leuven, Leuven, Belgium
- Department of Obstetrics and Gynaecology, Ghent University Hospitals, Ghent, Belgium
| | | | - Ruth JF Loos
- The Charles Bronfman Institute for Personalized Medicine, The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Morten Bjerregaard-Andersen
- Bandim Health Project, INDEPTH Network, Bissau, Guinea-Bissau
- Research Center for Vitamins and Vaccines, Statens Serum Institute, Copenhagen, Denmark
- Department of Endocrinology, Odense University Hospital, Odense, Denmark
| | | | - Morten Sodemann
- Department of Infectious Diseases, Odense University Hospital, Odense, Denmark
| | - Adam D Tarnoki
- Department of Radiology and Oncotherapy, Semmelweis University, Budapest, Hungary
- Hungarian Twin Registry, Budapest, Hungary
| | - David L Tarnoki
- Department of Radiology and Oncotherapy, Semmelweis University, Budapest, Hungary
- Hungarian Twin Registry, Budapest, Hungary
| | | | - Kelly L Klump
- Michigan State University, East Lansing, Michigan, USA
| | - Juan R Ordoñana
- Department of Human Anatomy and Psychobiology, University of Murcia, Murcia, Spain
- IMIB-Arrixaca, Murcia, Spain
| | - Juan F Sánchez-Romera
- IMIB-Arrixaca, Murcia, Spain
- Department of Developmental and Educational Psychology, University of Murcia, Murcia, Spain
| | - Lucia Colodro-Conde
- Department of Human Anatomy and Psychobiology, University of Murcia, Murcia, Spain
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Lise Dubois
- School of Epidemiology, Public Health and Preventive Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | - Michel Boivin
- School of Psycholoy, Laval University, Quebec, Canada
- Institute of Genetic, Neurobiological, and Social Foundations of Child Development, Tomsk State University, Russian Federation
| | - Mara Brendgen
- Departement of Psychology, University of Quebec at Montreal, Montreal, Quebec, Canada
| | | | - Frank Vitaro
- School of Psychoeducation, University of Montreal, Montreal, Quebec, Canada
| | | | | | | | - Jeffrey M Craig
- Murdoch Childrens Research Institute, Royal Children’s Hospital, Parkville, Victoria, Australia
- Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - Richard Saffery
- Murdoch Childrens Research Institute, Royal Children’s Hospital, Parkville, Victoria, Australia
- Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - Finn Rasmussen
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Per Tynelius
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | | | - Danshiitsoodol Narandalai
- Healthy Twin Association of Mongolia, Ulaanbaatar, Mongolia
- Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Claire MA Haworth
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Robert Plomin
- King’s College London, MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, London, UK
| | - Fuling Ji
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Feng Ning
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Zengchang Pang
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Esther Rebato
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country UPV/EHU, Leioa, Spain
| | - Robert F Krueger
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Shandell Pahlen
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands
| | - Thorkild IA Sørensen
- Novo Nordisk Foundation Centre for Basic Metabolic Research (Section on Metabolic Genetics), and Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Clinical Epidemiology (formely Institute of Preventive Medicine), Bispebjerg and Frederiksberg Hospitals, Copenhagen, The Capital Region, Denmark
| | - Jaakko Kaprio
- Department of Social Research, University of Helsinki, Helsinki, Finland
- Obesity Research Unit, Research Programs Unit, University of Helsinki, Helsinki, Finland and Abdominal Center, Endocrinology, Helsinki University Central Hospital, Helsinki, Finland
- National Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine FIMM, Helsinki, Finland
| | - Karri Silventoinen
- Department of Social Research, University of Helsinki, Helsinki, Finland
- Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan
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15
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Heikkilä K, Rissanen H, Heliövaara M, Knekt P, Mäki M, Kaukinen K. Associations of tissue transglutaminase antibody seropositivity with coronary heart disease: Findings from a prospective cohort study. Nutr Metab Cardiovasc Dis 2017; 27:817-821. [PMID: 28756971 DOI: 10.1016/j.numecd.2017.06.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2017] [Revised: 04/18/2017] [Accepted: 06/08/2017] [Indexed: 01/22/2023]
Abstract
BACKGROUND AND AIMS Clinical experience and observational studies suggest that individuals with coeliac disease are at increased risk of coronary heart disease (CHD), but the precise mechanism for this is unclear. Laboratory studies suggest that it may relate to tissue transglutaminase antibodies (tTGAs). Our aim was to examine whether seropositivity for tTGA and endomysial antibodies (EMAs) are associated with incident CHD in humans. METHODS AND RESULTS We used data from Mini-Finland Health Survey, a prospective cohort study of Finnish men and women aged 35-80 at study baseline 1978-80. TTGA and EMA seropositivities were ascertained from baseline blood samples and incident CHD events were identified from national hospitalisation and death registers. Cox regression was used to examine the associations between antibody seropositivity and incident CHD. Of 6887 men and women, 562 were seropositive for tTGAs and 72 for EMAs. During a median follow-up of 26 years, 2367 individuals experienced a CHD event. We found no clear evidence for an association between tTGA positivity (hazard ratio, HR: 1.04, 95% confidence interval, CI: 0.83, 1.30) or EMA positivity (HR: 1.16, 95% CI: 0.77, 1.74) and incident CHD, once pre-existing CVD and known CHD risk factors had been adjusted for. CONCLUSION We found no clear evidence for an association of tTGA or EMA seropositivity with incident CHD outcomes, suggesting that tTG autoimmunity is unlikely to be the biological link between coeliac disease and CHD.
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Affiliation(s)
- K Heikkilä
- Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, London, United Kingdom; National Institute for Health and Welfare, Helsinki, Finland.
| | - H Rissanen
- National Institute for Health and Welfare, Helsinki, Finland
| | - M Heliövaara
- National Institute for Health and Welfare, Helsinki, Finland
| | - P Knekt
- National Institute for Health and Welfare, Helsinki, Finland
| | - M Mäki
- Tampere Centre for Child Health Research, University of Tampere and Tampere University Hospital, Finland
| | - K Kaukinen
- Tampere Centre for Child Health Research, University of Tampere and Tampere University Hospital, Finland; Department of Internal Medicine, Tampere University Hospital, Tampere, Finland
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16
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Madsen IEH, Nyberg ST, Magnusson Hanson LL, Ferrie JE, Ahola K, Alfredsson L, Batty GD, Bjorner JB, Borritz M, Burr H, Chastang JF, de Graaf R, Dragano N, Hamer M, Jokela M, Knutsson A, Koskenvuo M, Koskinen A, Leineweber C, Niedhammer I, Nielsen ML, Nordin M, Oksanen T, Pejtersen JH, Pentti J, Plaisier I, Salo P, Singh-Manoux A, Suominen S, ten Have M, Theorell T, Toppinen-Tanner S, Vahtera J, Väänänen A, Westerholm PJM, Westerlund H, Fransson EI, Heikkilä K, Virtanen M, Rugulies R, Kivimäki M. Job strain as a risk factor for clinical depression: systematic review and meta-analysis with additional individual participant data. Psychol Med 2017; 47:1342-1356. [PMID: 28122650 PMCID: PMC5471831 DOI: 10.1017/s003329171600355x] [Citation(s) in RCA: 252] [Impact Index Per Article: 36.0] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/09/2016] [Revised: 10/28/2016] [Accepted: 12/15/2016] [Indexed: 12/15/2022]
Abstract
BACKGROUND Adverse psychosocial working environments characterized by job strain (the combination of high demands and low control at work) are associated with an increased risk of depressive symptoms among employees, but evidence on clinically diagnosed depression is scarce. We examined job strain as a risk factor for clinical depression. METHOD We identified published cohort studies from a systematic literature search in PubMed and PsycNET and obtained 14 cohort studies with unpublished individual-level data from the Individual-Participant-Data Meta-analysis in Working Populations (IPD-Work) Consortium. Summary estimates of the association were obtained using random-effects models. Individual-level data analyses were based on a pre-published study protocol. RESULTS We included six published studies with a total of 27 461 individuals and 914 incident cases of clinical depression. From unpublished datasets we included 120 221 individuals and 982 first episodes of hospital-treated clinical depression. Job strain was associated with an increased risk of clinical depression in both published [relative risk (RR) = 1.77, 95% confidence interval (CI) 1.47-2.13] and unpublished datasets (RR = 1.27, 95% CI 1.04-1.55). Further individual participant analyses showed a similar association across sociodemographic subgroups and after excluding individuals with baseline somatic disease. The association was unchanged when excluding individuals with baseline depressive symptoms (RR = 1.25, 95% CI 0.94-1.65), but attenuated on adjustment for a continuous depressive symptoms score (RR = 1.03, 95% CI 0.81-1.32). CONCLUSIONS Job strain may precipitate clinical depression among employees. Future intervention studies should test whether job strain is a modifiable risk factor for depression.
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Affiliation(s)
- I. E. H. Madsen
- National Research Centre for the Working
Environment, DK-2100 Copenhagen Ø,
Denmark
| | - S. T. Nyberg
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
| | | | - J. E. Ferrie
- Department of Epidemiology and Public
Health, University College London, London
WC1E 6BT, UK
- School of Community and Social Medicine,
University of Bristol, Bristol BS8 2PS,
UK
| | - K. Ahola
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
| | - L. Alfredsson
- Institute of Environmental Medicine,
Karolinska Institutet, SE-171 77 Stockholm,
Sweden
- Centre for Occupational and Environmental
Medicine, Stockholm County Council, SE-104
22 Stockholm, Sweden
| | - G. D. Batty
- Department of Epidemiology and Public
Health, University College London, London
WC1E 6BT, UK
- Centre for Cognitive Ageing and Cognitive
Epidemiology, University of Edinburgh,
Edinburgh EH8 9JZ, UK
- Alzheimer Scotland Dementia Research
Centre, University of Edinburgh, Edinburgh
EH8 9JZ, UK
| | - J. B. Bjorner
- National Research Centre for the Working
Environment, DK-2100 Copenhagen Ø,
Denmark
| | - M. Borritz
- Department of Occupational and Environmental
Medicine, Bispebjerg University Hospital,
DK-2400 Copenhagen, Denmark
| | - H. Burr
- Federal Institute for Occupational Safety and
Health (BAuA), D-10317 Berlin,
Germany
| | - J.-F. Chastang
- INSERM, U1085, Research Institute for
Environmental and Occupational Health (IRSET), Epidemiology in Occupational Health and
Ergonomics (ESTER) Team, F-49000, Angers, France
- University of Angers, Epidemiology in Occupational
Health and Ergonomics (ESTER) Team, F-49000, Angers, France
| | - R. de Graaf
- Netherlands Institute of Mental Health and
Addiction, 3521 VS Utrecht, The
Netherlands
| | - N. Dragano
- Department of Medical Sociology,
University of Düsseldorf, 40225
Düsseldorf, Germany
| | - M. Hamer
- Department of Epidemiology and Public
Health, University College London, London
WC1E 6BT, UK
- National Centre for Sport & Exercise
Medicine, Loughborough University, Loughborough LE11 3TU,
UK
| | - M. Jokela
- Institute of Behavioral Sciences,
University of Helsinki, FI-00014
Helsinki, Finland
| | - A. Knutsson
- Department of Health Sciences,
Mid Sweden University, SE-851 70
Sundsvall, Sweden
| | - M. Koskenvuo
- Department of Public Health,
University of Helsinki, FI-00014
Helsinki, Finland
| | - A. Koskinen
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
| | - C. Leineweber
- Stress Research Institute, Stockholm
University, SE-106 91 Stockholm,
Sweden
| | - I. Niedhammer
- INSERM, U1085, Research Institute for
Environmental and Occupational Health (IRSET), Epidemiology in Occupational Health and
Ergonomics (ESTER) Team, F-49000, Angers, France
- University of Angers, Epidemiology in Occupational
Health and Ergonomics (ESTER) Team, F-49000, Angers, France
| | - M. L. Nielsen
- Unit of Social Medicine,
Frederiksberg University Hospital, DK-2000
Copenhagen, Denmark
| | - M. Nordin
- Stress Research Institute, Stockholm
University, SE-106 91 Stockholm,
Sweden
- Department of Psychology,
Umeå University, SE-901 87 Umeå,
Sweden
| | - T. Oksanen
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
| | - J. H. Pejtersen
- The Danish National Centre for Social
Research, DK-1052 Copenhagen,
Denmark
| | - J. Pentti
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
| | - I. Plaisier
- The Netherlands Institute for Social
Research, 2515 XP The Hague, The
Netherlands
| | - P. Salo
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
- Department of Psychology,
University of Turku, FI-20014 Turku,
Finland
| | - A. Singh-Manoux
- Department of Epidemiology and Public
Health, University College London, London
WC1E 6BT, UK
- Inserm U1018, Centre for
Research in Epidemiology and Population Health, F-94807
Villejuif, France
| | - S. Suominen
- Folkhälsan Research Center,
FI-00290 Helsinki, Finland
- Nordic School of Public Health,SE-402 42Göteborg, Sweden
- Department of Public Health,
University of Turku, FI-20014 Turku,
Finland
| | - M. ten Have
- Netherlands Institute of Mental Health and
Addiction, 3521 VS Utrecht, The
Netherlands
| | - T. Theorell
- Stress Research Institute, Stockholm
University, SE-106 91 Stockholm,
Sweden
| | | | - J. Vahtera
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
- Department of Public Health,
University of Turku, FI-20014 Turku,
Finland
- Turku University Hospital,
FI-20520 Turku, Finland
| | - A. Väänänen
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
| | - P. J. M. Westerholm
- Occupational and Environmental
Medicine, Uppsala University, SE-751 85
Uppsala, Sweden
| | - H. Westerlund
- Stress Research Institute, Stockholm
University, SE-106 91 Stockholm,
Sweden
| | - E. I. Fransson
- Stress Research Institute, Stockholm
University, SE-106 91 Stockholm,
Sweden
- Institute of Environmental Medicine,
Karolinska Institutet, SE-171 77 Stockholm,
Sweden
- School of Health and Welfare,
Jönköping University, SE-551 11
Jönköping, Sweden
| | - K. Heikkilä
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
- Department of Health Services Research and
Policy, London School of Hygiene and Tropical
Medicine, London WC1H 9SH, UK
- Clinical Effectiveness Unit,
The Royal College of Surgeons of England, London
WC2A 3PE, UK
| | - M. Virtanen
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
| | - R. Rugulies
- National Research Centre for the Working
Environment, DK-2100 Copenhagen Ø,
Denmark
- Department of Public Health and Department of
Psychology, University of Copenhagen,
DK-1353 Copenhagen, Denmark
| | - M. Kivimäki
- Finnish Institute of Occupational
Health, FI-00250 Helsinki, Finland
- Department of Epidemiology and Public
Health, University College London, London
WC1E 6BT, UK
- Clinicum, Faculty of Medicine,
University of Helsinki, FI-00014 Helsinki,Finland
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17
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Marouli E, Graff M, Medina-Gomez C, Lo KS, Wood AR, Kjaer TR, Fine RS, Lu Y, Schurmann C, Highland HM, Rüeger S, Thorleifsson G, Justice AE, Lamparter D, Stirrups KE, Turcot V, Young KL, Winkler TW, Esko T, Karaderi T, Locke AE, Masca NGD, Ng MCY, Mudgal P, Rivas MA, Vedantam S, Mahajan A, Guo X, Abecasis G, Aben KK, Adair LS, Alam DS, Albrecht E, Allin KH, Allison M, Amouyel P, Appel EV, Arveiler D, Asselbergs FW, Auer PL, Balkau B, Banas B, Bang LE, Benn M, Bergmann S, Bielak LF, Blüher M, Boeing H, Boerwinkle E, Böger CA, Bonnycastle LL, Bork-Jensen J, Bots ML, Bottinger EP, Bowden DW, Brandslund I, Breen G, Brilliant MH, Broer L, Burt AA, Butterworth AS, Carey DJ, Caulfield MJ, Chambers JC, Chasman DI, Chen YDI, Chowdhury R, Christensen C, Chu AY, Cocca M, Collins FS, Cook JP, Corley J, Galbany JC, Cox AJ, Cuellar-Partida G, Danesh J, Davies G, de Bakker PIW, de Borst GJ, de Denus S, de Groot MCH, de Mutsert R, Deary IJ, Dedoussis G, Demerath EW, den Hollander AI, Dennis JG, Di Angelantonio E, Drenos F, Du M, Dunning AM, Easton DF, Ebeling T, Edwards TL, Ellinor PT, Elliott P, Evangelou E, Farmaki AE, Faul JD, Feitosa MF, Feng S, Ferrannini E, Ferrario MM, Ferrieres J, Florez JC, Ford I, Fornage M, Franks PW, Frikke-Schmidt R, Galesloot TE, Gan W, Gandin I, Gasparini P, Giedraitis V, Giri A, Girotto G, Gordon SD, Gordon-Larsen P, Gorski M, Grarup N, Grove ML, Gudnason V, Gustafsson S, Hansen T, Harris KM, Harris TB, Hattersley AT, Hayward C, He L, Heid IM, Heikkilä K, Helgeland Ø, Hernesniemi J, Hewitt AW, Hocking LJ, Hollensted M, Holmen OL, Hovingh GK, Howson JMM, Hoyng CB, Huang PL, Hveem K, Ikram MA, Ingelsson E, Jackson AU, Jansson JH, Jarvik GP, Jensen GB, Jhun MA, Jia Y, Jiang X, Johansson S, Jørgensen ME, Jørgensen T, Jousilahti P, Jukema JW, Kahali B, Kahn RS, Kähönen M, Kamstrup PR, Kanoni S, Kaprio J, Karaleftheri M, Kardia SLR, Karpe F, Kee F, Keeman R, Kiemeney LA, Kitajima H, Kluivers KB, Kocher T, Komulainen P, Kontto J, Kooner JS, Kooperberg C, Kovacs P, Kriebel J, Kuivaniemi H, Küry S, Kuusisto J, La Bianca M, Laakso M, Lakka TA, Lange EM, Lange LA, Langefeld CD, Langenberg C, Larson EB, Lee IT, Lehtimäki T, Lewis CE, Li H, Li J, Li-Gao R, Lin H, Lin LA, Lin X, Lind L, Lindström J, Linneberg A, Liu Y, Liu Y, Lophatananon A, Luan J, Lubitz SA, Lyytikäinen LP, Mackey DA, Madden PAF, Manning AK, Männistö S, Marenne G, Marten J, Martin NG, Mazul AL, Meidtner K, Metspalu A, Mitchell P, Mohlke KL, Mook-Kanamori DO, Morgan A, Morris AD, Morris AP, Müller-Nurasyid M, Munroe PB, Nalls MA, Nauck M, Nelson CP, Neville M, Nielsen SF, Nikus K, Njølstad PR, Nordestgaard BG, Ntalla I, O'Connel JR, Oksa H, Loohuis LMO, Ophoff RA, Owen KR, Packard CJ, Padmanabhan S, Palmer CNA, Pasterkamp G, Patel AP, Pattie A, Pedersen O, Peissig PL, Peloso GM, Pennell CE, Perola M, Perry JA, Perry JRB, Person TN, Pirie A, Polasek O, Posthuma D, Raitakari OT, Rasheed A, Rauramaa R, Reilly DF, Reiner AP, Renström F, Ridker PM, Rioux JD, Robertson N, Robino A, Rolandsson O, Rudan I, Ruth KS, Saleheen D, Salomaa V, Samani NJ, Sandow K, Sapkota Y, Sattar N, Schmidt MK, Schreiner PJ, Schulze MB, Scott RA, Segura-Lepe MP, Shah S, Sim X, Sivapalaratnam S, Small KS, Smith AV, Smith JA, Southam L, Spector TD, Speliotes EK, Starr JM, Steinthorsdottir V, Stringham HM, Stumvoll M, Surendran P, 't Hart LM, Tansey KE, Tardif JC, Taylor KD, Teumer A, Thompson DJ, Thorsteinsdottir U, Thuesen BH, Tönjes A, Tromp G, Trompet S, Tsafantakis E, Tuomilehto J, Tybjaerg-Hansen A, Tyrer JP, Uher R, Uitterlinden AG, Ulivi S, van der Laan SW, Van Der Leij AR, van Duijn CM, van Schoor NM, van Setten J, Varbo A, Varga TV, Varma R, Edwards DRV, Vermeulen SH, Vestergaard H, Vitart V, Vogt TF, Vozzi D, Walker M, Wang F, Wang CA, Wang S, Wang Y, Wareham NJ, Warren HR, Wessel J, Willems SM, Wilson JG, Witte DR, Woods MO, Wu Y, Yaghootkar H, Yao J, Yao P, Yerges-Armstrong LM, Young R, Zeggini E, Zhan X, Zhang W, Zhao JH, Zhao W, Zhao W, Zheng H, Zhou W, Rotter JI, Boehnke M, Kathiresan S, McCarthy MI, Willer CJ, Stefansson K, Borecki IB, Liu DJ, North KE, Heard-Costa NL, Pers TH, Lindgren CM, Oxvig C, Kutalik Z, Rivadeneira F, Loos RJF, Frayling TM, Hirschhorn JN, Deloukas P, Lettre G. Rare and low-frequency coding variants alter human adult height. Nature 2017; 542:186-190. [PMID: 28146470 PMCID: PMC5302847 DOI: 10.1038/nature21039] [Citation(s) in RCA: 373] [Impact Index Per Article: 53.3] [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] [Received: 07/11/2016] [Accepted: 12/04/2016] [Indexed: 02/07/2023]
Abstract
Height is a highly heritable, classic polygenic trait with approximately 700 common associated variants identified through genome-wide association studies so far. Here, we report 83 height-associated coding variants with lower minor-allele frequencies (in the range of 0.1-4.8%) and effects of up to 2 centimetres per allele (such as those in IHH, STC2, AR and CRISPLD2), greater than ten times the average effect of common variants. In functional follow-up studies, rare height-increasing alleles of STC2 (giving an increase of 1-2 centimetres per allele) compromised proteolytic inhibition of PAPP-A and increased cleavage of IGFBP-4 in vitro, resulting in higher bioavailability of insulin-like growth factors. These 83 height-associated variants overlap genes that are mutated in monogenic growth disorders and highlight new biological candidates (such as ADAMTS3, IL11RA and NOX4) and pathways (such as proteoglycan and glycosaminoglycan synthesis) involved in growth. Our results demonstrate that sufficiently large sample sizes can uncover rare and low-frequency variants of moderate-to-large effect associated with polygenic human phenotypes, and that these variants implicate relevant genes and pathways.
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Affiliation(s)
- Eirini Marouli
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK
| | - Mariaelisa Graff
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - Carolina Medina-Gomez
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands.,Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands
| | - Ken Sin Lo
- Montreal Heart Institute, Montreal, Quebec H1T 1C8, Canada
| | - Andrew R Wood
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter EX2 5DW, UK
| | - Troels R Kjaer
- Department of Molecular Biology and Genetics, Aarhus University, Aarhus, 8000, Denmark
| | - Rebecca S Fine
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA.,Department of Genetics, Harvard Medical School, Boston, Massachusetts 02115, USA.,Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts 02115, USA
| | - Yingchang Lu
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University School of Medicine, Nashville, Tennessee 37203, USA.,The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York 10029, USA.,The Genetics of Obesity and Related Metabolic Traits Program, Ichan School of Medicine at Mount Sinai, New York, New York 10069, USA
| | - Claudia Schurmann
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York 10029, USA.,The Genetics of Obesity and Related Metabolic Traits Program, Ichan School of Medicine at Mount Sinai, New York, New York 10069, USA
| | - Heather M Highland
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina 27514, USA.,Human Genetics Center, The University of Texas School of Public Health, The University of Texas Graduate School of Biomedical Sciences at Houston, The University of Texas Health Science Center at Houston, Houston, Texas 77030, USA
| | - Sina Rüeger
- Institute of Social and Preventive Medicine, Lausanne University Hospital, Lausanne, 1010, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland
| | | | - Anne E Justice
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - David Lamparter
- Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland.,Department of Computational Biology, University of Lausanne, Lausanne, 1011, Switzerland
| | - Kathleen E Stirrups
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK.,Department of Haematology, University of Cambridge, Cambridge CB2 0PT, UK
| | - Valérie Turcot
- Montreal Heart Institute, Montreal, Quebec H1T 1C8, Canada
| | - Kristin L Young
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - Thomas W Winkler
- Department of Genetic Epidemiology, University of Regensburg, Regensburg, D-93051, Germany
| | - Tõnu Esko
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA.,Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts 02115, USA.,Estonian Genome Center, University of Tartu, Tartu, 51010, Estonia
| | - Tugce Karaderi
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | - Adam E Locke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA.,McDonnell Genome Institute, Washington University School of Medicine, Saint Louis, Missouri 63108, USA
| | - Nicholas G D Masca
- Department of Cardiovascular Sciences, Univeristy of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK.,NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE3 9QP, UK
| | - Maggie C Y Ng
- Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA.,Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA
| | - Poorva Mudgal
- Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA
| | - Manuel A Rivas
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA.,Nuffield Department of Clinical Medicine, Oxford OX3 7BN, UK
| | - Sailaja Vedantam
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA.,Department of Genetics, Harvard Medical School, Boston, Massachusetts 02115, USA.,Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts 02115, USA
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | - Xiuqing Guo
- Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Goncalo Abecasis
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Katja K Aben
- Netherlands Comprehensive Cancer Organisation, Utrecht, 3501 DB, The Netherlands.,Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Linda S Adair
- Department of Nutrition, University of North Carolina, Chapel Hill, North Carolina 27599, USA
| | - Dewan S Alam
- Centre for Control of Chronic Diseases (CCCD), Dhaka, 1212, Bangladesh
| | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, D-85764, Germany
| | - Kristine H Allin
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark
| | - Matthew Allison
- Department of Family Medicine &Public Health, University of California, San Diego, La Jolla, California 92093, USA
| | - Philippe Amouyel
- INSERM U1167, Lille, F-59019, France.,Institut Pasteur de Lille, U1167, Lille, F-59019, France.,Universite de Lille, U1167 - RID-AGE - Risk factors and molecular determinants of aging-related diseases, Lille, F-59019, France
| | - Emil V Appel
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark
| | - Dominique Arveiler
- Department of Epidemiology and Public Health, University of Strasbourg, Strasbourg, F-67085, France.,Department of Public Health, University Hospital of Strasbourg, Strasbourg, 67081, France
| | - Folkert W Asselbergs
- Department of Cardiology, Division Heart &Lungs, University Medical Center Utrecht, Utrecht, The Netherlands.,Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, The Netherlands.,Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London, London, UK
| | - Paul L Auer
- Zilber School of Public Health, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin 53201, USA
| | - Beverley Balkau
- INSERM U1018, Centre de recherche en Épidemiologie et Sante des Populations (CESP), Villejuif, France
| | - Bernhard Banas
- Department of Nephrology, University Hospital Regensburg, Regensburg, 93042, Germany
| | - Lia E Bang
- Department of Cardiology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, 2100, Denmark
| | - Marianne Benn
- Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, 2730, Denmark.,Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2200, Denmark
| | - Sven Bergmann
- Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland.,Department of Computational Biology, University of Lausanne, Lausanne, 1011, Switzerland
| | - Lawrence F Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Matthias Blüher
- IFB Adiposity Diseases, University of Leipzig, Leipzig, 04103, Germany.,University of Leipzig, Department of Medicine, Leipzig, 04103, Germany
| | - Heiner Boeing
- Department of Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE), Nuthetal, 14558, Germany
| | - Eric Boerwinkle
- School of Public Health, Human Genetics Center, The University of Texas Health Science Center at Houston, Houston, Texas 77030, USA.,Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Carsten A Böger
- Department of Nephrology, University Hospital Regensburg, Regensburg, 93042, Germany
| | - Lori L Bonnycastle
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Jette Bork-Jensen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark
| | - Michiel L Bots
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Erwin P Bottinger
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York 10029, USA
| | - Donald W Bowden
- Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA.,Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA.,Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA
| | - Ivan Brandslund
- Department of Clinical Biochemistry, Lillebaelt Hospital, Vejle, 7100, Denmark.,Institute of Regional Health Research, University of Southern Denmark, Odense, 5000, Denmark
| | - Gerome Breen
- MRC Social Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London &NIHR Biomedical Research Centre for Mental Health at the Maudsley, London, SE5 8AF, UK
| | | | - Linda Broer
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands
| | - Amber A Burt
- Department of Medicine, University of Washington, Seattle, Washington 98195, USA
| | - Adam S Butterworth
- MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK.,NIHR Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, Cambridge CB1 8RN, UK
| | - David J Carey
- The Sigfried and Janet Weis Center for Research, Danville, Pennsylvania 17822, USA
| | - Mark J Caulfield
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK.,NIHR Barts Cardiovascular Research Unit, Barts and The London School of Medicine &Dentistry, Queen Mary University, London EC1M 6BQ, UK
| | - John C Chambers
- Department of Cardiology, London North West Healthcare NHS Trust, Ealing Hospital, Middlesex UB1 3HW, UK.,Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London W2 1PG, UK.,Imperial College Healthcare NHS Trust, London W12 0HS, UK
| | - Daniel I Chasman
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA.,Division of Genetics, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115, USA.,Division of Preventive Medicine, Brigham and Women's and Harvard Medical School, Boston, Massachusetts 02215, USA.,Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Yii-Der Ida Chen
- Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Rajiv Chowdhury
- MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK
| | | | - Audrey Y Chu
- Division of Preventive Medicine, Brigham and Women's and Harvard Medical School, Boston, Massachusetts 02215, USA.,NHLBI Framingham Heart Study, Framingham, Massachusetts 01702, USA
| | - Massimiliano Cocca
- Department of Medical, Surgical and Health Sciences, University of Trieste, Trieste, 34100, Italy
| | - Francis S Collins
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - James P Cook
- Department of Biostatistics, University of Liverpool, Liverpool L69 3GL, UK
| | - Janie Corley
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK.,Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Jordi Corominas Galbany
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Amanda J Cox
- Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA.,Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA.,Menzies Health Institute Queensland, Griffith University, Southport, Queensland, Australia
| | - Gabriel Cuellar-Partida
- Diamantina Institute, University of Qeensland, Brisbane, Queensland, 4072, Australia.,QIMR Berghofer Medical Research Institute, Brisbane, Queensland, 4006, Australia
| | - John Danesh
- MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK.,NIHR Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, Cambridge CB1 8RN, UK.,Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK.,British Heart Foundation, Cambridge Centre of Excellence, Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Gail Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK.,Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Paul I W de Bakker
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands.,Department of Genetics, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Gert J de Borst
- Department of Vascular Surgery, Division of Surgical Specialties, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Simon de Denus
- Montreal Heart Institute, Montreal, Quebec H1T 1C8, Canada.,Faculty of Pharmacy, Université de Montréal, Montreal, Quebec, H3T 1J4, Canada
| | - Mark C H de Groot
- Department of Clinical Chemistry and Haematology, Division of Laboratory and Pharmacy, University Medical Center Utrecht, Utrecht, 3508 GA, The Netherlands.,Utrecht Institute for Pharmaceutical Sciences, Division Pharmacoepidemiology &Clinical Pharmacology, Utrecht University, Utrecht, 3508 TB, The Netherlands
| | - Renée de Mutsert
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2300 RC, The Netherlands
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK.,Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - George Dedoussis
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, 17671, Greece
| | - Ellen W Demerath
- Division of Epidemiology &Community Health, School of Public Health, University of Minnesota, Minneapolis, Minnesota 55454, USA
| | - Anneke I den Hollander
- Department of Ophthalmology, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Joe G Dennis
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK
| | - Emanuele Di Angelantonio
- MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK.,NIHR Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, Cambridge CB1 8RN, UK
| | - Fotios Drenos
- Institute of Cardiovascular Science, University College London, London WC1E 6JF, UK.,MRC Integrative Epidemiology Unit, School of Social &Community Medicine, University of Bristol, Bristol BS8 2BN, UK
| | - Mengmeng Du
- Fred Hutchinson Cancer Research Center, Public Health Sciences Division, Seattle, Washington 98109, USA.,Memorial Sloan Kettering Cancer Center, Department of Epidemiology and Biostatistics, New York, New York 10017, USA
| | - Alison M Dunning
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge CB1 8RN, UK
| | - Douglas F Easton
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK.,Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge CB1 8RN, UK
| | - Tapani Ebeling
- Department of Medicine, Oulu University Hospital, Oulu, 90029, Finland.,Research Unit of Internal Medicine, University of Oulu, Oulu, FI-90014, Finland
| | - Todd L Edwards
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University, Nashville, Tennessee 37203, USA
| | - Patrick T Ellinor
- Massachusetts General Hospital, Boston, Massachusetts 02114, USA.,Medical and Population Genetics Program, Broad Institute, Cambridge, Massachusetts 02141, USA
| | - Paul Elliott
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London W2 1PG, UK
| | - Evangelos Evangelou
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London W2 1PG, UK.,Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, 45110, Greece
| | - Aliki-Eleni Farmaki
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, 17671, Greece
| | - Jessica D Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan 48104, USA
| | - Mary F Feitosa
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, StLouis, Missouri 63108, USA
| | - Shuang Feng
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Ele Ferrannini
- CNR Institute of Clinical Physiology, Pisa, Italy.,Department of Clinical &Experimental Medicine, University of Pisa, Pisa, Italy
| | - Marco M Ferrario
- Research Center on Epidemiology and Preventive Medicine, Department of Clinical and Experimental Medicine, University of Insubria, Varese, 21100, Italy
| | - Jean Ferrieres
- Toulouse University School of Medicine, Toulouse, TSA 50032 31059, France
| | - Jose C Florez
- Massachusetts General Hospital, Boston, Massachusetts 02114, USA.,Medical and Population Genetics Program, Broad Institute, Cambridge, Massachusetts 02141, USA.,Department of Medicine, Harvard University Medical School, Boston, Massachusetts 02115, USA
| | - Ian Ford
- University of Glasgow, Glasgow G12 8QQ, UK
| | - Myriam Fornage
- Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, Houston, Texas 77030, USA
| | - Paul W Franks
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, SE-20502, Sweden.,Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts 02115, USA.,Department of Public Health and Clinical Medicine, Unit of Medicine, Umeå University, Umeå, 901 87, Sweden
| | - Ruth Frikke-Schmidt
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2200, Denmark.,Department of Clinical Biochemistry, Rigshospitalet, Copenhagen University Hospital, Copenhagen, 2100, Denmark
| | | | - Wei Gan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | - Ilaria Gandin
- Department of Medical Sciences, University of Trieste, Trieste, 34137, Italy
| | - Paolo Gasparini
- Department of Medical Sciences, University of Trieste, Trieste, 34137, Italy.,Division of Experimental Genetics, Sidra Medical and Research Center, Doha, 26999, Qatar
| | - Vilmantas Giedraitis
- Geriatrics, Department of Public Health, Uppsala University, Uppsala, 751 85, Sweden
| | - Ayush Giri
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University, Nashville, Tennessee 37203, USA
| | - Giorgia Girotto
- Department of Medical Sciences, University of Trieste, Trieste, 34137, Italy.,Division of Experimental Genetics, Sidra Medical and Research Center, Doha, 26999, Qatar
| | - Scott D Gordon
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, 4006, Australia
| | - Penny Gordon-Larsen
- Carolina Population Center, University of North Carolina, Chapel Hill, North Carolina 27514, USA.,Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - Mathias Gorski
- Department of Genetic Epidemiology, University of Regensburg, Regensburg, D-93051, Germany.,Department of Nephrology, University Hospital Regensburg, Regensburg, 93042, Germany
| | - Niels Grarup
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark
| | - Megan L Grove
- School of Public Health, Human Genetics Center, The University of Texas Health Science Center at Houston, Houston, Texas 77030, USA
| | - Vilmundur Gudnason
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland.,Icelandic Heart Association, Kopavogur, 201, Iceland
| | - Stefan Gustafsson
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, 751 41, Sweden
| | - Torben Hansen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark
| | - Kathleen Mullan Harris
- Carolina Population Center, University of North Carolina, Chapel Hill, North Carolina 27514, USA.,Department of Sociology, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - Tamara B Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Intramural Research Program, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Andrew T Hattersley
- University of Exeter Medical School, University of Exeter, Exeter EX2 5DW, UK
| | - Caroline Hayward
- MRCHGU, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Liang He
- Biodemography of Aging Research Unit, Social Science Research Institute, Duke University, Durham, North Carolina 27708, USA.,Department of Public Health, University of Helsinki, Helsinki, FI-00014, Finland
| | - Iris M Heid
- Department of Genetic Epidemiology, University of Regensburg, Regensburg, D-93051, Germany.,Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, D-85764, Germany
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Helsinki, FI-00014, Finland.,Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
| | - Øyvind Helgeland
- Department of Pediatrics, Haukeland University Hospital, Bergen, 5021, Norway.,KG Jebsen Center for Diabetes Research, Department of Clinical Science, University of Bergen, Bergen, 5020, Norway
| | - Jussi Hernesniemi
- Department of Cardiology, Heart Center, Tampere University Hospital, Tampere, 33521, Finland.,Department of Clinical Chemistry, Fimlab Laboratories, Tampere, 33520, Finland.,Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, 33014, Finland
| | - Alex W Hewitt
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, University of Melbourne, Melbourne, Victoria, 3002, Australia.,Centre for Ophthalmology and Vision Science, Lions Eye Institute, University of Western Australia, Perth, Western Australia, 6009, Australia.,Menzies Research Institute Tasmania, University of Tasmania, Hobart, Tasmania, 7000, Australia
| | - Lynne J Hocking
- Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK.,Musculoskeletal Research Programme, Division of Applied Medicine, University of Aberdeen, Aberdeen, AB25 2ZD, UK
| | - Mette Hollensted
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark
| | - Oddgeir L Holmen
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health, NTNU, Norwegian University of Science and Technology, Trondheim, 7600, Norway
| | - G Kees Hovingh
- AMC, Department of Vascular Medicine, Amsterdam, 1105 AZ, The Netherlands
| | - Joanna M M Howson
- MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK
| | - Carel B Hoyng
- Department of Ophthalmology, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Paul L Huang
- Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Kristian Hveem
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, Levanger, 7600, Norway
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands.,Department of Neurology, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands.,Department of Radiology, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands
| | - Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, 751 41, Sweden.,Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, California 94305, USA
| | - Anne U Jackson
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Jan-Håkan Jansson
- Department of Public Health &Clinical Medicine, Umeå University, Umeå, SE-90185, Sweden.,Research Unit Skellefteå, Skellefteå, SE-93141, Sweden
| | - Gail P Jarvik
- Department of Medicine, University of Washington, Seattle, Washington 98195, USA.,Department of Genome Sciences, University of Washington, Seattle, Washington 98195, USA
| | - Gorm B Jensen
- The Copenhagen City Heart Study, Frederiksberg Hospital, Frederiksberg, 2000, Denmark
| | - Min A Jhun
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Yucheng Jia
- Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Xuejuan Jiang
- Department of Preventive Medicine, Keck School of Medicine of the University of California, Los Angeles, California 90089, USA.,USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine of the University of Southern California, Los Angeles, California 90089, USA
| | - Stefan Johansson
- KG Jebsen Center for Diabetes Research, Department of Clinical Science, University of Bergen, Bergen, 5020, Norway.,Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5021, Norway
| | - Marit E Jørgensen
- National Institute of Public Health, University of Southern Denmark, Copenhagen, 1353, Denmark.,Steno Diabetes Center, Gentofte, 2820, Denmark
| | - Torben Jørgensen
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2200, Denmark.,Aalborg University, Aalborg, DK-9000, Denmark.,Research Center for Prevention and Health, Capital Region of Denmark, Glostrup, DK-2600, Denmark
| | - Pekka Jousilahti
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, 2333, The Netherlands.,The Interuniversity Cardiology Institute of the Netherlands, Utrecht, 2333, The Netherlands
| | - Bratati Kahali
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan 48109, USA.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan 48109, USA.,Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - René S Kahn
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, 3584 CG, The Netherlands
| | - Mika Kähönen
- Department of Clinical Physiology, University of Tampere School of Medicine, Tampere, 33014, Finland
| | - Pia R Kamstrup
- Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, 2730, Denmark
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK
| | - Jaakko Kaprio
- Department of Public Health, University of Helsinki, Helsinki, FI-00014, Finland.,Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland.,National Institute for Health and Welfare, Helsinki, FI-00271, Finland
| | | | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Fredrik Karpe
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 7LE, UK.,Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust, Oxford OX3 7LE, UK
| | - Frank Kee
- UKCRC Centre of Excellence for Public Health Research, Queens University Belfast, Belfast BT12 6BJ, UK
| | - Renske Keeman
- Netherlands Cancer Institute - Antoni van Leeuwenhoek hospital, Amsterdam, 1066 CX, The Netherlands
| | | | - Hidetoshi Kitajima
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | | | - Thomas Kocher
- Department of Restorative Dentistry, Periodontology and Endodontology, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Pirjo Komulainen
- Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine, Kuopio, 70100, Finland
| | - Jukka Kontto
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
| | - Jaspal S Kooner
- Department of Cardiology, London North West Healthcare NHS Trust, Ealing Hospital, Middlesex UB1 3HW, UK.,Imperial College Healthcare NHS Trust, London W12 0HS, UK.,National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, London W12 0NN, UK
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA
| | - Peter Kovacs
- IFB Adiposity Diseases, University of Leipzig, Leipzig, 04103, Germany
| | - Jennifer Kriebel
- German Center for Diabetes Research, München-Neuherberg, 85764, Germany.,Institute of Epidemiology II, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, D-85764, Germany.,Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, D-85764, Germany
| | - Helena Kuivaniemi
- The Sigfried and Janet Weis Center for Research, Danville, Pennsylvania 17822, USA.,Department of Psychiatry, and Division of Molecular Biology and Human Genetics, Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Stellenbosch University, Tygerberg, Western Cape, 7505, South Africa
| | - Sébastien Küry
- CHU Nantes, Service de Génétique Médicale, Nantes, 44093, France
| | - Johanna Kuusisto
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, 70210, Finland
| | - Martina La Bianca
- Institute for Maternal and Child Health - IRCCS 'Burlo Garofolo', Trieste, 34137, Italy
| | - Markku Laakso
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, 70210, Finland
| | - Timo A Lakka
- Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine, Kuopio, 70100, Finland.,Institute of Biomedicine &Physiology, University of Eastern Finland, Kuopio, 70210, Finland
| | - Ethan M Lange
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - Leslie A Lange
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - Carl D Langefeld
- Department of Biostatistical Sciences and Center for Public Health Genomics, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Eric B Larson
- Department of Medicine, University of Washington, Seattle, Washington 98195, USA.,Group Health Research Institute, Seattle, Washington 98101, USA.,Department of Health Services, University of Washington, Seattle, Washington 98101, USA
| | - I-Te Lee
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung 407, Taiwan.,School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.,School of Medicine, Chung Shan Medical University, Taichung 402, Taiwan
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, 33520, Finland.,Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, 33014, Finland
| | - Cora E Lewis
- Division of Preventive Medicine University of Alabama at Birmingham, Birmingham, Alabama 35205, USA
| | - Huaixing Li
- Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China, Shanghai, 200031, China
| | - Jin Li
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Palo Alto, California 94304, USA
| | - Ruifang Li-Gao
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2300 RC, The Netherlands
| | - Honghuang Lin
- Department of Medicine, Boston University School of Medicine, Boston, Massachusetts 02118, USA
| | - Li-An Lin
- Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, Houston, Texas 77030, USA
| | - Xu Lin
- Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China, Shanghai, 200031, China
| | - Lars Lind
- Uppsala University, Uppsala, 75185, Sweden
| | - Jaana Lindström
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
| | - Allan Linneberg
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2200, Denmark.,Research Center for Prevention and Health, Capital Region of Denmark, Glostrup, DK-2600, Denmark.,Department of Experimental Medicine, Rigshospitalet, Copenhagen, DK-2200, Denmark
| | - Yeheng Liu
- Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Yongmei Liu
- Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, North Carolina 27157, USA
| | - Artitaya Lophatananon
- Division of Health Sciences, Warwick Medical School, Warwick University, Coventry CV4 7AL, UK
| | - Jian'an Luan
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Steven A Lubitz
- Massachusetts General Hospital, Boston, Massachusetts 02114, USA.,Medical and Population Genetics Program, Broad Institute, Cambridge, Massachusetts 02141, USA
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, 33520, Finland.,Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, 33014, Finland
| | - David A Mackey
- Centre for Ophthalmology and Vision Science, Lions Eye Institute, University of Western Australia, Perth, Western Australia, 6009, Australia
| | - Pamela A F Madden
- Department of Psychiatry, Washington University, Saint Louis, Missouri 63110, USA
| | - Alisa K Manning
- Massachusetts General Hospital, Boston, Massachusetts 02114, USA.,Medical and Population Genetics Program, Broad Institute, Cambridge, Massachusetts 02141, USA.,Department of Medicine, Harvard University Medical School, Boston, Massachusetts 02115, USA
| | - Satu Männistö
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
| | - Gaëlle Marenne
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Jonathan Marten
- MRCHGU, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, 4006, Australia
| | - Angela L Mazul
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - Karina Meidtner
- German Center for Diabetes Research, München-Neuherberg, 85764, Germany.,Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE), Nuthetal, 14558, Germany
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu, 51010, Estonia
| | - Paul Mitchell
- Westmead Millennium Institute of Medical Research, Centre for Vision Research and Department of Ophthalmology, University of Sydney, Sydney, New South Wales, 2022, Australia
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - Dennis O Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2300 RC, The Netherlands.,Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, 2300 RC, The Netherlands
| | - Anna Morgan
- Department of Medical Sciences, University of Trieste, Trieste, 34137, Italy
| | - Andrew D Morris
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Andrew P Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK.,Department of Biostatistics, University of Liverpool, Liverpool L69 3GL, UK
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, D-85764, Germany.,Department of Medicine I, Ludwig-Maximilians-Universität, Munich, 81377, Germany.,DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, 80802, Germany
| | - Patricia B Munroe
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK.,NIHR Barts Cardiovascular Research Unit, Barts and The London School of Medicine &Dentistry, Queen Mary University, London EC1M 6BQ, UK
| | - Mike A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, NIH, Bethesda, Maryland 20892, USA
| | - Matthias Nauck
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, 17475, Germany.,Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, Univeristy of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK.,NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE3 9QP, UK
| | - Matt Neville
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 7LE, UK.,Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust, Oxford OX3 7LE, UK
| | - Sune F Nielsen
- Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, 2730, Denmark.,Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2200, Denmark
| | - Kjell Nikus
- Department of Cardiology, Heart Center, Tampere University Hospital and School of Medicine, University of Tampere, Tampere, 33521, Finland
| | - Pål R Njølstad
- Department of Pediatrics, Haukeland University Hospital, Bergen, 5021, Norway.,KG Jebsen Center for Diabetes Research, Department of Clinical Science, University of Bergen, Bergen, 5020, Norway
| | - Børge G Nordestgaard
- Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, 2730, Denmark.,Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2200, Denmark
| | - Ioanna Ntalla
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK
| | - Jeffrey R O'Connel
- Program in Personalized Medicine, Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland 21201, USA
| | - Heikki Oksa
- Department of Medicine, Tampere University Hospital, Tampere, 33521, Finland
| | - Loes M Olde Loohuis
- Center for Neurobehavioral Genetics, UCLA, Los Angeles, California 90095, USA
| | - Roel A Ophoff
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, 3584 CG, The Netherlands.,Center for Neurobehavioral Genetics, UCLA, Los Angeles, California 90095, USA
| | - Katharine R Owen
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 7LE, UK.,Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust, Oxford OX3 7LE, UK
| | | | | | - Colin N A Palmer
- Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, Medical Research Institute, Ninewells Hospital and Medical School, Dundee DD1 9SY, UK
| | - Gerard Pasterkamp
- Laboratory of Clinical Chemistry and Hematology, Division Laboratories and Pharmacy, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands.,Laboratory of Experimental Cardiology, Division Heart &Lungs, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Aniruddh P Patel
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA.,Harvard Medical School, Boston, Massachusetts 02115, USA.,Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Alison Pattie
- Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Oluf Pedersen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark
| | - Peggy L Peissig
- Marshfield Clinic Research Foundation, Marshfield, Wisconsin 54449, USA
| | - Gina M Peloso
- Massachusetts General Hospital, Boston, Massachusetts 02114, USA.,Medical and Population Genetics Program, Broad Institute, Cambridge, Massachusetts 02141, USA
| | - Craig E Pennell
- School of Women's and Infants' Health, The University of Western Australia, Perth, Western Australia, 6009, Australia
| | - Markus Perola
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland.,University of Helsinki, Institute for Molecular Medicine (FIMM) and Diabetes and Obesity Research Program, Helsinki, FI00014, Finland.,University of Tartu, Estonian Genome Center, Tartu, Estonia, Tartu, 51010, Estonia
| | - James A Perry
- Program in Personalized Medicine, Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland 21201, USA
| | - John R B Perry
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Thomas N Person
- Marshfield Clinic Research Foundation, Marshfield, Wisconsin 54449, USA
| | - Ailith Pirie
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge CB1 8RN, UK
| | - Ozren Polasek
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh EH8 9AG, UK.,School of Medicine, University of Split, Split, 21000, Croatia
| | - Danielle Posthuma
- Center for Neurogenomics and Cognitive Research, Department Complex Trait Genetics, VU University, Amsterdam, 1081 HV, The Netherlands.,Neuroscience Campus Amsterdam, Department Clinical Genetics, VU Medical Center, Amsterdam, 1081 HV, The Netherlands
| | - Olli T Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, 20521, Finland.,Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520, Finland
| | - Asif Rasheed
- Centre for Non-Communicable Diseases, Karachi, Pakistan
| | - Rainer Rauramaa
- Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine, Kuopio, 70100, Finland.,Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, 70210, Finland
| | - Dermot F Reilly
- MRL, Merck &Co., Inc., Genetics and Pharmacogenomics, Boston, Massachusetts 02115, USA
| | - Alex P Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA.,Department of Epidemiology, University of Washington, Seattle, Washington 98195, USA
| | - Frida Renström
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, SE-20502, Sweden.,Department of Biobank Research, Umeå University, Umeå, SE-90187, Sweden
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's and Harvard Medical School, Boston, Massachusetts 02215, USA.,Harvard Medical School, Boston, Massachusetts 02115, USA.,Division of Cardiovascular Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115, USA
| | - John D Rioux
- Montreal Heart Institute, Montreal, Quebec H1T 1C8, Canada.,Department of Medicine, Faculty of Medicine, Université de Montréal, Montreal, Quebec, H3T 1J4, Canada
| | - Neil Robertson
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK.,Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 7LE, UK
| | - Antonietta Robino
- Institute for Maternal and Child Health - IRCCS 'Burlo Garofolo', Trieste, 34137, Italy
| | - Olov Rolandsson
- Department of Public Health &Clinical Medicine, Umeå University, Umeå, SE-90185, Sweden.,Department of Public Health and Clinical Medicine, Unit of Family Medicine, Umeå University, Umeå, 90185, Sweden
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Katherine S Ruth
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter EX2 5DW, UK
| | - Danish Saleheen
- Centre for Non-Communicable Diseases, Karachi, Pakistan.,Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, Univeristy of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK.,NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE3 9QP, UK
| | - Kevin Sandow
- Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Yadav Sapkota
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, 4006, Australia
| | | | - Marjanka K Schmidt
- Netherlands Cancer Institute - Antoni van Leeuwenhoek hospital, Amsterdam, 1066 CX, The Netherlands
| | - Pamela J Schreiner
- Division of Epidemiology &Community Health University of Minnesota, Minneapolis, Minnesota 55454, USA
| | - Matthias B Schulze
- German Center for Diabetes Research, München-Neuherberg, 85764, Germany.,Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE), Nuthetal, 14558, Germany
| | - Robert A Scott
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Marcelo P Segura-Lepe
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London W2 1PG, UK
| | - Svati Shah
- Duke University, Durham, North Carolina 27703, USA
| | - Xueling Sim
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA.,Saw Swee Hock School of Public Health, National University of Singapore, National University Health System, Singapore, Singapore
| | - Suthesh Sivapalaratnam
- Massachusetts General Hospital, Boston, Massachusetts 02114, USA.,Departement of Haematology, University of Cambridge, Cambridge CB2 OPT, UK.,Department of Vascular Medicine, AMC, Amsterdam, 1105 AZ, The Netherlands
| | - Kerrin S Small
- Department of Twin Research and Genetic Epidemiology, Kingís College London, London SE1 7EH, UK
| | - Albert Vernon Smith
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland.,Icelandic Heart Association, Kopavogur, 201, Iceland
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Lorraine Southam
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK.,Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Timothy D Spector
- Department of Twin Research and Genetic Epidemiology, Kingís College London, London SE1 7EH, UK
| | - Elizabeth K Speliotes
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan 48109, USA.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan 48109, USA.,Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK.,Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | | | - Heather M Stringham
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Michael Stumvoll
- IFB Adiposity Diseases, University of Leipzig, Leipzig, 04103, Germany.,University of Leipzig, Department of Medicine, Leipzig, 04103, Germany
| | - Praveen Surendran
- MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK
| | - Leen M 't Hart
- Department of Epidemiology and Biostatistics, VU University Medical Center, Amsterdam, 1007MB, The Netherlands.,Department of Molecular Cell Biology, Leiden University Medical Center, Leiden, 2333ZC, The Netherlands.,Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, 2333ZC, The Netherlands
| | - Katherine E Tansey
- College of Biomedical and Life Sciences, Cardiff University, Cardiff, CF14 4EP, UK.,MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol BS8 2BN, UK
| | - Jean-Claude Tardif
- Montreal Heart Institute, Montreal, Quebec H1T 1C8, Canada.,Department of Medicine, Faculty of Medicine, Université de Montréal, Montreal, Quebec, H3T 1J4, Canada
| | - Kent D Taylor
- Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Deborah J Thompson
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK
| | - Unnur Thorsteinsdottir
- deCODE Genetics/Amgen inc., Reykjavik, 101, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
| | - Betina H Thuesen
- Research Center for Prevention and Health, Capital Region of Denmark, Glostrup, DK-2600, Denmark
| | - Anke Tönjes
- Center for Pediatric Research, Department for Women's and Child Health, University of Leipzig, Leipzig, 04103, Germany
| | - Gerard Tromp
- The Sigfried and Janet Weis Center for Research, Danville, Pennsylvania 17822, USA.,Division of Molecular Biology and Human Genetics, Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Stellenbosch University, Tygerberg, Western Cape, 7505, South Africa
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, 2333, The Netherlands.,Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | | | - Jaakko Tuomilehto
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland.,Centre for Vascular Prevention, Danube-University Krems, Krems, 3500, Austria.,Dasman Diabetes Institute, Dasman, 15462, Kuwait.,Diabetes Research Group, King Abdulaziz University, Jeddah, 21589, Saudi Arabia
| | - Anne Tybjaerg-Hansen
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2200, Denmark.,Department of Clinical Biochemistry, Rigshospitalet, Copenhagen University Hospital, Copenhagen, 2100, Denmark
| | - Jonathan P Tyrer
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge CB1 8RN, UK
| | - Rudolf Uher
- Department of Psychiatry, Dalhousie University, Halifax B3H 4R2, Canada
| | - André G Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands.,Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands
| | - Sheila Ulivi
- Institute for Maternal and Child Health - IRCCS 'Burlo Garofolo', Trieste, 34137, Italy
| | - Sander W van der Laan
- Laboratory of Experimental Cardiology, Division Heart &Lungs, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Andries R Van Der Leij
- University of Amsterdam, Department of Brain &Cognition, Amsterdam, 1018 WS, The Netherlands
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands
| | - Natasja M van Schoor
- Department of Epidemiology and Biostatistics, VU University Medical Center, Amsterdam, 1007MB, The Netherlands
| | - Jessica van Setten
- Department of Cardiology, Division Heart &Lungs, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Anette Varbo
- Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, 2730, Denmark.,Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2200, Denmark
| | - Tibor V Varga
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, SE-20502, Sweden
| | - Rohit Varma
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine of the University of Southern California, Los Angeles, California 90089, USA
| | - Digna R Velez Edwards
- Department of Obstetrics and Gynecology, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University, Nashville, Tennessee 37203, USA
| | - Sita H Vermeulen
- Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Henrik Vestergaard
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark
| | - Veronique Vitart
- MRCHGU, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Thomas F Vogt
- MRL, Merck &Co., Inc., Cardiometabolic Disease, Kenilworth, New Jersey 07033, USA
| | - Diego Vozzi
- Division of Experimental Genetics, Sidra Medical and Research Center, Doha, 26999, Qatar
| | - Mark Walker
- Institute of Cellular Medicine, The Medical School, Newcastle University, Newcastle NE2 4HH, UK
| | - Feijie Wang
- Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China, Shanghai, 200031, China
| | - Carol A Wang
- School of Women's and Infants' Health, The University of Western Australia, Perth, Western Australia, 6009, Australia
| | - Shuai Wang
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts 02118, USA
| | - Yiqin Wang
- Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China, Shanghai, 200031, China
| | - Nicholas J Wareham
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Helen R Warren
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK.,NIHR Barts Cardiovascular Research Unit, Barts and The London School of Medicine &Dentistry, Queen Mary University, London EC1M 6BQ, UK
| | - Jennifer Wessel
- Departments of Epidemiology &Medicine, Diabetes Translational Research Center, Fairbanks School of Public Health &School of Medicine, Indiana University, Indiana 46202, USA
| | - Sara M Willems
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - James G Wilson
- Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, Mississippi 39216, USA
| | - Daniel R Witte
- Danish Diabetes Academy, Odense, 5000, Denmark.,Department of Public Health, Aarhus University, Aarhus, 8000, Denmark
| | - Michael O Woods
- Memorial University, Faculty of Medicine, Discipline of Genetics, St. John's, Newfoundland A1B 3V6, Canada
| | - Ying Wu
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina 27514, USA
| | - Hanieh Yaghootkar
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter EX2 5DW, UK
| | - Jie Yao
- Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Pang Yao
- Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China, Shanghai, 200031, China
| | - Laura M Yerges-Armstrong
- Program in Personalized Medicine, Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland 21201, USA.,GlaxoSmithKlein, King of Prussia, Pennsylvania 19406, USA
| | - Robin Young
- MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK.,University of Glasgow, Glasgow G12 8QQ, UK
| | - Eleftheria Zeggini
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Xiaowei Zhan
- Department of Clinical Sciences, Quantitative Biomedical Research Center, Center for the Genetics of Host Defense, University of Texas Southwestern Medical Center, Dallas, Texas 75390, USA
| | - Weihua Zhang
- Department of Cardiology, London North West Healthcare NHS Trust, Ealing Hospital, Middlesex UB1 3HW, UK.,Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London W2 1PG, UK
| | - Jing Hua Zhao
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Wei Zhao
- Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - He Zheng
- Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China, Shanghai, 200031, China
| | - Wei Zhou
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan 48109, USA.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan 48109, USA
| | | | | | | | | | | | | | | | | | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Sekar Kathiresan
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA.,Harvard Medical School, Boston, Massachusetts 02115, USA.,Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Mark I McCarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK.,Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 7LE, UK.,Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust, Oxford OX3 7LE, UK
| | - Cristen J Willer
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan 48109, USA.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan 48109, USA.,Department of Human Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Kari Stefansson
- deCODE Genetics/Amgen inc., Reykjavik, 101, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
| | - Ingrid B Borecki
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, StLouis, Missouri 63108, USA
| | - Dajiang J Liu
- Department of Public Health Sciences, Institute for Personalized Medicine, the Pennsylvania State University College of Medicine, Hershey, Pennsylvania 17033, USA
| | - Kari E North
- Department of Epidemiology and Carolina Center of Genome Sciences, Chapel Hill, North Carolina 27514, USA
| | - Nancy L Heard-Costa
- NHLBI Framingham Heart Study, Framingham, Massachusetts 01702, USA.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts 02118, USA
| | - Tune H Pers
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark.,Department of Epidemiology Research, Statens Serum Institut, Copenhagen, 2200, Denmark
| | - Cecilia M Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK.,Li Ka Shing Centre for Health Information and Discovery, The Big Data Institute, University of Oxford, Oxford OX3 7BN, UK
| | - Claus Oxvig
- Department of Molecular Biology and Genetics, Aarhus University, Aarhus, 8000, Denmark
| | - Zoltán Kutalik
- Institute of Social and Preventive Medicine, Lausanne University Hospital, Lausanne, 1010, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands.,Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands
| | - Ruth J F Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York 10029, USA.,The Genetics of Obesity and Related Metabolic Traits Program, Ichan School of Medicine at Mount Sinai, New York, New York 10069, USA.,The Mindich Child Health and Development Institute, Ichan School of Medicine at Mount Sinai, New York, New York 10069, USA
| | - Timothy M Frayling
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter EX2 5DW, UK
| | - Joel N Hirschhorn
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA.,Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts 02115, USA.,Departments of Pediatrics and Genetics, Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Panos Deloukas
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK.,Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah, 21589, Saudi Arabia
| | - Guillaume Lettre
- Montreal Heart Institute, Montreal, Quebec H1T 1C8, Canada.,Department of Medicine, Faculty of Medicine, Université de Montréal, Montreal, Quebec, H3T 1J4, Canada
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Jelenkovic A, Hur YM, Sund R, Yokoyama Y, Siribaddana SH, Hotopf M, Sumathipala A, Rijsdijk F, Tan Q, Zhang D, Pang Z, Aaltonen S, Heikkilä K, Öncel SY, Aliev F, Rebato E, Tarnoki AD, Tarnoki DL, Christensen K, Skytthe A, Kyvik KO, Silberg JL, Eaves LJ, Maes HH, Cutler TL, Hopper JL, Ordoñana JR, Sánchez-Romera JF, Colodro-Conde L, Cozen W, Hwang AE, Mack TM, Sung J, Song YM, Yang S, Lee K, Franz CE, Kremen WS, Lyons MJ, Busjahn A, Nelson TL, Whitfield KE, Kandler C, Jang KL, Gatz M, Butler DA, Stazi MA, Fagnani C, D'Ippolito C, Duncan GE, Buchwald D, Derom CA, Vlietinck RF, Loos RJ, Martin NG, Medland SE, Montgomery GW, Jeong HU, Swan GE, Krasnow R, Magnusson PK, Pedersen NL, Dahl-Aslan AK, McAdams TA, Eley TC, Gregory AM, Tynelius P, Baker LA, Tuvblad C, Bayasgalan G, Narandalai D, Lichtenstein P, Spector TD, Mangino M, Lachance G, Bartels M, van Beijsterveldt TC, Willemsen G, Burt SA, Klump KL, Harris JR, Brandt I, Nilsen TS, Krueger RF, McGue M, Pahlen S, Corley RP, Hjelmborg JVB, Goldberg JH, Iwatani Y, Watanabe M, Honda C, Inui F, Rasmussen F, Huibregtse BM, Boomsma DI, Sørensen TIA, Kaprio J, Silventoinen K. Genetic and environmental influences on adult human height across birth cohorts from 1886 to 1994. eLife 2016; 5. [PMID: 27964777 PMCID: PMC5156525 DOI: 10.7554/elife.20320] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [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: 08/04/2016] [Accepted: 11/21/2016] [Indexed: 12/23/2022] Open
Abstract
Human height variation is determined by genetic and environmental factors, but it remains unclear whether their influences differ across birth-year cohorts. We conducted an individual-based pooled analysis of 40 twin cohorts including 143,390 complete twin pairs born 1886–1994. Although genetic variance showed a generally increasing trend across the birth-year cohorts, heritability estimates (0.69-0.84 in men and 0.53-0.78 in women) did not present any clear pattern of secular changes. Comparing geographic-cultural regions (Europe, North America and Australia, and East Asia), total height variance was greatest in North America and Australia and lowest in East Asia, but no clear pattern in the heritability estimates across the birth-year cohorts emerged. Our findings do not support the hypothesis that heritability of height is lower in populations with low living standards than in affluent populations, nor that heritability of height will increase within a population as living standards improve. DOI:http://dx.doi.org/10.7554/eLife.20320.001
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Affiliation(s)
- Aline Jelenkovic
- Department of Social Research, University of Helsinki, Helsinki, Finland.,Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country, Leioa, Spain
| | - Yoon-Mi Hur
- Department of Education, Mokpo National University, Jeonnam, South Korea
| | - Reijo Sund
- Department of Social Research, University of Helsinki, Helsinki, Finland
| | - Yoshie Yokoyama
- Department of Public Health Nursing, Osaka City University, Osaka, Japan
| | - Sisira H Siribaddana
- Institute of Research & Development, Battaramulla, Sri Lanka.,Faculty of Medicine & Allied Sciences, Rajarata University of Sri Lanka, Saliyapura, Sri Lanka
| | - Matthew Hotopf
- NIHR Mental Health Biomedical Research Centre, South London and Maudsley NHS Foundation Trust and, Institute of Psychiatry Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Athula Sumathipala
- Institute of Research & Development, Battaramulla, Sri Lanka.,Research Institute for Primary Care and Health Sciences, School for Primary Care Research, Faculty of Health, Keele University, Staffordshire, United Kingdom
| | - Fruhling Rijsdijk
- MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Qihua Tan
- Epidemiology, Biostatistics and Biodemography, Institute of Public Health, University of Southern Denmark, Odense, Denmark
| | - Dongfeng Zhang
- Department of Public Health, Qingdao University Medical College, Qingdao, China
| | - Zengchang Pang
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Sari Aaltonen
- Department of Social Research, University of Helsinki, Helsinki, Finland.,Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Sevgi Y Öncel
- Department of Statistics, Faculty of Arts and Sciences, Kirikkale University, Kirikkale, Turkey
| | - Fazil Aliev
- Faculty of Business, Karabuk University, Karabuk, Turkey.,Department of Psychology, Virginia Commonwealth University, Richmond, United States.,Department of African American Studies, Virginia Commonwealth University, Richmond, United States
| | - Esther Rebato
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country, Leioa, Spain
| | - Adam D Tarnoki
- Department of Radiology and Oncotherapy, Semmelweis University, Budapest, Hungary.,Hungarian Twin Registry, Budapest, Hungary
| | - David L Tarnoki
- Department of Radiology and Oncotherapy, Semmelweis University, Budapest, Hungary.,Hungarian Twin Registry, Budapest, Hungary
| | - Kaare Christensen
- The Danish Twin Registry, University of Southern Denmark, Odense, Denmark.,Department of Public Health, Epidemiology, Biostatistics & Biodemography, University of Southern Denmark, Odense, Denmark.,Department of Clinical Biochemistry and Pharmacology, Odense University Hospital, Odense, Denmark.,Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
| | - Axel Skytthe
- The Danish Twin Registry, University of Southern Denmark, Odense, Denmark.,Department of Public Health, Epidemiology, Biostatistics & Biodemography, University of Southern Denmark, Odense, Denmark
| | - Kirsten O Kyvik
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark.,Odense Patient data Explorative Network (OPEN), Odense University Hospital, Odense, Denmark
| | - Judy L Silberg
- Department of Human and Molecular Genetics, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, Virginia, United States
| | - Lindon J Eaves
- Department of Human and Molecular Genetics, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, Virginia, United States
| | - Hermine H Maes
- Department of Human and Molecular Genetics, Psychiatry & Massey Cancer Center, Virginia Commonwealth University, Richmond, Virginia, United States
| | - Tessa L Cutler
- The Australian Twin Registry, Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Australia
| | - John L Hopper
- The Australian Twin Registry, Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Australia.,Department of Epidemiology, School of Public Health, Seoul National University, Seoul, Korea
| | - Juan R Ordoñana
- Department of Human Anatomy and Psychobiology, University of Murcia, Murcia, Spain.,IMIB-Arrixaca, Murcia, Spain
| | - Juan F Sánchez-Romera
- IMIB-Arrixaca, Murcia, Spain.,Department of Developmental and Educational Psychology, University of Murcia, Murcia, Spain
| | - Lucia Colodro-Conde
- Department of Human Anatomy and Psychobiology, University of Murcia, Murcia, Spain.,QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Wendy Cozen
- Department of Preventive Medicine, Keck School of Medicine of USC, University of Southern California, Los Angeles, United States.,USC Norris Comprehensive Cancer Center, Los Angeles, United States
| | - Amie E Hwang
- Department of Preventive Medicine, Keck School of Medicine of USC, University of Southern California, Los Angeles, United States
| | - Thomas M Mack
- Department of Preventive Medicine, Keck School of Medicine of USC, University of Southern California, Los Angeles, United States.,USC Norris Comprehensive Cancer Center, Los Angeles, United States
| | - Joohon Sung
- Department of Epidemiology, School of Public Health, Seoul National University, Seoul, Korea.,Institute of Health and Environment, Seoul National University, Seoul, South-Korea
| | - Yun-Mi Song
- Department of Family Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South-Korea
| | - Sarah Yang
- Department of Epidemiology, School of Public Health, Seoul National University, Seoul, Korea.,Institute of Health and Environment, Seoul National University, Seoul, South-Korea
| | - Kayoung Lee
- Department of Family Medicine, Busan Paik Hospital, Inje University College of Medicine, Busan, Korea
| | - Carol E Franz
- Department of Psychiatry, University of California, San Diego, San Diego, United States
| | - William S Kremen
- Department of Psychiatry, University of California, San Diego, San Diego, United States.,VA San Diego Center of Excellence for Stress and Mental Health, La Jolla, CA, United States
| | - Michael J Lyons
- Department of Psychology, Boston University, Boston, United States
| | | | - Tracy L Nelson
- Department of Health and Exercise Sciences and Colorado School of Public Health, Colorado State University, Colorado, United States
| | | | | | - Kerry L Jang
- Department of Psychiatry, University of British Columbia, Vancouver, Canada
| | - Margaret Gatz
- Department of Psychology, University of Southern California, Los Angeles, United States.,Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - David A Butler
- Health and Medicine Division, The National Academies of Sciences, Engineering, and Medicine, Washington, United States
| | - Maria A Stazi
- Istituto Superiore di Sanità - National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Corrado Fagnani
- Istituto Superiore di Sanità - National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Cristina D'Ippolito
- Istituto Superiore di Sanità - National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Glen E Duncan
- Washington State Twin Registry, Washington State University - Health Sciences Spokane, Spokane, United States
| | - Dedra Buchwald
- Washington State Twin Registry, Washington State University, Seattle, United States
| | - Catherine A Derom
- Centre of Human Genetics, University Hospitals Leuven, Leuven, Belgium.,Department of Obstetrics and Gynaecology, Ghent University Hospitals, Ghent, Belgium
| | | | - Ruth Jf Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, United States.,The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, United States
| | - Nicholas G Martin
- Genetic Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Sarah E Medland
- Genetic Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Grant W Montgomery
- Molecular Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Hoe-Uk Jeong
- Department of Education, Mokpo National University, Jeonnam, South Korea
| | - Gary E Swan
- Stanford Prevention Research Center, Department of Medicine, Stanford University School of Medicine, Stanford, United States
| | - Ruth Krasnow
- Center for Health Sciences, SRI International, Menlo Park, United States
| | - Patrik Ke Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anna K Dahl-Aslan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.,Institute of Gerontology and Aging Research Network - Jönköping (ARN-J), School of Health and Welfare, Jönköping University, Jönköping, Sweden
| | - Tom A McAdams
- MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Thalia C Eley
- MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Alice M Gregory
- Department of Psychology, Goldsmiths, University of London, London, United Kingdom
| | - Per Tynelius
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Laura A Baker
- Department of Psychology, University of Southern California, Los Angeles, United States
| | - Catherine Tuvblad
- Department of Psychology, University of Southern California, Los Angeles, United States.,School of Law, Psychology and Social Work, Örebro University, Örebro, Sweden
| | | | - Danshiitsoodol Narandalai
- Healthy Twin Association of Mongolia, Ulaanbaatar, Mongolia.,Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Paul Lichtenstein
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Timothy D Spector
- Department of Twin Research and Genetic Epidemiology, King's College, London, United Kingdom
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College, London, United Kingdom
| | - Genevieve Lachance
- Department of Twin Research and Genetic Epidemiology, King's College, London, United Kingdom
| | - Meike Bartels
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | | | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - S Alexandra Burt
- Michigan State University, East Lansing, Michigan, United States
| | - Kelly L Klump
- Michigan State University, East Lansing, Michigan, United States
| | | | | | | | - Robert F Krueger
- Department of Psychology, University of Minnesota, Minneapolis, United States
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, United States
| | - Shandell Pahlen
- Department of Psychology, University of Minnesota, Minneapolis, United States
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado, Boulder, United States
| | - Jacob V B Hjelmborg
- The Danish Twin Registry, University of Southern Denmark, Odense, Denmark.,Department of Public Health, Epidemiology, Biostatistics & Biodemography, University of Southern Denmark, Odense, Denmark
| | - Jack H Goldberg
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, United States
| | - Yoshinori Iwatani
- Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Mikio Watanabe
- Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Chika Honda
- Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Fujio Inui
- Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan.,Faculty of Health Science, Kio University, Nara, Japan
| | - Finn Rasmussen
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Brooke M Huibregtse
- Institute for Behavioral Genetics, University of Colorado, Boulder, United States
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - Thorkild I A Sørensen
- Novo Nordisk Foundation Centre for Basic Metabolic Research (Section on Metabolic Genetics), University of Copenhagen, Copenhagen, Denmark.,Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.,Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospitals, Copenhagen, Denmark
| | - Jaakko Kaprio
- Department of Public Health, University of Helsinki, Helsinki, Finland.,Institute for Molecular Medicine FIMM, Helsinki, Finland
| | - Karri Silventoinen
- Department of Social Research, University of Helsinki, Helsinki, Finland.,Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan
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Iso-Markku P, Waller K, Vuoksimaa E, Heikkilä K, Rinne J, Kaprio J, Kujala UM. Midlife Physical Activity and Cognition Later in Life: A Prospective Twin Study. J Alzheimers Dis 2016; 54:1303-1317. [DOI: 10.3233/jad-160377] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Affiliation(s)
- Paula Iso-Markku
- Department of Clinical Physiology and Nuclear Medicine, HUS Medical Imaging Center, Helsinki University Central Hospital and University of Helsinki, Helsinki, Finland
| | - Katja Waller
- Department of Health Sciences, University of Jyväskylä, Finland
| | - Eero Vuoksimaa
- Department of Public Health, University of Helsinki, Finland
- Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Finland
| | - Juha Rinne
- Clinical Neurology, Turku PET Centre, University of Turku, Turku, Finland
| | - Jaakko Kaprio
- Department of Public Health, University of Helsinki, Finland
- Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Urho M. Kujala
- Department of Health Sciences, University of Jyväskylä, Finland
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Gormley P, Anttila V, Winsvold BS, Palta P, Esko T, Pers TH, Farh KH, Cuenca-Leon E, Muona M, Furlotte NA, Kurth T, Ingason A, McMahon G, Ligthart L, Terwindt GM, Kallela M, Freilinger TM, Ran C, Gordon SG, Stam AH, Steinberg S, Borck G, Koiranen M, Quaye L, Adams HHH, Lehtimäki T, Sarin AP, Wedenoja J, Hinds DA, Buring JE, Schürks M, Ridker PM, Hrafnsdottir MG, Stefansson H, Ring SM, Hottenga JJ, Penninx BWJH, Färkkilä M, Artto V, Kaunisto M, Vepsäläinen S, Malik R, Heath AC, Madden PAF, Martin NG, Montgomery GW, Kurki MI, Kals M, Mägi R, Pärn K, Hämäläinen E, Huang H, Byrnes AE, Franke L, Huang J, Stergiakouli E, Lee PH, Sandor C, Webber C, Cader Z, Muller-Myhsok B, Schreiber S, Meitinger T, Eriksson JG, Salomaa V, Heikkilä K, Loehrer E, Uitterlinden AG, Hofman A, van Duijn CM, Cherkas L, Pedersen LM, Stubhaug A, Nielsen CS, Männikkö M, Mihailov E, Milani L, Göbel H, Esserlind AL, Christensen AF, Hansen TF, Werge T, Kaprio J, Aromaa AJ, Raitakari O, Ikram MA, Spector T, Järvelin MR, Metspalu A, Kubisch C, Strachan DP, Ferrari MD, Belin AC, Dichgans M, Wessman M, van den Maagdenberg AMJM, Zwart JA, Boomsma DI, Smith GD, Stefansson K, Eriksson N, Daly MJ, Neale BM, Olesen J, Chasman DI, Nyholt DR, Palotie A. Erratum: Corrigendum: Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine. Nat Genet 2016; 48:1296. [DOI: 10.1038/ng1016-1296c] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Piirtola M, Kaprio J, Kujala UM, Heikkilä K, Koskenvuo M, Svedberg P, Silventoinen K, Ropponen A. Association between education and future leisure-time physical inactivity: a study of Finnish twins over a 35-year follow-up. BMC Public Health 2016; 16:720. [PMID: 27492437 PMCID: PMC4973543 DOI: 10.1186/s12889-016-3410-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [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: 03/01/2016] [Accepted: 07/29/2016] [Indexed: 02/06/2023] Open
Abstract
Background Education is associated with health related lifestyle choices including leisure-time physical inactivity. However, the longitudinal associations between education and inactivity merit further studies. We investigated the association between education and leisure-time physical inactivity over a 35-year follow-up with four time points controlling for multiple covariates including familial confounding. Methods This study of the population-based Finnish Twin Cohort consisted of 5254 twin individuals born in 1945–1957 (59 % women), of which 1604 were complete same-sexed twin pairs. Data on leisure-time physical activity and multiple covariates was available from four surveys conducted in 1975, 1981, 1990 and 2011 (response rates 72 to 89 %). The association between years of education and leisure-time physical inactivity (<1.5 metabolic equivalent hours/day) was first analysed for each survey. Then, the role of education was investigated for 15-year and 35-year inactivity periods in the longitudinal analyses. The co-twin control design was used to analyse the potential familial confounding of the effects. All analyses were conducted with and without multiple covariates. Odds Ratios (OR) with 95 % Confidence Intervals (CI) were calculated using logistic and conditional (fixed-effects) regression models. Results Each additional year of education was associated with less inactivity (OR 0.94 to 0.95, 95 % CI 0.92, 0.99) in the cross-sectional age- and sex-adjusted analyses. The associations of education with inactivity in the 15- and 35-year follow-ups showed a similar trend: OR 0.97 (95 % CI 0.93, 1.00) and OR 0.94 (95 % CI 0.91, 0.98), respectively. In all co-twin control analyses, each year of higher education was associated with a reduced likelihood of inactivity suggesting direct effect (i.e. independent from familial confounding) of education on inactivity. However, the point estimates were lower than in the individual-level analyses. Adjustment for multiple covariates did not change these associations. Conclusions Higher education is associated with lower odds of leisure-time physical inactivity during the three-decade follow-up. The association was found after adjusting for several confounders, including familial factors. Hence, the results point to the conclusion that education has an independent role in the development of long-term physical inactivity and tailored efforts to promote physical activity among lower educated people would be needed throughout adulthood.
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Affiliation(s)
- Maarit Piirtola
- Department of Public Health, University of Helsinki, PO Box 41 (Tukholmankatu 8, 2B), FI-00014, Helsinki, Finland.
| | - Jaakko Kaprio
- Department of Public Health, University of Helsinki, PO Box 41 (Tukholmankatu 8, 2B), FI-00014, Helsinki, Finland.,Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Urho M Kujala
- Department of Health Sciences, University of Jyväskylä, Jyväskylä, Finland
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, PO Box 41 (Tukholmankatu 8, 2B), FI-00014, Helsinki, Finland.,Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Markku Koskenvuo
- Department of Public Health, University of Helsinki, PO Box 41 (Tukholmankatu 8, 2B), FI-00014, Helsinki, Finland
| | - Pia Svedberg
- Department of Clinical Neuroscience, Division of Insurance Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Karri Silventoinen
- Department of Social Research, Population Research Unit, University of Helsinki, Helsinki, Finland
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22
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Silventoinen K, Jelenkovic A, Sund R, Hur YM, Yokoyama Y, Honda C, Hjelmborg JVB, Möller S, Ooki S, Aaltonen S, Ji F, Ning F, Pang Z, Rebato E, Busjahn A, Kandler C, Saudino KJ, Jang KL, Cozen W, Hwang AE, Mack TM, Gao W, Yu C, Li L, Corley RP, Huibregtse BM, Christensen K, Skytthe A, Kyvik KO, Derom CA, Vlietinck RF, Loos RJ, Heikkilä K, Wardle J, Llewellyn CH, Fisher A, McAdams TA, Eley TC, Gregory AM, He M, Ding X, Bjerregaard-Andersen M, Beck-Nielsen H, Sodemann M, Tarnoki AD, Tarnoki DL, Stazi MA, Fagnani C, D'Ippolito C, Knafo-Noam A, Mankuta D, Abramson L, Burt SA, Klump KL, Silberg JL, Eaves LJ, Maes HH, Krueger RF, McGue M, Pahlen S, Gatz M, Butler DA, Bartels M, van Beijsterveldt TC, Craig JM, Saffery R, Freitas DL, Maia JA, Dubois L, Boivin M, Brendgen M, Dionne G, Vitaro F, Martin NG, Medland SE, Montgomery GW, Chong Y, Swan GE, Krasnow R, Magnusson PK, Pedersen NL, Tynelius P, Lichtenstein P, Haworth CM, Plomin R, Bayasgalan G, Narandalai D, Harden KP, Tucker-Drob EM, Öncel SY, Aliev F, Spector T, Mangino M, Lachance G, Baker LA, Tuvblad C, Duncan GE, Buchwald D, Willemsen G, Rasmussen F, Goldberg JH, Sørensen TI, Boomsma DI, Kaprio J. Genetic and environmental effects on body mass index from infancy to the onset of adulthood: an individual-based pooled analysis of 45 twin cohorts participating in the COllaborative project of Development of Anthropometrical measures in Twins (CODATwins) study. Am J Clin Nutr 2016; 104:371-9. [PMID: 27413137 PMCID: PMC4962159 DOI: 10.3945/ajcn.116.130252] [Citation(s) in RCA: 125] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Accepted: 05/20/2016] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Both genetic and environmental factors are known to affect body mass index (BMI), but detailed understanding of how their effects differ during childhood and adolescence is lacking. OBJECTIVES We analyzed the genetic and environmental contributions to BMI variation from infancy to early adulthood and the ways they differ by sex and geographic regions representing high (North America and Australia), moderate (Europe), and low levels (East Asia) of obesogenic environments. DESIGN Data were available for 87,782 complete twin pairs from 0.5 to 19.5 y of age from 45 cohorts. Analyses were based on 383,092 BMI measurements. Variation in BMI was decomposed into genetic and environmental components through genetic structural equation modeling. RESULTS The variance of BMI increased from 5 y of age along with increasing mean BMI. The proportion of BMI variation explained by additive genetic factors was lowest at 4 y of age in boys (a(2) = 0.42) and girls (a(2) = 0.41) and then generally increased to 0.75 in both sexes at 19 y of age. This was because of a stronger influence of environmental factors shared by co-twins in midchildhood. After 15 y of age, the effect of shared environment was not observed. The sex-specific expression of genetic factors was seen in infancy but was most prominent at 13 y of age and older. The variance of BMI was highest in North America and Australia and lowest in East Asia, but the relative proportion of genetic variation to total variation remained roughly similar across different regions. CONCLUSIONS Environmental factors shared by co-twins affect BMI in childhood, but little evidence for their contribution was found in late adolescence. Our results suggest that genetic factors play a major role in the variation of BMI in adolescence among populations of different ethnicities exposed to different environmental factors related to obesity.
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Affiliation(s)
- Karri Silventoinen
- Departments of Social Research and Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan;
| | - Aline Jelenkovic
- Departments of Social Research and Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country, Leioa, Spain
| | | | - Yoon-Mi Hur
- Department of Education, Mokpo National University, Jeonnam, South Korea
| | - Yoshie Yokoyama
- Department of Public Health Nursing, Osaka City University, Osaka, Japan
| | - Chika Honda
- Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Jacob vB Hjelmborg
- The Danish Twin Registry, Department of Public Health, Epidemiology, Biostatistics and Biodemography, and
| | - Sören Möller
- The Danish Twin Registry, Department of Public Health, Epidemiology, Biostatistics and Biodemography, and
| | - Syuichi Ooki
- Department of Health Science, Ishikawa Prefectural Nursing University, Kahoku, Ishikawa, Japan
| | - Sari Aaltonen
- Departments of Social Research and Public Health, University of Helsinki, Helsinki, Finland
| | - Fuling Ji
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Feng Ning
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Zengchang Pang
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Esther Rebato
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country, Leioa, Spain
| | | | | | - Kimberly J Saudino
- Department of Psychological and Brain Sciences, Boston University, Boston, MA
| | - Kerry L Jang
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Wendy Cozen
- Department of Preventive Medicine, Keck School of Medicine of USC, and USC Norris Comprehensive Cancer Center, Los Angeles, CA
| | - Amie E Hwang
- Department of Preventive Medicine, Keck School of Medicine of USC, and
| | - Thomas M Mack
- Department of Preventive Medicine, Keck School of Medicine of USC, and USC Norris Comprehensive Cancer Center, Los Angeles, CA
| | - Wenjing Gao
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | - Canqing Yu
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | - Liming Li
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | | | | | - Kaare Christensen
- The Danish Twin Registry, Department of Public Health, Epidemiology, Biostatistics and Biodemography, and Departments of Clinical Biochemistry and Pharmacology Clinical Genetics
| | - Axel Skytthe
- The Danish Twin Registry, Department of Public Health, Epidemiology, Biostatistics and Biodemography, and
| | - Kirsten O Kyvik
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark; Odense Patient data Explorative Network, and
| | - Catherine A Derom
- Centre of Human Genetics, University Hospitals Leuven, Leuven, Belgium; Department of Obstetrics and Gynaecology, Ghent University Hospitals, Ghent, Belgium
| | | | - Ruth Jf Loos
- The Charles Bronfman Institute for Personalized Medicine, The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Kauko Heikkilä
- Public Health, University of Helsinki, Helsinki, Finland
| | - Jane Wardle
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, United Kingdom
| | - Clare H Llewellyn
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, United Kingdom
| | - Abigail Fisher
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, United Kingdom
| | - Tom A McAdams
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, United Kingdom; MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, and
| | - Thalia C Eley
- MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, and
| | - Alice M Gregory
- Department of Psychology, Goldsmiths, University of London, London, United Kingdom
| | - Mingguang He
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China; Centre for Eye Research Australia, University of Melbourne, Melbourne, Australia
| | - Xiaohu Ding
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Morten Bjerregaard-Andersen
- Departments of Endocrinology and Bandim Health Project, INDEPTH Network, Bissau, Guinea-Bissau; Research Center for Vitamins and Vaccines, Statens Serum Institute, Copenhagen, Denmark
| | | | - Morten Sodemann
- Departments of Endocrinology and Infectious Diseases, Odense University Hospital, Odense, Denmark
| | - Adam D Tarnoki
- Department of Radiology and Oncotherapy, Semmelweis University, Budapest, Hungary; Hungarian Twin Registry, Budapest, Hungary
| | - David L Tarnoki
- Department of Radiology and Oncotherapy, Semmelweis University, Budapest, Hungary; Hungarian Twin Registry, Budapest, Hungary
| | - Maria A Stazi
- Istituto Superiore di Sanità - National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Corrado Fagnani
- Istituto Superiore di Sanità - National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Cristina D'Ippolito
- Istituto Superiore di Sanità - National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | | | - David Mankuta
- Hadassah Hospital Obstetrics and Gynecology Department, Hebrew University Medical School, Jerusalem, Israel
| | - Lior Abramson
- The Hebrew University of Jerusalem, Jerusalem, Israel
| | | | | | | | | | - Hermine H Maes
- Department of Human and Molecular Genetics, Massey Cancer Center, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA
| | - Robert F Krueger
- Department of Psychology, University of Minnesota, Minneapolis, MN
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN
| | - Shandell Pahlen
- Department of Psychology, University of Minnesota, Minneapolis, MN
| | - Margaret Gatz
- Department of Psychology, University of Southern California, Los Angeles, CA; Departments of Medical Epidemiology and Biostatistics and
| | - David A Butler
- Institute of Medicine, National Academy of Sciences Washington, DC
| | - Meike Bartels
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | | | - Jeffrey M Craig
- Murdoch Childrens Research Institute, Royal Children's Hospital, Parkville, Victoria, Australia; Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - Richard Saffery
- Murdoch Childrens Research Institute, Royal Children's Hospital, Parkville, Victoria, Australia; Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - Duarte L Freitas
- Department of Physical Education and Sport, University of Madeira, Funchal, Portugal
| | - José Antonio Maia
- Centre of Research, Education, Innovation and Intervention in Sport, Faculty of Sport, Porto, University of Porto, Portugal
| | - Lise Dubois
- School of Epidemiology, Public Health and Preventive Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | - Michel Boivin
- École de psychologie, Université Laval, Québec, Canada; Institute of Genetic, Neurobiological, and Social Foundations of Child Development, Tomsk State University, Russian Federation
| | - Mara Brendgen
- Département de psychologie, Université du Québec à Montréal, Montréal, Québec, Canada
| | | | - Frank Vitaro
- École de psychoéducation, Université de Montréal, Montréal, Québec, Canada
| | | | | | - Grant W Montgomery
- Molecular Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Youngsook Chong
- Department of Psychology, Pusan National University, Busan, South Korea
| | - Gary E Swan
- Stanford Prevention Research Center, Department of Medicine, Stanford University School of Medicine, Stanford, CA
| | - Ruth Krasnow
- Center for Health Sciences, SRI International, Menlo Park, CA
| | | | | | - Per Tynelius
- Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | | | - Claire Ma Haworth
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
| | - Robert Plomin
- MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, and
| | | | - Danshiitsoodol Narandalai
- Healthy Twin Association of Mongolia, Ulaanbaatar, Mongolia; Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - K Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX
| | | | - Sevgi Y Öncel
- Department of Statistics, Faculty of Arts and Sciences, Kırıkkale University, Kırıkkale, Turkey
| | - Fazil Aliev
- Department of Human and Molecular Genetics, Departments of Psychiatry and Psychology
| | - Timothy Spector
- Department of Twin Research and Genetic Epidemiology, King's College, London, United Kingdom
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College, London, United Kingdom
| | - Genevieve Lachance
- Department of Twin Research and Genetic Epidemiology, King's College, London, United Kingdom
| | - Laura A Baker
- Department of Psychology, University of Southern California, Los Angeles, CA
| | - Catherine Tuvblad
- Department of Psychology, University of Southern California, Los Angeles, CA; Örebro University, School of Law, Psychology and Social Work, Örebro, Sweden
| | - Glen E Duncan
- College of Medicine, Washington State University - Health Sciences Spokane, Spokane, WA
| | - Dedra Buchwald
- Washington State Twin Registry, Washington State University, Seattle, WA
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - Finn Rasmussen
- Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Jack H Goldberg
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA
| | - Thorkild Ia Sørensen
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom; Novo Nordisk Foundation Center for Basic Metabolic Research (Section on Metabolic Genetics) and Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen,Denmark; Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospitals, Copenhagen, The Capital Region, Denmark
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - Jaakko Kaprio
- Public Health, University of Helsinki, Helsinki, Finland; National Institute for Health and Welfare, Helsinki, Finland; and Institute for Molecular Medicine FIMM, Helsinki, Finland
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23
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Vuoksimaa E, Heikkilä K, Rinne JO, Kaprio J. P3‐367: Cognitive Reserve as Indexed by Educational and Occupational Attainment Moderates the Association Between Cardiovascular Disease and Dementia. Alzheimers Dement 2016. [DOI: 10.1016/j.jalz.2016.06.2033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
| | | | - Juha O. Rinne
- Turku University HospitalTurkuFinland
- University of TurkuTurkuFinland
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24
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Jelenkovic A, Sund R, Hur YM, Yokoyama Y, Hjelmborg JVB, Möller S, Honda C, Magnusson PKE, Pedersen NL, Ooki S, Aaltonen S, Stazi MA, Fagnani C, D’Ippolito C, Freitas DL, Maia JA, Ji F, Ning F, Pang Z, Rebato E, Busjahn A, Kandler C, Saudino KJ, Jang KL, Cozen W, Hwang AE, Mack TM, Gao W, Yu C, Li L, Corley RP, Huibregtse BM, Derom CA, Vlietinck RF, Loos RJF, Heikkilä K, Wardle J, Llewellyn CH, Fisher A, McAdams TA, Eley TC, Gregory AM, He M, Ding X, Bjerregaard-Andersen M, Beck-Nielsen H, Sodemann M, Tarnoki AD, Tarnoki DL, Knafo-Noam A, Mankuta D, Abramson L, Burt SA, Klump KL, Silberg JL, Eaves LJ, Maes HH, Krueger RF, McGue M, Pahlen S, Gatz M, Butler DA, Bartels M, van Beijsterveldt TCEM, Craig JM, Saffery R, Dubois L, Boivin M, Brendgen M, Dionne G, Vitaro F, Martin NG, Medland SE, Montgomery GW, Swan GE, Krasnow R, Tynelius P, Lichtenstein P, Haworth CMA, Plomin R, Bayasgalan G, Narandalai D, Harden KP, Tucker-Drob EM, Spector T, Mangino M, Lachance G, Baker LA, Tuvblad C, Duncan GE, Buchwald D, Willemsen G, Skytthe A, Kyvik KO, Christensen K, Öncel SY, Aliev F, Rasmussen F, Goldberg JH, Sørensen TIA, Boomsma DI, Kaprio J, Silventoinen K. Genetic and environmental influences on height from infancy to early adulthood: An individual-based pooled analysis of 45 twin cohorts. Sci Rep 2016; 6:28496. [PMID: 27333805 PMCID: PMC4917845 DOI: 10.1038/srep28496] [Citation(s) in RCA: 102] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2016] [Accepted: 06/02/2016] [Indexed: 01/05/2023] Open
Abstract
Height variation is known to be determined by both genetic and environmental factors, but a systematic description of how their influences differ by sex, age and global regions is lacking. We conducted an individual-based pooled analysis of 45 twin cohorts from 20 countries, including 180,520 paired measurements at ages 1-19 years. The proportion of height variation explained by shared environmental factors was greatest in early childhood, but these effects remained present until early adulthood. Accordingly, the relative genetic contribution increased with age and was greatest in adolescence (up to 0.83 in boys and 0.76 in girls). Comparing geographic-cultural regions (Europe, North-America and Australia, and East-Asia), genetic variance was greatest in North-America and Australia and lowest in East-Asia, but the relative proportion of genetic variation was roughly similar across these regions. Our findings provide further insights into height variation during childhood and adolescence in populations representing different ethnicities and exposed to different environments.
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Affiliation(s)
- Aline Jelenkovic
- Department of Social Research, University of Helsinki, Helsinki, Finland
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country UPV/EHU, Leioa, Spain
| | - Reijo Sund
- Department of Social Research, University of Helsinki, Helsinki, Finland
| | - Yoon-Mi Hur
- Department of Education, Mokpo National University, Jeonnam, South Korea
| | - Yoshie Yokoyama
- Department of Public Health Nursing, Osaka City University, Osaka, Japan
| | - Jacob v. B. Hjelmborg
- The Danish Twin Registry, Department of Public Health, Epidemiology, Biostatistics & Biodemography, University of Southern Denmark, Odense, Denmark
| | - Sören Möller
- The Danish Twin Registry, Department of Public Health, Epidemiology, Biostatistics & Biodemography, University of Southern Denmark, Odense, Denmark
| | - Chika Honda
- Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Patrik K. E. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Nancy L. Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Syuichi Ooki
- Department of Health Science, Ishikawa Prefectural Nursing University, Kahoku, Ishikawa, Japan
| | - Sari Aaltonen
- Department of Social Research, University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Maria A. Stazi
- Istituto Superiore di Sanità - National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Corrado Fagnani
- Istituto Superiore di Sanità - National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Cristina D’Ippolito
- Istituto Superiore di Sanità - National Center for Epidemiology, Surveillance and Health Promotion, Rome, Italy
| | - Duarte L. Freitas
- Department of Physical Education and Sport, University of Madeira, Funchal, Portugal
| | | | - Fuling Ji
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Feng Ning
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Zengchang Pang
- Department of Noncommunicable Diseases Prevention, Qingdao Centers for Disease Control and Prevention, Qingdao, China
| | - Esther Rebato
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country UPV/EHU, Leioa, Spain
| | | | | | - Kimberly J. Saudino
- Boston University, Department of Psychological and Brain Sciencies, Boston, MA, USA
| | - Kerry L. Jang
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada
| | - Wendy Cozen
- Department of Preventive Medicine, Keck School of Medicine of USC, University of Southern California, Los Angeles, California, USA
- USC Norris Comprehensive Cancer Center, Los Angeles, California, USA
| | - Amie E. Hwang
- Department of Preventive Medicine, Keck School of Medicine of USC, University of Southern California, Los Angeles, California, USA
| | - Thomas M. Mack
- Department of Preventive Medicine, Keck School of Medicine of USC, University of Southern California, Los Angeles, California, USA
- USC Norris Comprehensive Cancer Center, Los Angeles, California, USA
| | - Wenjing Gao
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | - Canqing Yu
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | - Liming Li
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Brooke M. Huibregtse
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Catherine A. Derom
- Centre of Human Genetics, University Hospitals Leuven, Leuven, Belgium
- Department of Obstetrics and Gynaecology, Ghent University Hospitals, Ghent, Belgium
| | | | - Ruth J. F. Loos
- The Charles Bronfman Institute for Personalized Medicine, The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Jane Wardle
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, UK
| | - Clare H. Llewellyn
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, UK
| | - Abigail Fisher
- Health Behaviour Research Centre, Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London, UK
| | - Tom A. McAdams
- King’s College London, MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, London, UK
| | - Thalia C. Eley
- King’s College London, MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, London, UK
| | - Alice M. Gregory
- Department of Psychology, Goldsmiths, University of London, London, UK
| | - Mingguang He
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
- Centre for Eye Research Australia, University of Melbourne, Melbourne, Australia
| | - Xiaohu Ding
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Morten Bjerregaard-Andersen
- Bandim Health Project, INDEPTH Network, Bissau, Guinea-Bissau
- Research Center for Vitamins and Vaccines, Statens Serum Institute, Copenhagen, Denmark
- Department of Endocrinology, Odense University Hospital, Odense, Denmark
| | | | - Morten Sodemann
- Department of Infectious Diseases, Odense University Hospital, Odense, Denmark
| | - Adam D. Tarnoki
- Department of Radiology and Oncotherapy, Semmelweis University, Budapest, Hungary
- Hungarian Twin Registry, Budapest, Hungary
| | - David L. Tarnoki
- Department of Radiology and Oncotherapy, Semmelweis University, Budapest, Hungary
- Hungarian Twin Registry, Budapest, Hungary
| | | | - David Mankuta
- Hadassah Hospital Obstetrics and Gynecology Department, Hebrew University Medical School, Jerusalem, Israel
| | - Lior Abramson
- The Hebrew University of Jerusalem, Jerusalem, Israel
| | | | | | - Judy L. Silberg
- Department of Human and Molecular Genetics, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Lindon J. Eaves
- Department of Human and Molecular Genetics, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Hermine H. Maes
- Department of Human and Molecular Genetics, Psychiatry & Massey Cancer Center, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Robert F. Krueger
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Shandell Pahlen
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Margaret Gatz
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Psychology, University of Southern California, Los Angeles, CA, USA
| | - David A. Butler
- Institute of Medicine, National Academy of Sciences, Washington, DC, USA
| | - Meike Bartels
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | | | - Jeffrey M. Craig
- Murdoch Childrens Research Institute, Royal Children’s Hospital, Parkville, Victoria, Australia
- Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - Richard Saffery
- Murdoch Childrens Research Institute, Royal Children’s Hospital, Parkville, Victoria, Australia
- Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - Lise Dubois
- School of Epidemiology, Public Health and Preventive Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | - Michel Boivin
- École de psychologie, Université Laval, Québec, Canada
- Institute of Genetic, Neurobiological, and Social Foundations of Child Development, Tomsk State University, Russian Federation
| | - Mara Brendgen
- Département de psychologie, Université du Québec à Montréal, Montréal, Québec, Canada
| | | | - Frank Vitaro
- École de psychoéducation, Université de Montréal, Montréal, Québec, Canada
| | - Nicholas G. Martin
- Genetic Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Sarah E. Medland
- Genetic Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Grant W. Montgomery
- Molecular Epidemiology Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Gary E. Swan
- Stanford Prevention Research Center, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Ruth Krasnow
- Center for Health Sciences, SRI International, Menlo Park, CA, USA
| | - Per Tynelius
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Paul Lichtenstein
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | | | - Robert Plomin
- King’s College London, MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, London, UK
| | | | - Danshiitsoodol Narandalai
- Healthy Twin Association of Mongolia, Ulaanbaatar, Mongolia
- Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - K. Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | | | - Timothy Spector
- Department of Twin Research and Genetic Epidemiology, King’s College, London, UK
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King’s College, London, UK
| | - Genevieve Lachance
- Department of Twin Research and Genetic Epidemiology, King’s College, London, UK
| | - Laura A. Baker
- Department of Psychology, University of Southern California, Los Angeles, CA, USA
| | - Catherine Tuvblad
- Department of Psychology, University of Southern California, Los Angeles, CA, USA
- School of Law, Psychology and Social Work, Örebro University, Sweden
| | - Glen E. Duncan
- Washington State Twin Registry, Washington State University - Health Sciences Spokane, Spokane, WA, USA
| | - Dedra Buchwald
- Washington State Twin Registry, Washington State University, Seattle, WA, USA
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - Axel Skytthe
- The Danish Twin Registry, Department of Public Health, Epidemiology, Biostatistics & Biodemography, University of Southern Denmark, Odense, Denmark
| | - Kirsten O. Kyvik
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
- Odense Patient data Explorative Network (OPEN), Odense University Hospital, Odense, Denmark
| | - Kaare Christensen
- The Danish Twin Registry, Department of Public Health, Epidemiology, Biostatistics & Biodemography, University of Southern Denmark, Odense, Denmark
- Department of Clinical Biochemistry and Pharmacology and Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
| | - Sevgi Y. Öncel
- Department of Statistics, Faculty of Arts and Sciences, Kırıkkale University, Kırıkkale, Turkey
| | - Fazil Aliev
- Departments of Psychiatry, Psychology, and Human and Molecular Genetics, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, USA
| | - Finn Rasmussen
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Jack H. Goldberg
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
| | - Thorkild I. A. Sørensen
- Novo Nordisk Foundation Centre for Basic Metabolic Research (Section on Metabolic Genetics) and Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospitals, The Capital Region, Copenhagen, Denmark
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, Netherlands
| | - Jaakko Kaprio
- Department of Public Health, University of Helsinki, Helsinki, Finland
- National Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine FIMM, Helsinki, Finland
| | - Karri Silventoinen
- Department of Social Research, University of Helsinki, Helsinki, Finland
- Osaka University Graduate School of Medicine, Osaka University, Osaka, Japan
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25
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Gormley P, Anttila V, Winsvold BS, Palta P, Esko T, Pers TH, Farh KH, Cuenca-Leon E, Muona M, Furlotte NA, Kurth T, Ingason A, McMahon G, Ligthart L, Terwindt GM, Kallela M, Freilinger TM, Ran C, Gordon SG, Stam AH, Steinberg S, Borck G, Koiranen M, Quaye L, Adams HHH, Lehtimäki T, Sarin AP, Wedenoja J, Hinds DA, Buring JE, Schürks M, Ridker PM, Hrafnsdottir MG, Stefansson H, Ring SM, Hottenga JJ, Penninx BWJH, Färkkilä M, Artto V, Kaunisto M, Vepsäläinen S, Malik R, Heath AC, Madden PAF, Martin NG, Montgomery GW, Kurki MI, Kals M, Mägi R, Pärn K, Hämäläinen E, Huang H, Byrnes AE, Franke L, Huang J, Stergiakouli E, Lee PH, Sandor C, Webber C, Cader Z, Muller-Myhsok B, Schreiber S, Meitinger T, Eriksson JG, Salomaa V, Heikkilä K, Loehrer E, Uitterlinden AG, Hofman A, van Duijn CM, Cherkas L, Pedersen LM, Stubhaug A, Nielsen CS, Männikkö M, Mihailov E, Milani L, Göbel H, Esserlind AL, Christensen AF, Hansen TF, Werge T, Kaprio J, Aromaa AJ, Raitakari O, Ikram MA, Spector T, Järvelin MR, Metspalu A, Kubisch C, Strachan DP, Ferrari MD, Belin AC, Dichgans M, Wessman M, van den Maagdenberg AMJM, Zwart JA, Boomsma DI, Smith GD, Stefansson K, Eriksson N, Daly MJ, Neale BM, Olesen J, Chasman DI, Nyholt DR, Palotie A. Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine. Nat Genet 2016; 48:856-66. [PMID: 27322543 DOI: 10.1038/ng.3598] [Citation(s) in RCA: 400] [Impact Index Per Article: 50.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2015] [Accepted: 05/26/2016] [Indexed: 12/16/2022]
Abstract
Migraine is a debilitating neurological disorder affecting around one in seven people worldwide, but its molecular mechanisms remain poorly understood. There is some debate about whether migraine is a disease of vascular dysfunction or a result of neuronal dysfunction with secondary vascular changes. Genome-wide association (GWA) studies have thus far identified 13 independent loci associated with migraine. To identify new susceptibility loci, we carried out a genetic study of migraine on 59,674 affected subjects and 316,078 controls from 22 GWA studies. We identified 44 independent single-nucleotide polymorphisms (SNPs) significantly associated with migraine risk (P < 5 × 10(-8)) that mapped to 38 distinct genomic loci, including 28 loci not previously reported and a locus that to our knowledge is the first to be identified on chromosome X. In subsequent computational analyses, the identified loci showed enrichment for genes expressed in vascular and smooth muscle tissues, consistent with a predominant theory of migraine that highlights vascular etiologies.
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Affiliation(s)
- Padhraig Gormley
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
| | - Verneri Anttila
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Bendik S Winsvold
- FORMI, Oslo University Hospital, Oslo, Norway.,Department of Neurology, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Priit Palta
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Tonu Esko
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Estonian Genome Center, University of Tartu, Tartu, Estonia.,Division of Endocrinology, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Tune H Pers
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Division of Endocrinology, Boston Children's Hospital, Boston, Massachusetts, USA.,Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark.,Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark
| | - Kai-How Farh
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Illumina, San Diego, California, USA
| | - Ester Cuenca-Leon
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Pediatric Neurology, Vall d'Hebron Research Institute, Barcelona, Spain
| | - Mikko Muona
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Folkhälsan Institute of Genetics, Helsinki, Finland.,Neuroscience Center, University of Helsinki, Helsinki, Finland.,Molecular Neurology Research Program, Research Programs Unit, University of Helsinki, Helsinki, Finland
| | | | - Tobias Kurth
- Institute of Public Health, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | | | - George McMahon
- Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Lannie Ligthart
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
| | - Gisela M Terwindt
- Department of Neurology, Leiden University Medical Centre, Leiden, the Netherlands
| | - Mikko Kallela
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Tobias M Freilinger
- Department of Neurology and Epileptology, Hertie-Institute for Clinical Brain Research, University of Tuebingen, Tuebingen, Germany.,Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Caroline Ran
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Scott G Gordon
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Anine H Stam
- Department of Neurology, Leiden University Medical Centre, Leiden, the Netherlands
| | | | - Guntram Borck
- Institute of Human Genetics, Ulm University, Ulm, Germany
| | - Markku Koiranen
- Center for Life Course Epidemiology and Systems Medicine, University of Oulu, Oulu, Finland
| | - Lydia Quaye
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Hieab H H Adams
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Radiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, School of Medicine, University of Tampere, Tampere, Finland
| | - Antti-Pekka Sarin
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Juho Wedenoja
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | | | - Julie E Buring
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Markus Schürks
- Department of Neurology, University Duisburg-Essen, Essen, Germany
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | | | | | - Susan M Ring
- Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
| | - Brenda W J H Penninx
- Department of Psychiatry, VU University Medical Centre, Amsterdam, the Netherlands
| | - Markus Färkkilä
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Ville Artto
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Mari Kaunisto
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Salli Vepsäläinen
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Rainer Malik
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Andrew C Heath
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Pamela A F Madden
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Nicholas G Martin
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Grant W Montgomery
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Mitja I Kurki
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Department of Neurosurgery, NeuroCenter, Kuopio University Hospital, Kuopio, Finland
| | - Mart Kals
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Kalle Pärn
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Eija Hämäläinen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Hailiang Huang
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Andrea E Byrnes
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Jie Huang
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
| | - Evie Stergiakouli
- Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Phil H Lee
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Cynthia Sandor
- MRC Functional Genomics Unit, Department of Physiology, Anatomy &Genetics, Oxford University, Oxford, UK
| | - Caleb Webber
- MRC Functional Genomics Unit, Department of Physiology, Anatomy &Genetics, Oxford University, Oxford, UK
| | - Zameel Cader
- Nuffield Department of Clinical Neuroscience, University of Oxford, Oxford, UK.,Oxford Headache Centre, John Radcliffe Hospital, Oxford, UK
| | - Bertram Muller-Myhsok
- Max Planck Institute of Psychiatry, Munich, Germany.,Munich Cluster for Systems Neurology (SyNergy), Munich, Germany.,Institute of Translational Medicine, University of Liverpool, Liverpool, UK
| | - Stefan Schreiber
- Institute of Clinical Molecular Biology, Christian Albrechts University, Kiel, Germany
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Zentrum München, Neuherberg, Germany.,Institute of Human Genetics, Technische Universität München, Munich, Germany
| | - Johan G Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.,National Institute for Health and Welfare, Helsinki, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Kauko Heikkilä
- Institute of Clinical Medicine, University of Helsinki, Helsinki, Finland
| | - Elizabeth Loehrer
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Andre G Uitterlinden
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Lynn Cherkas
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | | | - Audun Stubhaug
- Department of Pain Management and Research, Oslo University Hospital, Oslo, Norway.,Medical Faculty, University of Oslo, Oslo, Norway
| | - Christopher S Nielsen
- Department of Pain Management and Research, Oslo University Hospital, Oslo, Norway.,Department of Ageing and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Minna Männikkö
- Center for Life Course Epidemiology and Systems Medicine, University of Oulu, Oulu, Finland
| | | | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | | | - Ann-Louise Esserlind
- Danish Headache Center, Department of Neurology, Rigshospitalet, Glostrup Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Anne Francke Christensen
- Danish Headache Center, Department of Neurology, Rigshospitalet, Glostrup Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Thomas Folkmann Hansen
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, University of Copenhagen, Roskilde, Denmark
| | - Thomas Werge
- Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Copenhagen, Denmark.,Institute of Clinical Sciences, Faculty of Medicine and Health Sciences, University of Copenhagen, Copenhagen, Denmark.,iPSYCH-The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
| | | | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Department of Public Health, University of Helsinki, Helsinki, Finland.,Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Arpo J Aromaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Olli Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland.,Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Radiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Neurology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Tim Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Marjo-Riitta Järvelin
- Center for Life Course Epidemiology and Systems Medicine, University of Oulu, Oulu, Finland.,Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPE) Centre for Environment and Health, School of Public Health, Imperial College London, London, UK.,Biocenter Oulu, University of Oulu, Oulu, Finland.,Unit of Primary Care, Oulu University Hospital, Oulu, Finland
| | | | - Christian Kubisch
- Institute of Human Genetics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - David P Strachan
- Population Health Research Institute, St George's, University of London, London, UK
| | - Michel D Ferrari
- Department of Neurology, Leiden University Medical Centre, Leiden, the Netherlands
| | - Andrea C Belin
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Martin Dichgans
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität München, Munich, Germany.,Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Maija Wessman
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Folkhälsan Institute of Genetics, Helsinki, Finland
| | - Arn M J M van den Maagdenberg
- Department of Neurology, Leiden University Medical Centre, Leiden, the Netherlands.,Department of Human Genetics, Leiden University Medical Centre, Leiden, the Netherlands
| | - John-Anker Zwart
- FORMI, Oslo University Hospital, Oslo, Norway.,Department of Neurology, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Dorret I Boomsma
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
| | - George Davey Smith
- Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Kari Stefansson
- deCODE Genetics, Reykjavik, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | | | - Mark J Daly
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Benjamin M Neale
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Jes Olesen
- Danish Headache Center, Department of Neurology, Rigshospitalet, Glostrup Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Dale R Nyholt
- Statistical and Genomic Epidemiology Laboratory, Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Queensland, Australia
| | - Aarno Palotie
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
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26
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He L, Pitkäniemi J, Heikkilä K, Chou YL, Madden PAF, Korhonen T, Sarin AP, Ripatti S, Kaprio J, Loukola A. Genome-wide time-to-event analysis on smoking progression stages in a family-based study. Brain Behav 2016; 6:e00462. [PMID: 27134767 PMCID: PMC4842934 DOI: 10.1002/brb3.462] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2015] [Revised: 02/19/2016] [Accepted: 02/28/2016] [Indexed: 01/15/2023] Open
Abstract
BACKGROUND Various pivotal stages in smoking behavior can be identified, including initiation, conversion from experimenting to established use, development of tolerance, and cessation. Previous studies have shown high heritability for age of smoking initiation and cessation; however, time-to-event genome-wide association studies aiming to identify underpinning genes that accelerate or delay these transitions are missing to date. METHODS We investigated which single nucleotide polymorphisms (SNPs) across the whole genome contribute to the hazard ratio of transition between different stages of smoking behavior by performing time-to-event analyses within a large Finnish twin family cohort (N = 1962), and further conducted mediation analyses of plausible intermediate traits for significant SNPs. RESULTS Genome-wide significant signals were detected for three of the four transitions: (1) for smoking cessation on 10p14 (P = 4.47e-08 for rs72779075 flanked by RP11-575N15 and GATA3), (2) for tolerance on 11p13 (P = 1.29e-08 for rs11031684 in RP1-65P5.1), mediated by smoking quantity, and on 9q34.12 (P = 3.81e-08 for rs2304808 in FUBP3), independent of smoking quantity, and (3) for smoking initiation on 19q13.33 (P = 3.37e-08 for rs73050610 flanked by TRPM4 and SLC6A16) in analysis adjusted for first time sensations. Although our top SNPs did not replicate, another SNP in the TRPM4-SLC6A16 gene region showed statistically significant association after region-based multiple testing correction in an independent Australian twin family sample. CONCLUSION Our results suggest that the functional effect of the TRPM4-SLC6A16 gene region deserves further investigation, and that complex neurotransmitter networks including dopamine and glutamate may play a critical role in smoking initiation. Moreover, comparison of these results implies that genetic contributions to the complex smoking behavioral phenotypes vary among the transitions.
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Affiliation(s)
- Liang He
- Department of Public Health University of Helsinki Helsinki Finland
| | - Janne Pitkäniemi
- Department of Public Health University of Helsinki Helsinki Finland; Finnish Cancer Registry Institute for Statistical and Epidemiological Cancer Research Helsinki Finland
| | - Kauko Heikkilä
- Department of Public Health University of Helsinki Helsinki Finland; Institute for Molecular Medicine Finland (FIMM) University of Helsinki Helsinki Finland
| | - Yi-Ling Chou
- Washington University School of Medicine Department of Psychiatry St. Louis Missouri
| | - Pamela A F Madden
- Washington University School of Medicine Department of Psychiatry St. Louis Missouri
| | - Tellervo Korhonen
- Department of Public Health University of Helsinki Helsinki Finland; National Institute for Health and Welfare Helsinki Finland; Institute of Public Health and Clinical Nutrition University of Eastern Finland Kuopio Finland
| | - Antti-Pekka Sarin
- Institute for Molecular Medicine Finland (FIMM)University of Helsinki Helsinki Finland; National Institute for Health and Welfare Helsinki Finland
| | - Samuli Ripatti
- Department of Public Health University of Helsinki Helsinki Finland; Institute for Molecular Medicine Finland (FIMM) University of Helsinki Helsinki Finland; Wellcome Trust Sanger Institute Hinxton Cambridge UK
| | - Jaakko Kaprio
- Department of Public Health University of Helsinki Helsinki Finland; Institute for Molecular Medicine Finland (FIMM) University of Helsinki Helsinki Finland; National Institute for Health and Welfare Helsinki Finland
| | - Anu Loukola
- Department of Public Health University of Helsinki Helsinki Finland; Institute for Molecular Medicine Finland (FIMM) University of Helsinki Helsinki Finland
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27
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Mucci LA, Hjelmborg JB, Harris JR, Czene K, Havelick DJ, Scheike T, Graff RE, Holst K, Möller S, Unger RH, McIntosh C, Nuttall E, Brandt I, Penney KL, Hartman M, Kraft P, Parmigiani G, Christensen K, Koskenvuo M, Holm NV, Heikkilä K, Pukkala E, Skytthe A, Adami HO, Kaprio J. Familial Risk and Heritability of Cancer Among Twins in Nordic Countries. JAMA 2016; 315:68-76. [PMID: 26746459 PMCID: PMC5498110 DOI: 10.1001/jama.2015.17703] [Citation(s) in RCA: 525] [Impact Index Per Article: 65.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
IMPORTANCE Estimates of familial cancer risk from population-based studies are essential components of cancer risk prediction. OBJECTIVE To estimate familial risk and heritability of cancer types in a large twin cohort. DESIGN, SETTING, AND PARTICIPANTS Prospective study of 80,309 monozygotic and 123,382 same-sex dizygotic twin individuals (N = 203,691) within the population-based registers of Denmark, Finland, Norway, and Sweden. Twins were followed up a median of 32 years between 1943 and 2010. There were 50,990 individuals who died of any cause, and 3804 who emigrated and were lost to follow-up. EXPOSURES Shared environmental and heritable risk factors among pairs of twins. MAIN OUTCOMES AND MEASURES The main outcome was incident cancer. Time-to-event analyses were used to estimate familial risk (risk of cancer in an individual given a twin's development of cancer) and heritability (proportion of variance in cancer risk due to interindividual genetic differences) with follow-up via cancer registries. Statistical models adjusted for age and follow-up time, and accounted for censoring and competing risk of death. RESULTS A total of 27,156 incident cancers were diagnosed in 23,980 individuals, translating to a cumulative incidence of 32%. Cancer was diagnosed in both twins among 1383 monozygotic (2766 individuals) and 1933 dizygotic (2866 individuals) pairs. Of these, 38% of monozygotic and 26% of dizygotic pairs were diagnosed with the same cancer type. There was an excess cancer risk in twins whose co-twin was diagnosed with cancer, with estimated cumulative risks that were an absolute 5% (95% CI, 4%-6%) higher in dizygotic (37%; 95% CI, 36%-38%) and an absolute 14% (95% CI, 12%-16%) higher in monozygotic twins (46%; 95% CI, 44%-48%) whose twin also developed cancer compared with the cumulative risk in the overall cohort (32%). For most cancer types, there were significant familial risks and the cumulative risks were higher in monozygotic than dizygotic twins. Heritability of cancer overall was 33% (95% CI, 30%-37%). Significant heritability was observed for the cancer types of skin melanoma (58%; 95% CI, 43%-73%), prostate (57%; 95% CI, 51%-63%), nonmelanoma skin (43%; 95% CI, 26%-59%), ovary (39%; 95% CI, 23%-55%), kidney (38%; 95% CI, 21%-55%), breast (31%; 95% CI, 11%-51%), and corpus uteri (27%; 95% CI, 11%-43%). CONCLUSIONS AND RELEVANCE In this long-term follow-up study among Nordic twins, there was significant excess familial risk for cancer overall and for specific types of cancer, including prostate, melanoma, breast, ovary, and uterus. This information about hereditary risks of cancers may be helpful in patient education and cancer risk counseling.
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Affiliation(s)
- Lorelei A Mucci
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts2Division of Public Health Sciences, University of Iceland, Reykjavik3Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School
| | - Jacob B Hjelmborg
- Department of Biostatistics and Epidemiology, University of Southern Denmark, Odense5Danish Twin Registry, University of Southern Denmark, Odense
| | - Jennifer R Harris
- Division of Epidemiology, Norwegian Institute of Public Health, Oslo, Norway
| | - Kamila Czene
- Department of Biostatistics and Epidemiology, University of Southern Denmark, Odense5Danish Twin Registry, University of Southern Denmark, Odense7Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - David J Havelick
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | - Thomas Scheike
- Department of Biostatistics, University of Copenhagen, Copenhagen, Denmark
| | - Rebecca E Graff
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts9Department of Epidemiology and Biostatistics, University of California, San Francisco
| | - Klaus Holst
- Department of Biostatistics, University of Copenhagen, Copenhagen, Denmark
| | - Sören Möller
- Department of Biostatistics and Epidemiology, University of Southern Denmark, Odense5Danish Twin Registry, University of Southern Denmark, Odense
| | - Robert H Unger
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | - Christina McIntosh
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | - Elizabeth Nuttall
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | - Ingunn Brandt
- Division of Epidemiology, Norwegian Institute of Public Health, Oslo, Norway
| | - Kathryn L Penney
- Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Mikael Hartman
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden11Department of Surgery, National University Hospital and NUHS, Singapore
| | - Peter Kraft
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts10Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | - Giovanni Parmigiani
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, Massachusetts12Department of Computational Biology and Biostatistics, Dana Farber Cancer Institute, Boston, Massachusetts
| | - Kaare Christensen
- Department of Biostatistics and Epidemiology, University of Southern Denmark, Odense
| | - Markku Koskenvuo
- University of Helsinki, Hjelt Institute, Department of Public Health, Helsinki, Finland
| | - Niels V Holm
- Danish Twin Registry, University of Southern Denmark, Odense14Department of Oncology, Odense University Hospital, Odense, Denmark
| | - Kauko Heikkilä
- University of Helsinki, Hjelt Institute, Department of Public Health, Helsinki, Finland
| | - Eero Pukkala
- Finnish Cancer Registry, Institute for Statistical and Epidemiological Cancer Research, Helsinki, Finland16School of Health Sciences, University of Tampere, Tampere, Finland
| | - Axel Skytthe
- Department of Biostatistics and Epidemiology, University of Southern Denmark, Odense5Danish Twin Registry, University of Southern Denmark, Odense
| | - Hans-Olov Adami
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts7Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Jaakko Kaprio
- University of Helsinki, Hjelt Institute, Department of Public Health, Helsinki, Finland17National Institute for Health and Welfare, Department of Health, Helsinki, Finland18University of Helsinki, Institute for Molecular Medicine, Helsinki, Finland
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28
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Piirtola M, Kaprio J, Silventoinen K, Heikkilä K, Koskenvuo M, Svedberg P, Kujala UM, Ropponen A. Association of education with leisure-time physical inactivity in Finnish twins over 35 years. Eur J Public Health 2015. [DOI: 10.1093/eurpub/ckv174.071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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29
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Korhonen T, Smeds E, Silventoinen K, Heikkilä K, Kaprio J. Cigarette smoking and alcohol use as predictors of disability retirement: A population-based cohort study. Drug Alcohol Depend 2015; 155:260-6. [PMID: 26305074 DOI: 10.1016/j.drugalcdep.2015.06.047] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2014] [Revised: 06/11/2015] [Accepted: 06/12/2015] [Indexed: 10/23/2022]
Abstract
BACKGROUND This study investigated how cigarette smoking and alcohol use predict disability retirement. METHODS Data from the longitudinal nationwide Finnish Twin Cohort study were analyzed, with clustered study design applied when computing 95% confidence intervals (CI). The sample included 21,719 individuals. Smoking and alcohol use were assessed with a questionnaire in 1975. Registry data on retirement events up till end of 2004 were obtained from the Social Insurance Institution and the Finnish Centre for Pensions. RESULTS Disability pension was granted to 4251 participants. Among men, adjusted for age and alcohol use, former (HR=1.45, 95%CI 1.28, 1.65, p<.001) and daily smokers (HR=1.93, 95%CI 1.71, 2.17, p<.001) showed elevated disability pension risk compared to never smokers. Among women, daily smokers (HR=1.25, 95%CI 1.11, 1.40, <.001) had elevated risk. The age and smoking adjusted risk estimates for alcohol were elevated among abstainers (men HR=1.41, 95%CI 1.21, 1.65, p<.001; women HR=1.36, 95%CI 1.23, 1.52, p<.001) and heavy drinkers (men HR=1.30, 95%CI 1.18, 1.43, p<.001; women HR=1.34, 95%CI 1.04, 1.72, p=.026). Those being persistent smokers and binge drinkers had over three-fold disability risk compared to those who were binge drinkers but had only a few smoking years (men: HR=3.32, 95%CI 2.43, 4.54, p<.001; women: HR=4.05, 95%CI 2.05, 8.00, p<.001). Among men and women who were not binge drinkers, longer smoking duration was needed for elevated disability risk. CONCLUSIONS Both smoking and excess alcohol use significantly predict disability retirement. In order to extend working careers, more attention should be paid to health behaviors, in addition to working conditions.
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Affiliation(s)
- Tellervo Korhonen
- Department of Public Health, University of Helsinki, Helsinki, Finland; Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland; National Institute for Health and Welfare, Helsinki, Finland.
| | - Eero Smeds
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Karri Silventoinen
- Department of Social Research, University of Helsinki, Helsinki, Finland
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Jaakko Kaprio
- Department of Public Health, University of Helsinki, Helsinki, Finland; National Institute for Health and Welfare, Helsinki, Finland; Institute for Molecular Medicine Finland FIMM, Helsinki, Finland
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Rottensteiner M, Leskinen T, Niskanen E, Aaltonen S, Mutikainen S, Wikgren J, Heikkilä K, Kovanen V, Kainulainen H, Kaprio J, Tarkka IM, Kujala UM. Physical activity, fitness, glucose homeostasis, and brain morphology in twins. Med Sci Sports Exerc 2015; 47:509-18. [PMID: 25003773 DOI: 10.1249/mss.0000000000000437] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
PURPOSE The main aim of the present study (FITFATTWIN) was to investigate how physical activity level is associated with body composition, glucose homeostasis, and brain morphology in young adult male monozygotic twin pairs discordant for physical activity. METHODS From a population-based twin cohort, we systematically selected 10 young adult male monozygotic twin pairs (age range, 32-36 yr) discordant for leisure time physical activity during the past 3 yr. On the basis of interviews, we calculated a mean sum index for leisure time and commuting activity during the past 3 yr (3-yr LTMET index expressed as MET-hours per day). We conducted extensive measurements on body composition (including fat percentage measured by dual-energy x-ray absorptiometry), glucose homeostasis including homeostatic model assessment index and insulin sensitivity index (Matsuda index, calculated from glucose and insulin values from an oral glucose tolerance test), and whole brain magnetic resonance imaging for regional volumetric analyses. RESULTS According to pairwise analysis, the active twins had lower body fat percentage (P = 0.029) and homeostatic model assessment index (P = 0.031) and higher Matsuda index (P = 0.021) compared with their inactive co-twins. Striatal and prefrontal cortex (subgyral and inferior frontal gyrus) brain gray matter volumes were larger in the nondominant hemisphere in active twins compared with those in inactive co-twins, with a statistical threshold of P < 0.001. CONCLUSIONS Among healthy adult male twins in their mid-30s, a greater level of physical activity is associated with improved glucose homeostasis and modulation of striatum and prefrontal cortex gray matter volume, independent of genetic background. The findings may contribute to later reduced risk of type 2 diabetes and mobility limitations.
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Affiliation(s)
- Mirva Rottensteiner
- 1Department of Health Sciences, University of Jyväskylä, Jyväskylä, FINLAND; 2Department of Applied Physics, University of Eastern Finland, Kuopio, FINLAND; 3Department of Psychology, University of Jyväskylä, Jyväskylä, FINLAND; 4Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, FINLAND; 5Department of Biology of Physical Activity, University of Jyväskylä, Jyväskylä, FINLAND; 6Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki, FINLAND; and 7Institute for Molecular Medicine, University of Helsinki, Helsinki, FINLAND
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Heikkilä K, Koskinen OA, Agarwal A, Tikkinen KAO, Mäki M, Kaukinen K. Associations of coeliac disease with coronary heart disease and cerebrovascular disease: A systematic review and meta-analysis. Nutr Metab Cardiovasc Dis 2015; 25:816-831. [PMID: 26111459 DOI: 10.1016/j.numecd.2015.05.004] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2014] [Revised: 03/17/2015] [Accepted: 05/05/2015] [Indexed: 12/17/2022]
Abstract
AIMS Clinical experience suggests that atherosclerotic disease is common in individuals with coeliac disease, but epidemiological studies have had contradicting findings. To summarise the currently available evidence, we systematically reviewed and analysed observational studies of the association of coeliac disease or dermatitis herpetiformis with coronary heart disease (CHD) or stroke. DATA SYNTHESIS We searched for studies comparing CHD or stroke outcomes with individuals with and without coeliac disease or dermatitis herpetiformis. Three investigators independently searched electronic databases, identified relevant studies and extracted data. Study-specific results were combined in random-effects meta-analyses, and heterogeneity was quantified using the I(2) statistic and meta-regression. Twenty-one studies were included in our systematic review and 18 in the meta-analyses. For CHD, the pooled hazard ratio for incident disease was 1.05 (95% confidence interval (CI): 0.93, 1.19) and the overall standardised mortality ratio was 1.21 (0.99, 1.49). For stroke and brain haemorrhage, the corresponding estimates were 1.10 (95% CI: 1.00, 1.21) and 1.43 (0.97, 2.10), respectively. There was moderate to considerable heterogeneity among the study-specific estimates. In addition, many estimates were based on small numbers of outcomes and they had limitations in terms of adjustment for potential confounders. CONCLUSION Our meta-analyses lend some support to an association between coeliac disease and CHD or cerebrovascular disease, but the evidence base was heterogeneous and had limitations. Our systematic review highlighted a need in this area for adequately powered prospective studies with appropriate adjustment for potentially confounding factors.
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Affiliation(s)
- K Heikkilä
- School of Medicine, University of Tampere, Tampere, Finland.
| | - O A Koskinen
- School of Medicine, University of Tampere, Tampere, Finland; City of Tampere Health and Welfare Services, Tampere, Finland
| | - Arnav Agarwal
- Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ontario, Canada; Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada; Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - K A O Tikkinen
- Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ontario, Canada; Department of Urology, Helsinki University Central Hospital and University of Helsinki, Helsinki, Finland; Department of Public Health, University of Helsinki, Helsinki, Finland
| | - M Mäki
- Tampere Centre for Child Health Research, University of Tampere and Tampere University Hospital, Tampere, Finland
| | - K Kaukinen
- School of Medicine, University of Tampere, Tampere, Finland; Department of Internal Medicine, Tampere University Hospital, Tampere, Finland
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32
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Joshi PK, Esko T, Mattsson H, Eklund N, Gandin I, Nutile T, Jackson AU, Schurmann C, Smith AV, Zhang W, Okada Y, Stančáková A, Faul JD, Zhao W, Bartz TM, Concas MP, Franceschini N, Enroth S, Vitart V, Trompet S, Guo X, Chasman DI, O'Connel JR, Corre T, Nongmaithem SS, Chen Y, Mangino M, Ruggiero D, Traglia M, Farmaki AE, Kacprowski T, Bjonnes A, van der Spek A, Wu Y, Giri AK, Yanek LR, Wang L, Hofer E, Rietveld CA, McLeod O, Cornelis MC, Pattaro C, Verweij N, Baumbach C, Abdellaoui A, Warren HR, Vuckovic D, Mei H, Bouchard C, Perry JRB, Cappellani S, Mirza SS, Benton MC, Broeckel U, Medland SE, Lind PA, Malerba G, Drong A, Yengo L, Bielak LF, Zhi D, van der Most PJ, Shriner D, Mägi R, Hemani G, Karaderi T, Wang Z, Liu T, Demuth I, Zhao JH, Meng W, Lataniotis L, van der Laan SW, Bradfield JP, Wood AR, Bonnefond A, Ahluwalia TS, Hall LM, Salvi E, Yazar S, Carstensen L, de Haan HG, Abney M, Afzal U, Allison MA, Amin N, Asselbergs FW, Bakker SJL, Barr RG, Baumeister SE, Benjamin DJ, Bergmann S, Boerwinkle E, Bottinger EP, Campbell A, Chakravarti A, Chan Y, Chanock SJ, Chen C, Chen YDI, Collins FS, Connell J, Correa A, Cupples LA, Smith GD, Davies G, Dörr M, Ehret G, Ellis SB, Feenstra B, Feitosa MF, Ford I, Fox CS, Frayling TM, Friedrich N, Geller F, Scotland G, Gillham-Nasenya I, Gottesman O, Graff M, Grodstein F, Gu C, Haley C, Hammond CJ, Harris SE, Harris TB, Hastie ND, Heard-Costa NL, Heikkilä K, Hocking LJ, Homuth G, Hottenga JJ, Huang J, Huffman JE, Hysi PG, Ikram MA, Ingelsson E, Joensuu A, Johansson Å, Jousilahti P, Jukema JW, Kähönen M, Kamatani Y, Kanoni S, Kerr SM, Khan NM, Koellinger P, Koistinen HA, Kooner MK, Kubo M, Kuusisto J, Lahti J, Launer LJ, Lea RA, Lehne B, Lehtimäki T, Liewald DCM, Lind L, Loh M, Lokki ML, London SJ, Loomis SJ, Loukola A, Lu Y, Lumley T, Lundqvist A, Männistö S, Marques-Vidal P, Masciullo C, Matchan A, Mathias RA, Matsuda K, Meigs JB, Meisinger C, Meitinger T, Menni C, Mentch FD, Mihailov E, Milani L, Montasser ME, Montgomery GW, Morrison A, Myers RH, Nadukuru R, Navarro P, Nelis M, Nieminen MS, Nolte IM, O'Connor GT, Ogunniyi A, Padmanabhan S, Palmas WR, Pankow JS, Patarcic I, Pavani F, Peyser PA, Pietilainen K, Poulter N, Prokopenko I, Ralhan S, Redmond P, Rich SS, Rissanen H, Robino A, Rose LM, Rose R, Sala C, Salako B, Salomaa V, Sarin AP, Saxena R, Schmidt H, Scott LJ, Scott WR, Sennblad B, Seshadri S, Sever P, Shrestha S, Smith BH, Smith JA, Soranzo N, Sotoodehnia N, Southam L, Stanton AV, Stathopoulou MG, Strauch K, Strawbridge RJ, Suderman MJ, Tandon N, Tang ST, Taylor KD, Tayo BO, Töglhofer AM, Tomaszewski M, Tšernikova N, Tuomilehto J, Uitterlinden AG, Vaidya D, van Hylckama Vlieg A, van Setten J, Vasankari T, Vedantam S, Vlachopoulou E, Vozzi D, Vuoksimaa E, Waldenberger M, Ware EB, Wentworth-Shields W, Whitfield JB, Wild S, Willemsen G, Yajnik CS, Yao J, Zaza G, Zhu X, Project TBJ, Salem RM, Melbye M, Bisgaard H, Samani NJ, Cusi D, Mackey DA, Cooper RS, Froguel P, Pasterkamp G, Grant SFA, Hakonarson H, Ferrucci L, Scott RA, Morris AD, Palmer CNA, Dedoussis G, Deloukas P, Bertram L, Lindenberger U, Berndt SI, Lindgren CM, Timpson NJ, Tönjes A, Munroe PB, Sørensen TIA, Rotimi CN, Arnett DK, Oldehinkel AJ, Kardia SLR, Balkau B, Gambaro G, Morris AP, Eriksson JG, Wright MJ, Martin NG, Hunt SC, Starr JM, Deary IJ, Griffiths LR, Tiemeier H, Pirastu N, Kaprio J, Wareham NJ, Pérusse L, Wilson JG, Girotto G, Caulfield MJ, Raitakari O, Boomsma DI, Gieger C, van der Harst P, Hicks AA, Kraft P, Sinisalo J, Knekt P, Johannesson M, Magnusson PKE, Hamsten A, Schmidt R, Borecki IB, Vartiainen E, Becker DM, Bharadwaj D, Mohlke KL, Boehnke M, van Duijn CM, Sanghera DK, Teumer A, Zeggini E, Metspalu A, Gasparini P, Ulivi S, Ober C, Toniolo D, Rudan I, Porteous DJ, Ciullo M, Spector TD, Hayward C, Dupuis J, Loos RJF, Wright AF, Chandak GR, Vollenweider P, Shuldiner A, Ridker PM, Rotter JI, Sattar N, Gyllensten U, North KE, Pirastu M, Psaty BM, Weir DR, Laakso M, Gudnason V, Takahashi A, Chambers JC, Kooner JS, Strachan DP, Campbell H, Hirschhorn JN, Perola M, Polašek O, Wilson JF. Directional dominance on stature and cognition in diverse human populations. Nature 2015; 523:459-462. [PMID: 26131930 PMCID: PMC4516141 DOI: 10.1038/nature14618] [Citation(s) in RCA: 133] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2015] [Accepted: 05/28/2015] [Indexed: 01/13/2023]
Abstract
Homozygosity has long been associated with rare, often devastating, Mendelian disorders, and Darwin was one of the first to recognize that inbreeding reduces evolutionary fitness. However, the effect of the more distant parental relatedness that is common in modern human populations is less well understood. Genomic data now allow us to investigate the effects of homozygosity on traits of public health importance by observing contiguous homozygous segments (runs of homozygosity), which are inferred to be homozygous along their complete length. Given the low levels of genome-wide homozygosity prevalent in most human populations, information is required on very large numbers of people to provide sufficient power. Here we use runs of homozygosity to study 16 health-related quantitative traits in 354,224 individuals from 102 cohorts, and find statistically significant associations between summed runs of homozygosity and four complex traits: height, forced expiratory lung volume in one second, general cognitive ability and educational attainment (P < 1 × 10(-300), 2.1 × 10(-6), 2.5 × 10(-10) and 1.8 × 10(-10), respectively). In each case, increased homozygosity was associated with decreased trait value, equivalent to the offspring of first cousins being 1.2 cm shorter and having 10 months' less education. Similar effect sizes were found across four continental groups and populations with different degrees of genome-wide homozygosity, providing evidence that homozygosity, rather than confounding, directly contributes to phenotypic variance. Contrary to earlier reports in substantially smaller samples, no evidence was seen of an influence of genome-wide homozygosity on blood pressure and low density lipoprotein cholesterol, or ten other cardio-metabolic traits. Since directional dominance is predicted for traits under directional evolutionary selection, this study provides evidence that increased stature and cognitive function have been positively selected in human evolution, whereas many important risk factors for late-onset complex diseases may not have been.
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Affiliation(s)
- Peter K Joshi
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Tonu Esko
- Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Cambridge, 02141, MA, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge Center 7, Cambridge, 02242, MA, USA
- Department of Genetics, Harvard Medical School, 25 Shattuck St, Boston, 02115, MA, USA
| | - Hannele Mattsson
- Unit of Public Health Genomics, National Institute for Health and Welfare, P.O. Box 104, Helsinki, FI-00251, Finland
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, P.O. Box 20, Helsinki, FI-00014, Finland
| | - Niina Eklund
- Unit of Public Health Genomics, National Institute for Health and Welfare, P.O. Box 104, Helsinki, FI-00251, Finland
| | - Ilaria Gandin
- Department of Medical Sciences, University of Trieste, Strada di Fiume 447 - Osp. di Cattinara, Trieste, 34149, Italy
| | - Teresa Nutile
- Institute of Genetics and Biophysics "A. Buzzati-Traverso" CNR, via Pietro Castellino, 111, Naples, 80131, Italy
| | - Anne U Jackson
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, 48109, MI, USA
| | - Claudia Schurmann
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
- The Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
| | - Albert V Smith
- Icelandic Heart Association, Holtasmari 1, 201, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex, UB1 3HW, UK
| | - Yukinori Okada
- Department of Human Genetics and Disease Diversity, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, 1-5-45 Yushima, Bunkyoku, Tokyo, 113-8510, Japan
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan
| | - Alena Stančáková
- Department of Medicine, University of Eastern Finland, 70210 Kuopio, Finland
| | - Jessica D Faul
- Institute for Social Research, University of Michigan, 426 Thompson Street, 48104, Ann Arbor, MI, USA
| | - Wei Zhao
- Department of Epidemiology, University of Michigan, 1415 Washington Heights, 48109, Ann Arbor, MI, USA
| | - Traci M Bartz
- Cardiovascular Health Research Unit, Departments of Biostatistics and Medicine, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, 98101, WA, USA
| | - Maria Pina Concas
- Institute of Population Genetics, National Research Council, Trav. La Crucca n. 3 - Reg. Baldinca, Sassari, 07100, Italy
| | - Nora Franceschini
- Epidemiology, University of North Carolina, 137 E. Franklin St., Suite 306, 27599-8050, Chapel Hill, USA
| | - Stefan Enroth
- Immunology, Genetics & Pathology, Uppsala University, Husargatan 3, Box 815, Uppsala, SE-751 08, Sweden
| | - Veronique Vitart
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU, Edinburgh, UK
| | - Stella Trompet
- Department of Gerontology and Geriatrics, Leiden University Medical Center , PO Box 9600, Leiden, Netherlands
| | - Xiuqing Guo
- Institute for Translational Genomics and Population Sciences , Los Angeles Biomedical Research Institute, 1124 W. Carson Street, Torrance, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90502, USA
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Avenue, East, Harvard Medical School, Boston, Boston, MA 02215, USA
| | - Jeffery R O'Connel
- Division of Endocrinology, Diabetes, and Nutrition and Program for Personalised and Genomic Medicine, Department of Medicine, University of Maryland School of Medicine, 685 Baltimore St. MSTF, Baltimore, 21201, USA
| | - Tanguy Corre
- Department of Medical Genetics, University of Lausanne, Rue du Bugnon 27, Lausanne, 1005, Switzerland
- Swiss Institute of Bioinformatics, Quartier Sorge - batiment génopode, Lausanne, 1015, Switzerland
| | - Suraj S Nongmaithem
- Genomic Research on Complex Diseases (GRC) Group, CSIR-Centre for Cellular and Molecular Biology, Habshiguda, Uppal Road, Hyderabad, 500007, India
| | - Yuning Chen
- Department of Biostatistics, Boston University School of Public Health, 801 Massachusetts Avenue, Boston, 02118, MA, USA
| | - Massimo Mangino
- Department of Twin Research & Genetic Epidemiology, King's College London, South Wing, Block D, 3rd Floor, Westminster Bridge Road, London, SE1 7EH, UK
- NIHR Biomedical Research Centre , Guy's and St. Thomas' Foundation Trust, Westminster Bridge Road, London, SE1 7EH, UK
| | - Daniela Ruggiero
- Institute of Genetics and Biophysics "A. Buzzati-Traverso" CNR, via Pietro Castellino, 111, Naples, 80131, Italy
| | - Michela Traglia
- Division of Genetics and Cell Biology, San Raffaele Scientific Institute, Via Olgettina 58, Milano, 20132, Italy
| | - Aliki-Eleni Farmaki
- Department of Nutrition and Dietetics, Harokopio University of Athens, 70, El. Venizelou Ave, Athens, 17671, Greece
| | - Tim Kacprowski
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Friedrich-Ludwig-Jahn-Str. 15A, Greifswald, 17475, Germany
| | - Andrew Bjonnes
- Center for Human Genetic Research , 55 Fruit Street, Massachusetts General Hospital, 2114, USA
| | - Ashley van der Spek
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
| | - Ying Wu
- Department of Genetics, University of North Carolina, Chapel Hill, 27599, NC, USA
| | - Anil K Giri
- Genomics and Molecular Medicine, CSIR-Institute of Genomics & Integrative Biology, Mathura Road, New Delhi, 110025, India
| | - Lisa R Yanek
- The GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, 21287, Maryland, USA
| | - Lihua Wang
- Department of Genetics, Washington University School of Medicine, 4444 Forest Park Boulevard, Saint Louis, 63108, MO, USA
| | - Edith Hofer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Auenbruggerplatz 22, Graz, A-8036, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University Graz, Auenbruggerplatz2, Graz, A-8036, Austria
| | - Cornelius A Rietveld
- Erasmus School of Economics, Erasmus University Rotterdam, Burgemeester Oudlaan 50, Rotterdam, 3000 DR, The Netherlands
| | - Olga McLeod
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, CMM L8:03, Karolinska University Hospital, Solna, Stockholm, 171 76, Sweden
| | - Marilyn C Cornelis
- Channing Division of Network Medicine, Brigham & Women's Hospital, 181 Longwood, Boston, 02115, USA
- Nutrition, Harvard School of Public Health, 401 Park Drive, Boston, 02215, USA
| | - Cristian Pattaro
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy - Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Niek Verweij
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Hanzeplein 1, Groningen, 9700RB, The Netherlands
| | - Clemens Baumbach
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
| | - Abdel Abdellaoui
- Department of Biological Psychology, VU University Amsterdam, Van der Boechorststraat 1, 1081 BT, Amsterdam, Netherlands
| | - Helen R Warren
- Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
| | - Dragana Vuckovic
- Department of Medical Sciences, University of Trieste, Strada di Fiume 447 - Osp. di Cattinara, Trieste, 34149, Italy
| | - Hao Mei
- Department of Medicine, University of Mississippi Medical Center, 2500 N. State St., Jackson, 39216, MS, USA
| | - Claude Bouchard
- Pennington Biomedical Research Center, 6400 Perkins Rd, Baton Rouge, LA 70808, USA
| | - John R B Perry
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Stefania Cappellani
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", via dell'Istria 65, Trieste, 34137, Italy
| | - Saira S Mirza
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
| | - Miles C Benton
- Institute of Health and Biomedical Innovation, Queensland University of Technology, 60 Musk Avenue, Kelvin Grove, GPO Box 2434, Brisbane Qld 4001, Brisbane, Australia
| | - Ulrich Broeckel
- Department of Pediatrics, Medical College of Wisconsin, 8701 Watertown Plank Rd, Milwaukee, 53226, WI, USA
| | - Sarah E Medland
- Quantitative Genetics, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane, 4006, Australia
| | - Penelope A Lind
- Quantitative Genetics, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane, 4006, Australia
| | - Giovanni Malerba
- Dipartimento di Scienze della Vita e della Riproduzione, University of Verona, Strada Le Grazie 15, Verona, 37134, Italy
| | - Alexander Drong
- Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Loic Yengo
- CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Lille 2 University, 1 Rue du Professeur Calmette, 59000, Lille, France
| | - Lawrence F Bielak
- Department of Epidemiology, University of Michigan, 1415 Washington Heights, 48109, Ann Arbor, MI, USA
| | - Degui Zhi
- Department of Biostatistics, University of Alabama at Birmingham, 1665 University Blvd, Birmingham, 35294, AL, USA
| | - Peter J van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, P.O. box 30.001, 9700 RB, Groningen, The Netherlands
| | - Daniel Shriner
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, Building 12A/Room 4047, 12 South Dr., Bethesda, 20892, Maryland, USA
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia
| | - Gibran Hemani
- MRC Integrative Epidemiology Unit, University of Bristol, Oakfield House, Oakfield Grove, Bristol, BS8 2BN, UK
| | - Tugce Karaderi
- Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Zhaoming Wang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, 9609 Medical Center Drive, Rockville, 20850, MD, USA
- Cancer Genomics Research Laboratory, National Cancer Institute, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick,MD, USA
| | - Tian Liu
- Center for Lifespan Psychology, Max Planck Institute for Human Development, Lentzeallee 94, Berlin, 14195, Germany
- Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Ihnestr. 72, Berlin, 14195, Germany
| | - Ilja Demuth
- Charité Research Group on Geriatrics, Charité - Universitätsmedizin Berlin, Reinickendorferstr. 61, 13347, Berlin, Germany
- Institute of Medical and Human Genetics, Charité - Universitätsmedizin Berlin, Augustenburger Platz 1, Berlin, 13353, Germany
| | - Jing Hua Zhao
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Weihua Meng
- Division of Population Health Sciences, Medical Research Institute, University of Dundee, Ninewells hospital and School of Medicine, Dundee, DD2 4BF, Scotland
| | - Lazaros Lataniotis
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
| | - Sander W van der Laan
- Experimental Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands
| | - Jonathan P Bradfield
- Center for Applied Genomics, Children's Hospital of Philadelphia, 3615 Civic Center Boulevard, Philadelphia, PA 19104, USA
| | - Andrew R Wood
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Royal Devon and Exeter Hospital, Barrack Road, Exeter, EX2 5DW, UK
| | - Amelie Bonnefond
- CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Lille 2 University, 1 Rue du Professeur Calmette, 59000, Lille, France
| | - Tarunveer S Ahluwalia
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Danish Pediatric Asthma Center, Gentofte Hospital, The Capital Region, Copenhagen, Denmark
- Novo Nordisk Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 1, Copenhagen, 2100, Denmark
| | - Leanne M Hall
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Groby Road, Leicester, LE3 9QP, UK
| | - Erika Salvi
- Department of Health Sciences, University of Milan, via A. di Rudinì 8, 20142 Milan, Italy
| | - Seyhan Yazar
- Centre for Ophthalmology and Visual Science, University of Western Australia, Lions Eye Institute, 2 Verdun St, Perth, 6009, Australia
| | - Lisbeth Carstensen
- Department of Epidemiology Research, Statens Serum Institut, Artillerivej 5, Copenhagen, 2300, Denmark
| | - Hugoline G de Haan
- Clinical Epidemiology, Leiden University Medical Center, PO Box 9600, Leiden, 2300RC, The Netherlands
| | - Mark Abney
- Department of Human Genetics, University of Chicago, 920 E. 58th Street, Chicago, IL, USA
| | - Uzma Afzal
- Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex, UB1 3HW, UK
| | - Matthew A Allison
- Department of Family and Preventive Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, 92093, USA
| | - Najaf Amin
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
| | - Folkert W Asselbergs
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands
- Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Catharijnesingel 52, Utrecht, 3501 DG, The Netherlands
- Institute of Cardiovascular Science, faculty of Population Health Sciences, University College London, Gower Street, London, WC1E 6BT, UK
| | - Stephan J L Bakker
- University of Groningen, University Medical Center Groningen, Department of Internal Medicine, Hanzeplein 1, Groningen, 9700RB, The Netherlands
| | - R Graham Barr
- Department of Medicine, Columbia University, 622 W. 168th Street, New York, 10032, NY, USA
| | - Sebastian E Baumeister
- Institute for Community Medicine, University Medicine Greifswald, W.-Rathenau-Str. 48, Greifswald, 17475, Germany
| | - Daniel J Benjamin
- Department of Economics, Cornell University, 480 Uris Hall, Ithaca, NY, 14853, USA
- Department of Economics and Center for Economic and Social Research, University of Southern California, 314C Dauterive Hall, 635 Downey Way, Los Angeles, CA, 90089, USA
| | - Sven Bergmann
- Department of Medical Genetics, University of Lausanne, Rue du Bugnon 27, Lausanne, 1005, Switzerland
- Swiss Institute of Bioinformatics, Quartier Sorge - batiment génopode, Lausanne, 1015, Switzerland
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler St., Suite 453E, Houston, Texas, 77030, USA
| | - Erwin P Bottinger
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
| | - Archie Campbell
- Centre for Genomic and Experimental Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Aravinda Chakravarti
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, 21205, MD, USA
| | - Yingleong Chan
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Cambridge, 02141, MA, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge Center 7, Cambridge, 02242, MA, USA
- Department of Genetics, Harvard Medical School, 25 Shattuck St, Boston, 02115, MA, USA
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, 9609 Medical Center Drive, Rockville, 20850, MD, USA
| | - Constance Chen
- Program in Genetic Epidemiology and Statistical Genetics, Harvard School of Public Health, 665 Huntington Ave, Boston, 02115, USA
| | - Y-D Ida Chen
- Institute for Translational Genomics and Population Sciences , Los Angeles Biomedical Research Institute, 1124 W. Carson Street, Torrance, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90502, USA
| | - Francis S Collins
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, 20892, MD, USA
| | - John Connell
- College of Medicine, Dentistry and Nursing, Ninewells Hospital and Medical School, College Office, Level 10, Dundee, DD1 9SY, UK
| | - Adolfo Correa
- Department of Medicine, University of Mississippi Medical Center, 2500 N. State St., Jackson, 39216, MS, USA
| | - L Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, 801 Massachusetts Avenue, Boston, 02118, MA, USA
- National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, 01702, MA, USA
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, University of Bristol, Oakfield House, Oakfield Grove, Bristol, BS8 2BN, UK
| | - Gail Davies
- Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Marcus Dörr
- Department of Internal Medicine B, University Medicine Greifswald, Ferdinand-Sauerbruch-Str. NK, Greifswald, 17475, Germany
| | - Georg Ehret
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, 21205, MD, USA
- Cardiology, Geneva University Hospitals, Rue Gabrielle-Perret-Gentil, 4, Genève 14, 1211, Switzerland
| | - Stephen B Ellis
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Artillerivej 5, Copenhagen, 2300, Denmark
| | - Mary F Feitosa
- Department of Genetics, Washington University School of Medicine, 4444 Forest Park Boulevard, Saint Louis, 63108, MO, USA
| | - Ian Ford
- Robertson Centre, University of Glasgow, Boyd Orr Building, Glasgow, G12 8QQ, Scotland
| | - Caroline S Fox
- National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, 01702, MA, USA
- Division of Endocrinology, Brigham and Women's Hospital and Harvard Medical School , 75 Francis St, Boston, 02115, MA, USA
| | - Timothy M Frayling
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Royal Devon and Exeter Hospital, Barrack Road, Exeter, EX2 5DW, UK
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Str. NK, 17475, Greifswald, Germany
| | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institut, Artillerivej 5, Copenhagen, 2300, Denmark
| | - Generation Scotland
- Centre for Genomic and Experimental Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Irina Gillham-Nasenya
- Department of Twin Research & Genetic Epidemiology, King's College London, South Wing, Block D, 3rd Floor, Westminster Bridge Road, London, SE1 7EH, UK
| | - Omri Gottesman
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
| | - Misa Graff
- Epidemiology, University of North Carolina, 137 E Franklin St., Suite 306, USA
| | - Francine Grodstein
- Nutrition, Harvard School of Public Health, 401 Park Drive, Boston, 02215, USA
| | - Charles Gu
- Division of Biostatistics, Washington University, 660 S Euclid, St Louis, 63110, MO, USA
| | - Chris Haley
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Easter Bush, Midlothian, EH25 9RG, Scotland
| | - Christopher J Hammond
- Department of Twin Research & Genetic Epidemiology, King's College London, South Wing, Block D, 3rd Floor, Westminster Bridge Road, London, SE1 7EH, UK
| | - Sarah E Harris
- Centre for Genomic and Experimental Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Tamara B Harris
- National Institutes on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Nicholas D Hastie
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU, Edinburgh, UK
| | - Nancy L Heard-Costa
- National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, 01702, MA, USA
- Department of Neurology, Boston University School of Medicine, 72 E Concord St, Boston, 02118, MA, USA
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, Hjelt Institute, P.O.Box 41, Mannerheimintie 172, Helsinki, FI-00014, Finland
| | - Lynne J Hocking
- Musculoskeletal Research Programme, Division of Applied Medicine, University of Aberdeen, Foresterhill, Aberdeen, AB25 2ZD, UK
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Friedrich-Ludwig-Jahn-Str. 15A, Greifswald, 17475, Germany
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University Amsterdam, Van der Boechorststraat 1, 1081 BT, Amsterdam, Netherlands
| | - Jinyan Huang
- State Key Laboratory of Medical Genomics, Shanghai Institute of Hematology, Rui Jin Hospital Affiliated with Shanghai Jiao Tong University School of Medicine, 197 Rui Jin Er Road, Shanghai, 200025 China
| | - Jennifer E Huffman
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU, Edinburgh, UK
| | - Pirro G Hysi
- Department of Twin Research & Genetic Epidemiology, King's College London, South Wing, Block D, 3rd Floor, Westminster Bridge Road, London, SE1 7EH, UK
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
- Department of Radiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
| | - Erik Ingelsson
- Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Anni Joensuu
- Unit of Public Health Genomics, National Institute for Health and Welfare, P.O. Box 104, Helsinki, FI-00251, Finland
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, P.O. Box 20, Helsinki, FI-00014, Finland
| | - Åsa Johansson
- Immunology, Genetics & Pathology, Uppsala University, Husargatan 3, Box 815, Uppsala, SE-751 08, Sweden
- Uppsala Clinical Research Center, Uppsala University, Uppsala, SE-75237, Sweden
| | - Pekka Jousilahti
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
| | - J Wouter Jukema
- Department of Cardiology C5-P , Leiden University Medical Center, PO Box 9600, Leiden, Netherlands
| | - Mika Kähönen
- Department of Clinical Physiology, University of Tampere and Tampere University Hospital, P.O. Box 2000, Tampere, 33521, Finland
| | - Yoichiro Kamatani
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
| | - Shona M Kerr
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU, Edinburgh, UK
| | - Nazir M Khan
- Genomics and Molecular Medicine, CSIR-Institute of Genomics & Integrative Biology, Mathura Road, New Delhi, 110025, India
| | - Philipp Koellinger
- Erasmus School of Economics, Erasmus University Rotterdam, Burgemeester Oudlaan 50, Rotterdam, 3000 DR, The Netherlands
| | - Heikki A Koistinen
- Diabetes Prevention Unit, National Institute for Health and Welfare, P.O. Box 30, FI-00271 Helsinki, Finland
- Department of Medicine, Division of Endocrinology, Helsinki University Central Hospital, P.O.Box 340, Haartmaninkatu 4, Helsinki, FI-00029, Finland
- Minerva Foundation Institute for Medical Research, Biomedicum 2U, Tukholmankatu 8, Helsinki, FI-00290, Finland
| | - Manraj K Kooner
- Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex, UB1 3HW, UK
| | - Michiaki Kubo
- Laboratory for Genotyping Development RCfIMS, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan
| | - Johanna Kuusisto
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, 70210, Finland
| | - Jari Lahti
- Institute of Behavioural Sciences, University of Helsinki, P.O. Box 9, FI-00014 University of Helsinki, Helsinki, Finland
- Folkhälsan Reasearch Centre, PB 63, Helsinki, FI-00014 University of Helsinki, Finland
| | - Lenore J Launer
- National Institutes on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Rodney A Lea
- Institute of Health and Biomedical Innovation, Queensland University of Technology, 60 Musk Avenue, Kelvin Grove, GPO Box 2434, Brisbane Qld 4001, Brisbane, Australia
| | - Benjamin Lehne
- Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London, W2 1PG, UK
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and School of Medicine University of Tampere, Tampere, 33520, Finland
| | - David C M Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Lars Lind
- Department of Medical Sciences, University Hospital, Uppsala, 75185, Sweden
| | - Marie Loh
- Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London, W2 1PG, UK
| | - Marja-Liisa Lokki
- Transplantation laboratory, Haartman Institute, University of Helsinki, P.O. Box 21, Helsinki, FI-00014, Finland
| | - Stephanie J London
- National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, RTP, NC, USA
| | - Stephanie J Loomis
- Ophthalmology, Massachusetts Eye and Ear, 243 Charles St, Boston, 02114, USA
| | - Anu Loukola
- Department of Public Health, University of Helsinki, Hjelt Institute, P.O.Box 41, Mannerheimintie 172, Helsinki, FI-00014, Finland
| | - Yingchang Lu
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
- The Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
| | - Thomas Lumley
- Department of Statistics, University of Auckland, 303.325 Science Centre, Private Bag 92019, Auckland, 1142, New Zealand
| | - Annamari Lundqvist
- Department of Health, Functional Capacity and Welfare, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
| | - Satu Männistö
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
| | - Pedro Marques-Vidal
- Department of Internal Medicine, University Hospital, Route du Bugnon 44, Lausanne, 1011, Switzerland
| | - Corrado Masciullo
- Division of Genetics and Cell Biology, San Raffaele Scientific Institute, Via Olgettina 58, Milano, 20132, Italy
| | - Angela Matchan
- Human Genetics, Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1HH, UK
| | - Rasika A Mathias
- The GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, 21287, Maryland, USA
- Division of Allergy and Clinical Immunology, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland, 21224, USA
| | - Koichi Matsuda
- Laboratory of Molecular Medicine, Human Genome Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan
| | - James B Meigs
- Division of General Internal Medicine, Massachusetts General Hospital , 50 Staniford St, Boston, 02114, MA, USA
| | - Christa Meisinger
- Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764 Germany
- Institute of Human Genetics, Klinikum rechts der Isar, Technische Universität München, Ismaninger Str. 22, München, 81675, Germany
| | - Cristina Menni
- Department of Twin Research & Genetic Epidemiology, King's College London, South Wing, Block D, 3rd Floor, Westminster Bridge Road, London, SE1 7EH, UK
| | - Frank D Mentch
- Center for Applied Genomics, Children's Hospital of Philadelphia, 3615 Civic Center Boulevard, Philadelphia, PA 19104, USA
| | - Evelin Mihailov
- Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia
| | - May E Montasser
- Division of Endocrinology, Diabetes, and Nutrition and Program for Personalised and Genomic Medicine, Department of Medicine, University of Maryland School of Medicine, 685 Baltimore St. MSTF, Baltimore, 21201, USA
| | - Grant W Montgomery
- Molecular Epidemiology, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane, 4006, Australia
| | - Alanna Morrison
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler St., Suite 453E, Houston, Texas, 77030, USA
| | - Richard H Myers
- Genome Science Institute, Boston University School of Medicine, 72 East Concord Street, E-304, Boston, 2118, MA, USA
| | - Rajiv Nadukuru
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
| | - Pau Navarro
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU, Edinburgh, UK
| | - Mari Nelis
- Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia
| | - Markku S Nieminen
- HUCH Heart and Lung center, Helsinki University Central Hospital, P.O. Box 340, Helsinki, FI-00029, Finland
| | - Ilja M Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, P.O. box 30.001, 9700 RB, Groningen, The Netherlands
| | - George T O'Connor
- National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, 01702, MA, USA
- Pulmonary Center and Department of Medicine, Boston University School of Medicine, 72 E Concord St, Boston, 02118, MA, USA
| | | | | | - Walter R Palmas
- Department of Medicine, Columbia University, 622 W. 168th Street, New York, 10032, NY, USA
| | - James S Pankow
- Division of Epidemiology and Community Health , University of Minnesota , 1300 S 2nd Street, Minneapolis, 55454, USA
| | - Inga Patarcic
- Centre for Global Health and Department of Public Health, School of Medicine, University of Split, Soltanska 2, 21000 Split, Croatia
| | - Francesca Pavani
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy - Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Patricia A Peyser
- Department of Epidemiology, University of Michigan, 1415 Washington Heights, 48109, Ann Arbor, MI, USA
| | - Kirsi Pietilainen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, P.O. Box 20, Helsinki, FI-00014, Finland
- Department of Medicine, Division of Endocrinology, Helsinki University Central Hospital, P.O.Box 340, Haartmaninkatu 4, Helsinki, FI-00029, Finland
- Obesity Research Unit, Research Programs Unit, Diabetes and Obesity, University of Helsinki, P.O.Box 63, Haartmaninkatu 8, FI-00014, Helsinki, Finland
| | - Neil Poulter
- International Centre for Circulatory Health, Imperial College London, London, W2 1LA, UK
| | - Inga Prokopenko
- Department of Genomics of Common Disease, School of Public Health, Imperial College London, London, SW7 2AZ, UK
| | - Sarju Ralhan
- Department of Cardiology and Cardio thoracic Surgery Hero DMC Heart Institute, Civil Lines, 141001, Ludhiana, India
| | - Paul Redmond
- Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Stephen S Rich
- Department Public Health Sciences, University of Virginia School of Medicine, 3232 West Complex, Charlottesville, 22908, USA
| | - Harri Rissanen
- Department of Health, Functional Capacity and Welfare, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
| | - Antonietta Robino
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", via dell'Istria 65, Trieste, 34137, Italy
| | - Lynda M Rose
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Avenue, East, Harvard Medical School, Boston, Boston, MA 02215, USA
| | - Richard Rose
- Department of Psychological & Brain Sciences, Indiana University Bloomington, 1101 E. 10th St., Bloomington, IN 47405, USA
| | - Cinzia Sala
- Division of Genetics and Cell Biology, San Raffaele Scientific Institute, Via Olgettina 58, Milano, 20132, Italy
| | | | - Veikko Salomaa
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
| | - Antti-Pekka Sarin
- Unit of Public Health Genomics, National Institute for Health and Welfare, P.O. Box 104, Helsinki, FI-00251, Finland
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, P.O. Box 20, Helsinki, FI-00014, Finland
| | - Richa Saxena
- Center for Human Genetic Research , 55 Fruit Street, Massachusetts General Hospital, 2114, USA
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Medical University Graz, Harrachgasse 21, Graz, A-8010, Austria
| | - Laura J Scott
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, 48109, MI, USA
| | - William R Scott
- Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex, UB1 3HW, UK
| | - Bengt Sennblad
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, CMM L8:03, Karolinska University Hospital, Solna, Stockholm, 171 76, Sweden
- Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Sudha Seshadri
- National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, 01702, MA, USA
- Department of Neurology, Boston University School of Medicine, 72 E Concord St, Boston, 02118, MA, USA
| | - Peter Sever
- International Centre for Circulatory Health, Imperial College London, London, W2 1LA, UK
| | - Smeeta Shrestha
- Genomic Research on Complex Diseases (GRC) Group, CSIR-Centre for Cellular and Molecular Biology, Habshiguda, Uppal Road, Hyderabad, 500007, India
| | - Blair H Smith
- University of Dundee, Kirsty Semple Way, Dundee, DD2 4DB, UK
| | - Jennifer A Smith
- Department of Epidemiology, University of Michigan, 1415 Washington Heights, 48109, Ann Arbor, MI, USA
| | - Nicole Soranzo
- Human Genetics, Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1HH, UK
| | - Nona Sotoodehnia
- Cardiovascular Health Research Unit, Division of Cardiology, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, 98101, WA, USA
| | - Lorraine Southam
- Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
- Human Genetics, Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1HH, UK
| | - Alice V Stanton
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, St. Stephen's Green, Dublin 2, Ireland
| | - Maria G Stathopoulou
- UMR INSERM U1122; IGE-PCV "Interactions Gène-Environnement en Physiopathologie Cardio-Vasculaire", INSERM, University of Lorraine, 30 Rue Lionnois, Nancy, 54000, France
| | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
| | - Rona J Strawbridge
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, CMM L8:03, Karolinska University Hospital, Solna, Stockholm, 171 76, Sweden
| | - Matthew J Suderman
- MRC Integrative Epidemiology Unit, University of Bristol, Oakfield House, Oakfield Grove, Bristol, BS8 2BN, UK
| | - Nikhil Tandon
- Department of Endocrinology, All India Institute of Medical Sciences, Ansari Nagar East, New Delhi, 110029, India
| | - Sian-Tsun Tang
- National Heart and Lung Institute, Imperial College London, Du Cane Road, London, W12 0NN, UK
| | - Kent D Taylor
- Institute for Translational Genomics and Population Sciences , Los Angeles Biomedical Research Institute, 1124 W. Carson Street, Torrance, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90502, USA
| | - Bamidele O Tayo
- Department of Public Health Sciences, Stritch School of Medicine, Loyola University Chicago, Maywood, USA
| | - Anna Maria Töglhofer
- Institute of Molecular Biology and Biochemistry, Medical University Graz, Harrachgasse 21, Graz, A-8010, Austria
| | - Maciej Tomaszewski
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Groby Road, Leicester, LE3 9QP, UK
- NIHR Leicester Cardiovascular Biomedical Research Unit, University of Leicester, Glenfield Hospital, Groby Road, Leicester, LE3 9QP, UK
| | - Natalia Tšernikova
- Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Riia 23, Tartu, 51010 Estonia
| | - Jaakko Tuomilehto
- Diabetes Prevention Unit, National Institute for Health and Welfare, P.O. Box 30, FI-00271 Helsinki, Finland
- Centre for Vascular Prevention, Danube-University Krems, 3500 Krems, Austria
- Diabetes Research Group, King Abdulaziz University, 21589 Jeddah, Saudi Arabia
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
| | - Dhananjay Vaidya
- The GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, 21287, Maryland, USA
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, 21205, USA
| | - Astrid van Hylckama Vlieg
- Clinical Epidemiology, Leiden University Medical Center, PO Box 9600, Leiden, 2300RC, The Netherlands
| | - Jessica van Setten
- Experimental Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands
| | - Tuula Vasankari
- Finnish Lung Health Association, Sibeliuksenkatu 11 A 1, Helsinki, FI-00250, Finland
| | - Sailaja Vedantam
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Cambridge, 02141, MA, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge Center 7, Cambridge, 02242, MA, USA
- Department of Genetics, Harvard Medical School, 25 Shattuck St, Boston, 02115, MA, USA
| | - Efthymia Vlachopoulou
- Transplantation laboratory, Haartman Institute, University of Helsinki, P.O. Box 21, Helsinki, FI-00014, Finland
| | - Diego Vozzi
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", via dell'Istria 65, Trieste, 34137, Italy
| | - Eero Vuoksimaa
- Department of Public Health, University of Helsinki, Hjelt Institute, P.O.Box 41, Mannerheimintie 172, Helsinki, FI-00014, Finland
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
| | - Erin B Ware
- Department of Epidemiology, University of Michigan, 1415 Washington Heights, 48109, Ann Arbor, MI, USA
| | | | - John B Whitfield
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane, 4006, Australia
| | - Sarah Wild
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, Van der Boechorststraat 1, 1081 BT, Amsterdam, Netherlands
| | | | - Jie Yao
- Institute for Translational Genomics and Population Sciences , Los Angeles Biomedical Research Institute, 1124 W. Carson Street, Torrance, 90502, USA
| | - Gianluigi Zaza
- Renal Unit, Department of Medicine, Piazzale A. Stefani 1, Verona, 37124, Italy
| | - Xiaofeng Zhu
- Department of Epidemiology and Biostatistics, Case Western Reserve University, Cleveland, USA
| | - The BioBank Japan Project
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan
| | - Rany M Salem
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Cambridge, 02141, MA, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge Center 7, Cambridge, 02242, MA, USA
- Department of Genetics, Harvard Medical School, 25 Shattuck St, Boston, 02115, MA, USA
| | - Mads Melbye
- Department of Epidemiology Research, Statens Serum Institut, Artillerivej 5, Copenhagen, 2300, Denmark
- Department of Medicine, Stanford University, 300 Pasteur Drive, Stanford, 94305, CA, USA
| | - Hans Bisgaard
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Danish Pediatric Asthma Center, Gentofte Hospital, The Capital Region, Copenhagen, Denmark
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Groby Road, Leicester, LE3 9QP, UK
- NIHR Leicester Cardiovascular Biomedical Research Unit, University of Leicester, Glenfield Hospital, Groby Road, Leicester, LE3 9QP, UK
| | - Daniele Cusi
- Department of Health Sciences, University of Milan, via A. di Rudinì 8, 20142 Milan, Italy
| | - David A Mackey
- Centre for Ophthalmology and Visual Science, University of Western Australia, Lions Eye Institute, 2 Verdun St, Perth, 6009, Australia
| | - Richard S Cooper
- Department of Public Health Sciences, Stritch School of Medicine, Loyola University Chicago, Maywood, USA
| | - Philippe Froguel
- CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Lille 2 University, 1 Rue du Professeur Calmette, 59000, Lille, France
- Department of Genomics of Common Disease, School of Public Health, Imperial College London, London, SW7 2AZ, UK
| | - Gerard Pasterkamp
- Experimental Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands
| | - Struan F A Grant
- Center for Applied Genomics, Children's Hospital of Philadelphia, 3615 Civic Center Boulevard, Philadelphia, PA 19104, USA
- Department of Pediatrics, Perelman School of Medicine, The University of Pennsylvania, 3615 Civic Center Boulevard, Philadelphia, PA 19104, USA
| | - Hakon Hakonarson
- Center for Applied Genomics, Children's Hospital of Philadelphia, 3615 Civic Center Boulevard, Philadelphia, PA 19104, USA
- Department of Pediatrics, Perelman School of Medicine, The University of Pennsylvania, 3615 Civic Center Boulevard, Philadelphia, PA 19104, USA
| | - Luigi Ferrucci
- Translational Gerontology Branch, National institute on Aging, Baltimore, 21225, Maryland, USA
| | - Robert A Scott
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Andrew D Morris
- Jacqui Wood Cancer Centre, Medical Research Insitute, University of Dundee, Ninewells hospital and School of Medicine, Dundee, DD1 9SY, Scotland
| | - Colin N A Palmer
- Centre for Pharmacogenetics and Pharmacogenomics, Medical Research Institute, University of Dundee, Ninewells hospital and School of Medicine, Dundee, DD1 9SY, Scotland
| | - George Dedoussis
- Department of Nutrition and Dietetics, Harokopio University of Athens, 70, El. Venizelou Ave, Athens, 17671, Greece
| | - Panos Deloukas
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
- Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah, 21589, Saudi Arabia
| | - Lars Bertram
- Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Ihnestr. 72, Berlin, 14195, Germany
- Faculty of Medicine, Imperial College London, Charing Cross Campus - St Dunstan's Road, London, W6 8RP, UK
| | - Ulman Lindenberger
- Center for Lifespan Psychology, Max Planck Institute for Human Development, Lentzeallee 94, Berlin, 14195, Germany
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, 9609 Medical Center Drive, Rockville, 20850, MD, USA
| | - Cecilia M Lindgren
- Program in Medical and Population Genetics, Broad Institute, Cambridge Center 7, Cambridge, 02242, MA, USA
- Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Nicholas J Timpson
- MRC Integrative Epidemiology Unit, University of Bristol, Oakfield House, Oakfield Grove, Bristol, BS8 2BN, UK
| | - Anke Tönjes
- Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Patricia B Munroe
- Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
| | - Thorkild I A Sørensen
- Novo Nordisk Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 1, Copenhagen, 2100, Denmark
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospital , The Capital Region, Copenhagen, 2000, Denmark
| | - Charles N Rotimi
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, Building 12A/Room 4047, 12 South Dr., Bethesda, 20892, Maryland, USA
| | - Donna K Arnett
- Department of Epidemiology, University of Alabama at Birmingham, 1665 University Blvd, Birmingham, 35294, AL, USA
| | - Albertine J Oldehinkel
- Department of Psychiatry, University Medical Center Groningen, University of Groningen, P.O. box 30.001, Groningen, 9700 RB, The Netherlands
| | - Sharon L R Kardia
- Department of Epidemiology, University of Michigan, 1415 Washington Heights, 48109, Ann Arbor, MI, USA
| | - Beverley Balkau
- Epidemiology of diabetes, obesity and chronic kidney disease over the lifecourse, Inserm, CESP Center for Research in Epidemiology and Population Health U1018, 16 Avenue Paul Vaillant Couturier, Villejuif, 94807, France
| | - Giovanni Gambaro
- Dipartimento di Scienze Mediche, Catholic University of the Sacred Heart, Via G. Moscati 31/34, Roma, 00168, Italy
| | - Andrew P Morris
- Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia
- Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
- Department of Biostatistics, University of Liverpool, Duncan Building, Daulby Stree, Liverpool, L69 3GA, UK
| | - Johan G Eriksson
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
- Department of General Practice and Primary Health Care, University of Helsinki, P.O. Box 20, University of Helsinki, Helsinki, FI-00014, Finland
- Vasa Central Hospital, Sandviksgatan 2-4, Vasa, 65130, Finland
- Folkhälsan Reasearch Centre, PB 63, University of Helsinki, Helsinki, FI-00014, Finland
- Unit of General Practice, Helsinki University Central Hospital, Haartmaninkatu 4, Helsinki, FI-00290, Finland
| | - Margie J Wright
- Neuro-Imaging Genetics, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane, 4006 Australia
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane, 4006, Australia
| | - Steven C Hunt
- Cardiovascular Genetics Division, University of Utah, 420 Chipeta Way, Room 1160, Salt Lake City, 84117, Utah, USA
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
- Alzheimer Scotland Research Centre, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Ian J Deary
- Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Lyn R Griffiths
- Institute of Health and Biomedical Innovation, Queensland University of Technology, 60 Musk Avenue, Kelvin Grove, GPO Box 2434, Brisbane Qld 4001, Brisbane, Australia
| | - Henning Tiemeier
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
- Department of Psychiatry, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
| | - Nicola Pirastu
- Department of Medical Sciences, University of Trieste, Strada di Fiume 447 - Osp. di Cattinara, Trieste, 34149, Italy
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", via dell'Istria 65, Trieste, 34137, Italy
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, P.O. Box 20, Helsinki, FI-00014, Finland
- Department of Public Health, University of Helsinki, Hjelt Institute, P.O.Box 41, Mannerheimintie 172, Helsinki, FI-00014, Finland
- National Institute for Health and Welfare (THL), P.O.Box 30, Mannerheimintie 166, Helsinki, FI-00271, Finland
| | - Nicholas J Wareham
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Louis Pérusse
- Department of kinesiology, Laval University, 2300 rue de la Terrasse, Quebec, G1V 0A6, Canada
| | - James G Wilson
- Department of Physiology and Biophysics, University of Mississippi Medical Center, 2500 N. State St., Jackson, 39216, MS, USA
| | - Giorgia Girotto
- Department of Medical Sciences, University of Trieste, Strada di Fiume 447 - Osp. di Cattinara, Trieste, 34149, Italy
| | - Mark J Caulfield
- Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
| | - Olli Raitakari
- Department of Clinical Physiology and Nuclear Medicine, University of Turku and Turku University Hospital, Turku, 20521, Finland
- Research Center of Applied and Preventive Cardiovascular medicine, University of Turku, Turku, 20521, Finland
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam, Van der Boechorststraat 1, 1081 BT, Amsterdam, Netherlands
| | - Christian Gieger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Neuherberg, 85764, Germany
| | - Pim van der Harst
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Hanzeplein 1, Groningen, 9700RB, The Netherlands
- Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Catharijnesingel 52, Utrecht, 3501 DG, The Netherlands
- University of Groningen, University Medical Center Groningen, Department of Genetics, Hanzeplein 1, Groningen, 9700RB, The Netherlands
| | - Andrew A Hicks
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy - Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Peter Kraft
- Program in Genetic Epidemiology and Statistical Genetics, Harvard School of Public Health, 665 Huntington Ave, Boston, 02115, USA
| | - Juha Sinisalo
- HUCH Heart and Lung center, Helsinki University Central Hospital, P.O. Box 340, Helsinki, FI-00029, Finland
| | - Paul Knekt
- Department of Health, Functional Capacity and Welfare, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
| | - Magnus Johannesson
- Department of Economics, Stockholm School of Economics, Box 6501, Stockholm, SE-113 83, Sweden
| | - Patrik K E Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Box 281, Stockholm, SE-171 77, Sweden
| | - Anders Hamsten
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, CMM L8:03, Karolinska University Hospital, Solna, Stockholm, 171 76, Sweden
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Auenbruggerplatz 22, Graz, A-8036, Austria
| | - Ingrid B Borecki
- Department of Genetics and Biostatistics, Washington University School of Medicine, 4444 Forest Park Boulevard, Saint Louis, 63108, MO, USA
| | - Erkki Vartiainen
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
| | - Diane M Becker
- The GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, 21287, Maryland, USA
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, 21205, Maryland, USA
| | - Dwaipayan Bharadwaj
- Genomics and Molecular Medicine, CSIR-Institute of Genomics & Integrative Biology, Mathura Road, New Delhi, 110025, India
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, 27599, NC, USA
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, 48109, MI, USA
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands
| | - Dharambir K Sanghera
- Department of Pediatrics, University of Oklahoma Health Sciences Center, 940 Stanton Young Boulevard, Oklahoma City, 73104, OK , USA
- Department of Pharmaceutical Sciences , University of Oklahoma Health Sceienecs Center, Oklahoma City , 73104, USA
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, W.-Rathenau-Str. 48, Greifswald, 17475, Germany
| | - Eleftheria Zeggini
- Human Genetics, Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1HH, UK
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Riia 23, Tartu, 51010 Estonia
| | - Paolo Gasparini
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", via dell'Istria 65, Trieste, 34137, Italy
| | - Sheila Ulivi
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", via dell'Istria 65, Trieste, 34137, Italy
| | - Carole Ober
- Department of Human Genetics, University of Chicago, 920 E. 58th Street, Chicago, IL, USA
| | - Daniela Toniolo
- Division of Genetics and Cell Biology, San Raffaele Scientific Institute, Via Olgettina 58, Milano, 20132, Italy
| | - Igor Rudan
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - David J Porteous
- Centre for Genomic and Experimental Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Marina Ciullo
- Institute of Genetics and Biophysics "A. Buzzati-Traverso" CNR, via Pietro Castellino, 111, Naples, 80131, Italy
| | - Tim D Spector
- Department of Twin Research & Genetic Epidemiology, King's College London, South Wing, Block D, 3rd Floor, Westminster Bridge Road, London, SE1 7EH, UK
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU, Edinburgh, UK
| | - Josée Dupuis
- Department of Biostatistics, Boston University School of Public Health, 801 Massachusetts Avenue, Boston, 02118, MA, USA
- National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, 01702, MA, USA
| | - Ruth J F Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
- The Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
- The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, 10029, USA
| | - Alan F Wright
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU, Edinburgh, UK
| | - Giriraj R Chandak
- Genomic Research on Complex Diseases (GRC) Group, CSIR-Centre for Cellular and Molecular Biology, Habshiguda, Uppal Road, Hyderabad, 500007, India
- Genome Institute of Singapore, 60 Biopolis Street, #02-01 Genome, Singapore, 138672, Singapore
| | - Peter Vollenweider
- Department of Internal Medicine, University Hospital, Route du Bugnon 44, Lausanne, 1011, Switzerland
| | - Alan Shuldiner
- Division of Endocrinology, Diabetes, and Nutrition and Program for Personalised and Genomic Medicine, Department of Medicine, University of Maryland School of Medicine, 685 Baltimore St. MSTF, Baltimore, 21201, USA
- Program for Personalised and Genomic Medicine, Department of Medicine, University of Maryland School of Medicine, 685 Baltimore St. MSTF, Baltimore, 21201, USA
- Geriatric Research and Education Clinical Center, Veterans Administration Medical Center, 685 W Baltimore MSTF, Baltimore, 21201, USA
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Avenue, East, Harvard Medical School, Boston, Boston, MA 02215, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences , Los Angeles Biomedical Research Institute, 1124 W. Carson Street, Torrance, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90502, USA
| | - Naveed Sattar
- BHF centre, University of Glasgow, 126 University Avenue, Glasgow, G12 8TA, Scotland
| | - Ulf Gyllensten
- Immunology, Genetics & Pathology, Uppsala University, Husargatan 3, Box 815, Uppsala, SE-751 08, Sweden
| | - Kari E North
- Epidemiology, University of North Carolina, 137 E Franklin St., Suite 306, USA
- Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, 137 E. Franklin St., Suite 306, Chapel Hill, USA
| | - Mario Pirastu
- Institute of Population Genetics, National Research Council, Trav. La Crucca n. 3 - Reg. Baldinca, Sassari, 07100, Italy
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology and Health Services, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, 98101, WA, USA
- Group Health Research Institute, Group Health Cooperative, 1730 Minor Ave, Suite 1360, Seattle, 98101, WA, USA
| | - David R Weir
- Institute for Social Research, University of Michigan, 426 Thompson Street, 48104, Ann Arbor, MI, USA
| | - Markku Laakso
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, 70210, Finland
| | - Vilmundur Gudnason
- Icelandic Heart Association, Holtasmari 1, 201, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
| | - Atsushi Takahashi
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan
| | - John C Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex, UB1 3HW, UK
- Imperial College Healthcare NHS Trust, Imperial College London, Praed Street, London, W2 1NY, UK
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex, UB1 3HW, UK
- National Heart and Lung Institute, Imperial College London, Du Cane Road, London, W12 0NN, UK
- Imperial College Healthcare NHS Trust, Imperial College London, Praed Street, London, W2 1NY, UK
| | - David P Strachan
- Population Health Research Institute, St George's, University of London, Cranmer Terrace, London, SW17 0RE, UK
| | - Harry Campbell
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Joel N Hirschhorn
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Cambridge, 02141, MA, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge Center 7, Cambridge, 02242, MA, USA
- Department of Genetics, Harvard Medical School, 25 Shattuck St, Boston, 02115, MA, USA
| | - Markus Perola
- Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia
- Unit of Public Health Genomics, National Institute for Health and Welfare, P.O. Box 104, Helsinki, FI-00251, Finland
| | - Ozren Polašek
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
- Centre for Global Health and Department of Public Health, School of Medicine, University of Split, Soltanska 2, 21000 Split, Croatia
| | - James F Wilson
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU, Edinburgh, UK
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Abstract
Sensitivity to unwanted sounds is common in general and clinical populations. Noise sensitivity refers to physiological and psychological internal states of an individual that increase the degree of reactivity to noise in general. The current study investigated the relationship between the Big Five personality dimensions and noise sensitivity using the 240-item NEO Personality Inventory (NEO-PI) and 35-item The Noise-Sensitivity-Questionnaire (NoiSeQ) scales, respectively. Overall, the Big Five accounted for 33% of the variance in noise sensitivity, with the Introversion-Extroversion dimension explaining the most variability. Furthermore, the Big Five personality dimensions (neuroticism, extroversion, openness, agreeableness, and conscientiousness) had an independent effect on noise sensitivity, which were linear. However, additional analyses indicated that the influence of gender and age must be considered when examining the relationship between personality and noise sensitivity. The findings caution against pooling data across genders, not controlling for age, and using personality dimensions in isolation.
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Affiliation(s)
- Daniel Shepherd
- Department of Psychology, Auckland University of Technology, Auckland, NewZealand
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Shepherd D, Heinonen-Guzejev M, Heikkilä K, Dirks KN, Hautus MJ, Welch D, McBride D. The negative affect hypothesis of noise sensitivity. Int J Environ Res Public Health 2015; 12:5284-303. [PMID: 25993104 PMCID: PMC4454967 DOI: 10.3390/ijerph120505284] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/28/2015] [Accepted: 05/07/2015] [Indexed: 11/16/2022]
Abstract
Some studies indicate that noise sensitivity is explained by negative affect, a dispositional tendency to negatively evaluate situations and the self. Individuals high in such traits may report a greater sensitivity to other sensory stimuli, such as smell, bright light and pain. However, research investigating the relationship between noise sensitivity and sensitivity to stimuli associated with other sensory modalities has not always supported the notion of a common underlying trait, such as negative affect, driving them. Additionally, other explanations of noise sensitivity based on cognitive processes have existed in the clinical literature for over 50 years. Here, we report on secondary analyses of pre-existing laboratory (n = 74) and epidemiological (n = 1005) data focusing on the relationship between noise sensitivity to and annoyance with a variety of olfactory-related stimuli. In the first study a correlational design examined the relationships between noise sensitivity, noise annoyance, and perceptual ratings of 16 odors. The second study sought differences between mean noise and air pollution annoyance scores across noise sensitivity categories. Results from both analyses failed to support the notion that, by itself, negative affectivity explains sensitivity to noise.
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Affiliation(s)
- Daniel Shepherd
- School of Public Health, Auckland University of Technology, Auckland 0627, New Zealand.
| | - Marja Heinonen-Guzejev
- Department of Public Health, University of Helsinki, PO Box 41, Helsinki FI-00014, Finland.
| | - Kauko Heikkilä
- Department of Public Health, University of Helsinki, PO Box 41, Helsinki FI-00014, Finland.
| | - Kim N Dirks
- School of Population Health, University of Auckland, Auckland 1142, New Zealand.
| | - Michael J Hautus
- School of Psychology, University of Auckland, Auckland 1142, New Zealand.
| | - David Welch
- School of Population Health, University of Auckland, Auckland 1142, New Zealand.
| | - David McBride
- School of Medicine, University of Otago, Dunedin 9054, New Zealand.
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Fall T, Hägg S, Ploner A, Mägi R, Fischer K, Draisma HHM, Sarin AP, Benyamin B, Ladenvall C, Åkerlund M, Kals M, Esko T, Nelson CP, Kaakinen M, Huikari V, Mangino M, Meirhaeghe A, Kristiansson K, Nuotio ML, Kobl M, Grallert H, Dehghan A, Kuningas M, de Vries PS, de Bruijn RFAG, Willems SM, Heikkilä K, Silventoinen K, Pietiläinen KH, Legry V, Giedraitis V, Goumidi L, Syvänen AC, Strauch K, Koenig W, Lichtner P, Herder C, Palotie A, Menni C, Uitterlinden AG, Kuulasmaa K, Havulinna AS, Moreno LA, Gonzalez-Gross M, Evans A, Tregouet DA, Yarnell JWG, Virtamo J, Ferrières J, Veronesi G, Perola M, Arveiler D, Brambilla P, Lind L, Kaprio J, Hofman A, Stricker BH, van Duijn CM, Ikram MA, Franco OH, Cottel D, Dallongeville J, Hall AS, Jula A, Tobin MD, Penninx BW, Peters A, Gieger C, Samani NJ, Montgomery GW, Whitfield JB, Martin NG, Groop L, Spector TD, Magnusson PK, Amouyel P, Boomsma DI, Nilsson PM, Järvelin MR, Lyssenko V, Metspalu A, Strachan DP, Salomaa V, Ripatti S, Pedersen NL, Prokopenko I, McCarthy MI, Ingelsson E. Age- and sex-specific causal effects of adiposity on cardiovascular risk factors. Diabetes 2015; 64:1841-52. [PMID: 25712996 PMCID: PMC4407863 DOI: 10.2337/db14-0988] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2014] [Accepted: 11/30/2014] [Indexed: 12/18/2022]
Abstract
Observational studies have reported different effects of adiposity on cardiovascular risk factors across age and sex. Since cardiovascular risk factors are enriched in obese individuals, it has not been easy to dissect the effects of adiposity from those of other risk factors. We used a Mendelian randomization approach, applying a set of 32 genetic markers to estimate the causal effect of adiposity on blood pressure, glycemic indices, circulating lipid levels, and markers of inflammation and liver disease in up to 67,553 individuals. All analyses were stratified by age (cutoff 55 years of age) and sex. The genetic score was associated with BMI in both nonstratified analysis (P = 2.8 × 10(-107)) and stratified analyses (all P < 3.3 × 10(-30)). We found evidence of a causal effect of adiposity on blood pressure, fasting levels of insulin, C-reactive protein, interleukin-6, HDL cholesterol, and triglycerides in a nonstratified analysis and in the <55-year stratum. Further, we found evidence of a smaller causal effect on total cholesterol (P for difference = 0.015) in the ≥55-year stratum than in the <55-year stratum, a finding that could be explained by biology, survival bias, or differential medication. In conclusion, this study extends previous knowledge of the effects of adiposity by providing sex- and age-specific causal estimates on cardiovascular risk factors.
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Affiliation(s)
- Tove Fall
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Sara Hägg
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Alexander Ploner
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Krista Fischer
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Harmen H M Draisma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, the Netherlands The EMGO Institute for Health and Care Research, Amsterdam, the Netherlands
| | - Antti-Pekka Sarin
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Beben Benyamin
- Queensland Brain Institute, University of Queensland, St. Lucia, Queensland, Australia QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Claes Ladenvall
- Department of Clinical Sciences, Diabetes and Endocrinology, Skåne University Hospital, Lund University, Malmö, Sweden
| | - Mikael Åkerlund
- Department of Clinical Sciences, Diabetes and Endocrinology, Skåne University Hospital, Lund University, Malmö, Sweden
| | - Mart Kals
- Estonian Genome Center, University of Tartu, Tartu, Estonia Institute of Mathematical Statistics, University of Tartu, Tartu, Estonia
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu, Estonia Division of Endocrinology, Children's Hospital Boston, Boston, MA Department of Genetics, Harvard Medical School, Boston, MA The Broad Institute, Massachusetts Institute of Technology/Harvard University, Cambridge, MA
| | - Christopher P Nelson
- Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, National Institute for Health Research, Leicester, U.K. Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, U.K
| | - Marika Kaakinen
- Institute of Health Sciences and Biocenter Oulu, University of Oulu, Oulu, Finland
| | - Ville Huikari
- Institute of Health Sciences, University of Oulu, Oulu, Finland
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College London, London, U.K
| | - Aline Meirhaeghe
- INSERM, U744, Institut Pasteur de Lille, Université Lille Nord de France, UDSL, France
| | - Kati Kristiansson
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Marja-Liisa Nuotio
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Michael Kobl
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany German Center for Diabetes Research, Neuherberg, Germany
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Maris Kuningas
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands Inspectorate for Health Care, the Hague, the Netherlands
| | - Paul S de Vries
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Renée F A G de Bruijn
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands Department of Neurology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Sara M Willems
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Kauko Heikkilä
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Karri Silventoinen
- Department of Social Research, University of Helsinki, Helsinki, Finland
| | - Kirsi H Pietiläinen
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland Obesity Research Unit, Research Programs Unit, Diabetes and Obesity, University of Helsinki, Helsinki Finland Department of Medicine, Division of Endocrinology, Helsinki University Central Hospital, Finland
| | - Vanessa Legry
- INSERM, U744, Institut Pasteur de Lille, Université Lille Nord de France, UDSL, France
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | - Louisa Goumidi
- INSERM, U744, Institut Pasteur de Lille, Université Lille Nord de France, UDSL, France
| | | | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany Institute of Medical Informatics, Biometry and Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
| | - Wolfgang Koenig
- Department of Internal Medicine II-Cardiology, University of Ulm Medical Center, Ulm, Germany
| | - Peter Lichtner
- Institut für Humangenetik, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Christian Herder
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany German Center for Diabetes Research, partner Düsseldorf, Germany
| | - Aarno Palotie
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland The Broad Institute, Massachusetts Institute of Technology/Harvard University, Cambridge, MA
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology, King's College London, London, U.K
| | - André G Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherland
| | - Kari Kuulasmaa
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Aki S Havulinna
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Luis A Moreno
- Growth, Exercise, Nutrition and Development Research Group, Department of Physiatry and Nursery, Faculty of Health Sciences, University of Zaragoza, Spain
| | - Marcela Gonzalez-Gross
- ImFine Research Group, Departamento de Salud y Rendimiento Humano, Facultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, Madrid, Spain
| | - Alun Evans
- Centre for Public Health, the Queen's University of Belfast, Belfast, Northern Ireland, U.K
| | - David-Alexandre Tregouet
- Team Genomics & Pathophysiology of Cardiovascular Diseases, Sorbonne Universités, Université Pierre et Marie Curie of Paris 06, UMRS 1166, Paris, France Team Genomics & Pathophysiology of Cardiovascular Diseases, INSERM, UMRS 1166, Paris, France Institute for Cardiometabolism and Nutrition, Paris, France
| | - John W G Yarnell
- Centre for Public Health, the Queen's University of Belfast, Belfast, Northern Ireland, U.K
| | - Jarmo Virtamo
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Jean Ferrières
- Department of Cardiology, Toulouse University School of Medicine, Rangueil Hospital, Toulouse, France
| | - Giovanni Veronesi
- Research Center on Epidemiology and Preventive Medicine, Department of Clinical and Experimental Medicine, University of Insubria, Varese, Italy
| | - Markus Perola
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Dominique Arveiler
- Department of Epidemiology and Public Health, University of Strasbourg and University Hospital of Strasbourg, Strasbourg, France
| | - Paolo Brambilla
- Department of Experimental Medicine, University of Milano-Bicocca, Monza, Italy
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland National Institute for Health and Welfare, Helsinki, Finland
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Bruno H Stricker
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands Inspectorate for Health Care, the Hague, the Netherlands Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherland
| | | | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands Department of Neurology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Dominique Cottel
- INSERM, U744, Institut Pasteur de Lille, Université Lille Nord de France, UDSL, France
| | - Jean Dallongeville
- INSERM, U744, Institut Pasteur de Lille, Université Lille Nord de France, UDSL, France
| | - Alistair S Hall
- Leeds Institute of Genetics, Health and Therapeutics, University of Leeds, Leeds, U.K
| | - Antti Jula
- Population Studies Unit, Department of Chronic Disease Prevention, National Institute for Health and Welfare, Turku, Finland
| | - Martin D Tobin
- Department of Health Sciences and Genetics, University of Leicester, Leicester, U.K
| | - Brenda W Penninx
- The EMGO Institute for Health and Care Research, Amsterdam, the Netherlands Department of Psychiatry, VU University Medical Center, Amsterdam, the Netherlands
| | - Annette Peters
- Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Nilesh J Samani
- Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, National Institute for Health Research, Leicester, U.K. Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, U.K
| | - Grant W Montgomery
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - John B Whitfield
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Leif Groop
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland Department of Clinical Sciences, Diabetes and Endocrinology, Skåne University Hospital, Lund University, Malmö, Sweden
| | - Tim D Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, U.K
| | - Patrik K Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Philippe Amouyel
- INSERM, U744, Institut Pasteur de Lille, Université Lille Nord de France, UDSL, France
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, the Netherlands The EMGO Institute for Health and Care Research, Amsterdam, the Netherlands
| | - Peter M Nilsson
- Department of Clinical Sciences, Lund University, Malmö, Sweden
| | - Marjo-Riitta Järvelin
- Institute of Health Sciences and Biocenter Oulu, University of Oulu, Oulu, Finland Department of Children, Young People and Families, National Institute for Health and Welfare, Oulu, Finland Department of Epidemiology and Biostatistics, Medical Research Council Health Protection Agency, Centre for Environment & Health, School of Public Health, Imperial College London, U.K. Unit of Primary Care, Oulu University Hospital, Oulu, Finland
| | - Valeriya Lyssenko
- Department of Clinical Sciences, Diabetes and Endocrinology, Skåne University Hospital, Lund University, Malmö, Sweden Steno Diabetes Center, Gentofte, Denmark
| | | | | | - Veikko Salomaa
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, U.K
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, U.K. Department of Genomics of Common Disease, School of Public Health, Imperial College London, London, U.K. Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, U.K
| | - Mark I McCarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, U.K. Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, U.K. Oxford National Institute for Health Research Biomedical Research Centre, Churchill Hospital, Oxford, U.K
| | - Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, U.K.
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Shungin D, Winkler TW, Croteau-Chonka DC, Ferreira T, Locke AE, Mägi R, Strawbridge RJ, Pers TH, Fischer K, Justice AE, Workalemahu T, Wu JMW, Buchkovich ML, Heard-Costa NL, Roman TS, Drong AW, Song C, Gustafsson S, Day FR, Esko T, Fall T, Kutalik Z, Luan J, Randall JC, Scherag A, Vedantam S, Wood AR, Chen J, Fehrmann R, Karjalainen J, Kahali B, Liu CT, Schmidt EM, Absher D, Amin N, Anderson D, Beekman M, Bragg-Gresham JL, Buyske S, Demirkan A, Ehret GB, Feitosa MF, Goel A, Jackson AU, Johnson T, Kleber ME, Kristiansson K, Mangino M, Mateo Leach I, Medina-Gomez C, Palmer CD, Pasko D, Pechlivanis S, Peters MJ, Prokopenko I, Stančáková A, Ju Sung Y, Tanaka T, Teumer A, Van Vliet-Ostaptchouk JV, Yengo L, Zhang W, Albrecht E, Ärnlöv J, Arscott GM, Bandinelli S, Barrett A, Bellis C, Bennett AJ, Berne C, Blüher M, Böhringer S, Bonnet F, Böttcher Y, Bruinenberg M, Carba DB, Caspersen IH, Clarke R, Warwick Daw E, Deelen J, Deelman E, Delgado G, Doney ASF, Eklund N, Erdos MR, Estrada K, Eury E, Friedrich N, Garcia ME, Giedraitis V, Gigante B, Go AS, Golay A, Grallert H, Grammer TB, Gräßler J, Grewal J, Groves CJ, Haller T, Hallmans G, Hartman CA, Hassinen M, Hayward C, Heikkilä K, Herzig KH, Helmer Q, Hillege HL, Holmen O, Hunt SC, Isaacs A, Ittermann T, James AL, Johansson I, Juliusdottir T, Kalafati IP, Kinnunen L, Koenig W, Kooner IK, Kratzer W, Lamina C, Leander K, Lee NR, Lichtner P, Lind L, Lindström J, Lobbens S, Lorentzon M, Mach F, Magnusson PKE, Mahajan A, McArdle WL, Menni C, Merger S, Mihailov E, Milani L, Mills R, Moayyeri A, Monda KL, Mooijaart SP, Mühleisen TW, Mulas A, Müller G, Müller-Nurasyid M, Nagaraja R, Nalls MA, Narisu N, Glorioso N, Nolte IM, Olden M, Rayner NW, Renstrom F, Ried JS, Robertson NR, Rose LM, Sanna S, Scharnagl H, Scholtens S, Sennblad B, Seufferlein T, Sitlani CM, Vernon Smith A, Stirrups K, Stringham HM, Sundström J, Swertz MA, Swift AJ, Syvänen AC, Tayo BO, Thorand B, Thorleifsson G, Tomaschitz A, Troffa C, van Oort FVA, Verweij N, Vonk JM, Waite LL, Wennauer R, Wilsgaard T, Wojczynski MK, Wong A, Zhang Q, Hua Zhao J, Brennan EP, Choi M, Eriksson P, Folkersen L, Franco-Cereceda A, Gharavi AG, Hedman ÅK, Hivert MF, Huang J, Kanoni S, Karpe F, Keildson S, Kiryluk K, Liang L, Lifton RP, Ma B, McKnight AJ, McPherson R, Metspalu A, Min JL, Moffatt MF, Montgomery GW, Murabito JM, Nicholson G, Nyholt DR, Olsson C, Perry JRB, Reinmaa E, Salem RM, Sandholm N, Schadt EE, Scott RA, Stolk L, Vallejo EE, Westra HJ, Zondervan KT, Amouyel P, Arveiler D, Bakker SJL, Beilby J, Bergman RN, Blangero J, Brown MJ, Burnier M, Campbell H, Chakravarti A, Chines PS, Claudi-Boehm S, Collins FS, Crawford DC, Danesh J, de Faire U, de Geus EJC, Dörr M, Erbel R, Eriksson JG, Farrall M, Ferrannini E, Ferrières J, Forouhi NG, Forrester T, Franco OH, Gansevoort RT, Gieger C, Gudnason V, Haiman CA, Harris TB, Hattersley AT, Heliövaara M, Hicks AA, Hingorani AD, Hoffmann W, Hofman A, Homuth G, Humphries SE, Hyppönen E, Illig T, Jarvelin MR, Johansen B, Jousilahti P, Jula AM, Kaprio J, Kee F, Keinanen-Kiukaanniemi SM, Kooner JS, Kooperberg C, Kovacs P, Kraja AT, Kumari M, Kuulasmaa K, Kuusisto J, Lakka TA, Langenberg C, Le Marchand L, Lehtimäki T, Lyssenko V, Männistö S, Marette A, Matise TC, McKenzie CA, McKnight B, Musk AW, Möhlenkamp S, Morris AD, Nelis M, Ohlsson C, Oldehinkel AJ, Ong KK, Palmer LJ, Penninx BW, Peters A, Pramstaller PP, Raitakari OT, Rankinen T, Rao DC, Rice TK, Ridker PM, Ritchie MD, Rudan I, Salomaa V, Samani NJ, Saramies J, Sarzynski MA, Schwarz PEH, Shuldiner AR, Staessen JA, Steinthorsdottir V, Stolk RP, Strauch K, Tönjes A, Tremblay A, Tremoli E, Vohl MC, Völker U, Vollenweider P, Wilson JF, Witteman JC, Adair LS, Bochud M, Boehm BO, Bornstein SR, Bouchard C, Cauchi S, Caulfield MJ, Chambers JC, Chasman DI, Cooper RS, Dedoussis G, Ferrucci L, Froguel P, Grabe HJ, Hamsten A, Hui J, Hveem K, Jöckel KH, Kivimaki M, Kuh D, Laakso M, Liu Y, März W, Munroe PB, Njølstad I, Oostra BA, Palmer CNA, Pedersen NL, Perola M, Pérusse L, Peters U, Power C, Quertermous T, Rauramaa R, Rivadeneira F, Saaristo TE, Saleheen D, Sinisalo J, Eline Slagboom P, Snieder H, Spector TD, Thorsteinsdottir U, Stumvoll M, Tuomilehto J, Uitterlinden AG, Uusitupa M, van der Harst P, Veronesi G, Walker M, Wareham NJ, Watkins H, Wichmann HE, Abecasis GR, Assimes TL, Berndt SI, Boehnke M, Borecki IB, Deloukas P, Franke L, Frayling TM, Groop LC, Hunter DJ, Kaplan RC, O’Connell JR, Qi L, Schlessinger D, Strachan DP, Stefansson K, van Duijn CM, Willer CJ, Visscher PM, Yang J, Hirschhorn JN, Carola Zillikens M, McCarthy MI, Speliotes EK, North KE, Fox CS, Barroso I, Franks PW, Ingelsson E, Heid IM, Loos RJF, Cupples LA, Morris AP, Lindgren CM, Mohlke KL. New genetic loci link adipose and insulin biology to body fat distribution. Nature 2015; 518:187-196. [PMID: 25673412 PMCID: PMC4338562 DOI: 10.1038/nature14132] [Citation(s) in RCA: 1046] [Impact Index Per Article: 116.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2013] [Accepted: 12/02/2014] [Indexed: 12/17/2022]
Abstract
Body fat distribution is a heritable trait and a well-established predictor of adverse metabolic outcomes, independent of overall adiposity. To increase our understanding of the genetic basis of body fat distribution and its molecular links to cardiometabolic traits, we conducted genome-wide association meta-analyses of waist and hip circumference-related traits in up to 224,459 individuals. We identified 49 loci (33 new) associated with waist-to-hip ratio adjusted for body mass index (WHRadjBMI) and an additional 19 loci newly associated with related waist and hip circumference measures (P<5×10−8). Twenty of the 49 WHRadjBMI loci showed significant sexual dimorphism, 19 of which displayed a stronger effect in women. The identified loci were enriched for genes expressed in adipose tissue and for putative regulatory elements in adipocytes. Pathway analyses implicated adipogenesis, angiogenesis, transcriptional regulation, and insulin resistance as processes affecting fat distribution, providing insight into potential pathophysiological mechanisms.
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Heikkilä K, Madsen IEH, Nyberg ST, Fransson EI, Westerlund H, Westerholm PJM, Virtanen M, Vahtera J, Väänänen A, Theorell T, Suominen SB, Shipley MJ, Salo P, Rugulies R, Pentti J, Pejtersen JH, Oksanen T, Nordin M, Nielsen ML, Kouvonen A, Koskinen A, Koskenvuo M, Knutsson A, Ferrie JE, Dragano N, Burr H, Borritz M, Bjorner JB, Alfredsson L, Batty GD, Singh-Manoux A, Kivimäki M. Job strain and the risk of severe asthma exacerbations: a meta-analysis of individual-participant data from 100 000 European men and women. Allergy 2014; 69:775-83. [PMID: 24725175 PMCID: PMC4114530 DOI: 10.1111/all.12381] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [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] [Accepted: 01/22/2014] [Indexed: 12/19/2022]
Abstract
Background Many patients and healthcare professionals believe that work‐related psychosocial stress, such as job strain, can make asthma worse, but this is not corroborated by empirical evidence. We investigated the associations between job strain and the incidence of severe asthma exacerbations in working‐age European men and women. Methods We analysed individual‐level data, collected between 1985 and 2010, from 102 175 working‐age men and women in 11 prospective European studies. Job strain (a combination of high demands and low control at work) was self‐reported at baseline. Incident severe asthma exacerbations were ascertained from national hospitalization and death registries. Associations between job strain and asthma exacerbations were modelled using Cox regression and the study‐specific findings combined using random‐effects meta‐analyses. Results During a median follow‐up of 10 years, 1 109 individuals experienced a severe asthma exacerbation (430 with asthma as the primary diagnostic code). In the age‐ and sex‐adjusted analyses, job strain was associated with an increased risk of severe asthma exacerbations defined using the primary diagnostic code (hazard ratio, HR: 1.27, 95% confidence interval, CI: 1.00, 1.61). This association attenuated towards the null after adjustment for potential confounders (HR: 1.22, 95% CI: 0.96, 1.55). No association was observed in the analyses with asthma defined using any diagnostic code (HR: 1.01, 95% CI: 0.86, 1.19). Conclusions Our findings suggest that job strain is probably not an important risk factor for severe asthma exacerbations leading to hospitalization or death.
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van den Berg SM, de Moor MHM, McGue M, Pettersson E, Terracciano A, Verweij KJH, Amin N, Derringer J, Esko T, van Grootheest G, Hansell NK, Huffman J, Konte B, Lahti J, Luciano M, Matteson LK, Viktorin A, Wouda J, Agrawal A, Allik J, Bierut L, Broms U, Campbell H, Smith GD, Eriksson JG, Ferrucci L, Franke B, Fox JP, de Geus EJC, Giegling I, Gow AJ, Grucza R, Hartmann AM, Heath AC, Heikkilä K, Iacono WG, Janzing J, Jokela M, Kiemeney L, Lehtimäki T, Madden PAF, Magnusson PKE, Northstone K, Nutile T, Ouwens KG, Palotie A, Pattie A, Pesonen AK, Polasek O, Pulkkinen L, Pulkki-Råback L, Raitakari OT, Realo A, Rose RJ, Ruggiero D, Seppälä I, Slutske WS, Smyth DC, Sorice R, Starr JM, Sutin AR, Tanaka T, Verhagen J, Vermeulen S, Vuoksimaa E, Widen E, Willemsen G, Wright MJ, Zgaga L, Rujescu D, Metspalu A, Wilson JF, Ciullo M, Hayward C, Rudan I, Deary IJ, Räikkönen K, Arias Vasquez A, Costa PT, Keltikangas-Järvinen L, van Duijn CM, Penninx BWJH, Krueger RF, Evans DM, Kaprio J, Pedersen NL, Martin NG, Boomsma DI. Harmonization of Neuroticism and Extraversion phenotypes across inventories and cohorts in the Genetics of Personality Consortium: an application of Item Response Theory. Behav Genet 2014; 44:295-313. [PMID: 24828478 PMCID: PMC4057636 DOI: 10.1007/s10519-014-9654-x] [Citation(s) in RCA: 73] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2013] [Accepted: 03/20/2014] [Indexed: 01/28/2023]
Abstract
Mega- or meta-analytic studies (e.g. genome-wide association studies) are increasingly used in behavior genetics. An issue in such studies is that phenotypes are often measured by different instruments across study cohorts, requiring harmonization of measures so that more powerful fixed effect meta-analyses can be employed. Within the Genetics of Personality Consortium, we demonstrate for two clinically relevant personality traits, Neuroticism and Extraversion, how Item-Response Theory (IRT) can be applied to map item data from different inventories to the same underlying constructs. Personality item data were analyzed in >160,000 individuals from 23 cohorts across Europe, USA and Australia in which Neuroticism and Extraversion were assessed by nine different personality inventories. Results showed that harmonization was very successful for most personality inventories and moderately successful for some. Neuroticism and Extraversion inventories were largely measurement invariant across cohorts, in particular when comparing cohorts from countries where the same language is spoken. The IRT-based scores for Neuroticism and Extraversion were heritable (48 and 49 %, respectively, based on a meta-analysis of six twin cohorts, total N = 29,496 and 29,501 twin pairs, respectively) with a significant part of the heritability due to non-additive genetic factors. For Extraversion, these genetic factors qualitatively differ across sexes. We showed that our IRT method can lead to a large increase in sample size and therefore statistical power. The IRT approach may be applied to any mega- or meta-analytic study in which item-based behavioral measures need to be harmonized.
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Affiliation(s)
- Stéphanie M van den Berg
- Department of Research Methodology, Measurement and Data-Analysis, University of Twente, Enschede, The Netherlands,
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Loukola A, Wedenoja J, Keskitalo-Vuokko K, Broms U, Korhonen T, Ripatti S, Sarin AP, Pitkäniemi J, He L, Häppölä A, Heikkilä K, Chou YL, Pergadia ML, Heath AC, Montgomery GW, Martin NG, Madden PAF, Kaprio J. Genome-wide association study on detailed profiles of smoking behavior and nicotine dependence in a twin sample. Mol Psychiatry 2014; 19:615-24. [PMID: 23752247 PMCID: PMC3883996 DOI: 10.1038/mp.2013.72] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2012] [Revised: 03/28/2013] [Accepted: 04/29/2013] [Indexed: 01/11/2023]
Abstract
Smoking is a major risk factor for several somatic diseases and is also emerging as a causal factor for neuropsychiatric disorders. Genome-wide association (GWA) and candidate gene studies for smoking behavior and nicotine dependence (ND) have disclosed too few predisposing variants to account for the high estimated heritability. Previous large-scale GWA studies have had very limited phenotypic definitions of relevance to smoking-related behavior, which has likely impeded the discovery of genetic effects. We performed GWA analyses on 1114 adult twins ascertained for ever smoking from the population-based Finnish Twin Cohort study. The availability of 17 smoking-related phenotypes allowed us to comprehensively portray the dimensions of smoking behavior, clustered into the domains of smoking initiation, amount smoked and ND. Our results highlight a locus on 16p12.3, with several single-nucleotide polymorphisms (SNPs) in the vicinity of CLEC19A showing association (P<1 × 10(-6)) with smoking quantity. Interestingly, CLEC19A is located close to a previously reported attention-deficit hyperactivity disorder (ADHD) linkage locus and an evident link between ADHD and smoking has been established. Intriguing preliminary association (P<1 × 10(-5)) was detected between DSM-IV (Diagnostic and Statistical Manual of Mental Disorders, 4th edition) ND diagnosis and several SNPs in ERBB4, coding for a Neuregulin receptor, on 2q33. The association between ERBB4 and DSM-IV ND diagnosis was replicated in an independent Australian sample. Recently, a significant increase in ErbB4 and Neuregulin 3 (Nrg3) expression was revealed following chronic nicotine exposure and withdrawal in mice and an association between NRG3 SNPs and smoking cessation success was detected in a clinical trial. ERBB4 has previously been associated with schizophrenia; further, it is located within an established schizophrenia linkage locus and within a linkage locus for a smoker phenotype identified in this sample. In conclusion, we disclose novel tentative evidence for the involvement of ERBB4 in ND, suggesting the involvement of the Neuregulin/ErbB signalling pathway in addictions and providing a plausible link between the high co-morbidity of schizophrenia and ND.
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Affiliation(s)
- Anu Loukola
- Department of Public Health, Hjelt Institute, University of
Helsinki, Finland
| | - Juho Wedenoja
- Department of Public Health, Hjelt Institute, University of
Helsinki, Finland
| | | | - Ulla Broms
- Department of Public Health, Hjelt Institute, University of
Helsinki, Finland,National Institute for Health and Welfare, Helsinki,
Finland
| | - Tellervo Korhonen
- Department of Public Health, Hjelt Institute, University of
Helsinki, Finland,National Institute for Health and Welfare, Helsinki,
Finland
| | - Samuli Ripatti
- National Institute for Health and Welfare, Helsinki,
Finland,Institute for Molecular Medicine Finland FIMM, University
of Helsinki, Finland,Wellcome Trust Sanger Institute, Cambridge, UK
| | - Antti-Pekka Sarin
- National Institute for Health and Welfare, Helsinki,
Finland,Institute for Molecular Medicine Finland FIMM, University
of Helsinki, Finland
| | - Janne Pitkäniemi
- Department of Public Health, Hjelt Institute, University of
Helsinki, Finland
| | - Liang He
- Department of Public Health, Hjelt Institute, University of
Helsinki, Finland
| | - Anja Häppölä
- Department of Public Health, Hjelt Institute, University of
Helsinki, Finland
| | - Kauko Heikkilä
- Department of Public Health, Hjelt Institute, University of
Helsinki, Finland
| | - Yi-Ling Chou
- Washington University School of Medicine, Saint Louis,
USA
| | | | - Andrew C Heath
- Washington University School of Medicine, Saint Louis,
USA
| | | | | | | | - Jaakko Kaprio
- Department of Public Health, Hjelt Institute, University of
Helsinki, Finland,National Institute for Health and Welfare, Helsinki,
Finland,Institute for Molecular Medicine Finland FIMM, University
of Helsinki, Finland
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40
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Stephens SH, Hartz SM, Hoft NR, Saccone NL, Corley RC, Hewitt JK, Hopfer CJ, Breslau N, Coon H, Chen X, Ducci F, Dueker N, Franceschini N, Frank J, Han Y, Hansel NN, Jiang C, Korhonen T, Lind PA, Liu J, Lyytikäinen LP, Michel M, Shaffer JR, Short SE, Sun J, Teumer A, Thompson JR, Vogelzangs N, Vink JM, Wenzlaff A, Wheeler W, Yang BZ, Aggen SH, Balmforth AJ, Baumeister SE, Beaty TH, Benjamin DJ, Bergen AW, Broms U, Cesarini D, Chatterjee N, Chen J, Cheng YC, Cichon S, Couper D, Cucca F, Dick D, Foroud T, Furberg H, Giegling I, Gillespie NA, Gu F, Hall AS, Hällfors J, Han S, Hartmann AM, Heikkilä K, Hickie IB, Hottenga JJ, Jousilahti P, Kaakinen M, Kähönen M, Koellinger PD, Kittner S, Konte B, Landi MT, Laatikainen T, Leppert M, Levy SM, Mathias RA, McNeil DW, Medland SE, Montgomery GW, Murray T, Nauck M, North KE, Paré PD, Pergadia M, Ruczinski I, Salomaa V, Viikari J, Willemsen G, Barnes KC, Boerwinkle E, Boomsma DI, Caporaso N, Edenberg HJ, Francks C, Gelernter J, Grabe HJ, Hops H, Jarvelin MR, Johannesson M, Kendler KS, Lehtimäki T, Magnusson PK, Marazita ML, Marchini J, Mitchell BD, Nöthen MM, Penninx BW, Raitakari O, Rietschel M, Rujescu D, Samani NJ, Schwartz AG, Shete S, Spitz M, Swan GE, Völzke H, Veijola J, Wei Q, Amos C, Cannon DS, Grucza R, Hatsukami D, Heath A, Johnson EO, Kaprio J, Madden P, Martin NG, Stevens VL, Weiss RB, Kraft P, Bierut LJ, Ehringer MA. Distinct loci in the CHRNA5/CHRNA3/CHRNB4 gene cluster are associated with onset of regular smoking. Genet Epidemiol 2013; 37:846-59. [PMID: 24186853 PMCID: PMC3947535 DOI: 10.1002/gepi.21760] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2013] [Revised: 06/21/2013] [Accepted: 08/14/2013] [Indexed: 12/21/2022]
Abstract
Neuronal nicotinic acetylcholine receptor (nAChR) genes (CHRNA5/CHRNA3/CHRNB4) have been reproducibly associated with nicotine dependence, smoking behaviors, and lung cancer risk. Of the few reports that have focused on early smoking behaviors, association results have been mixed. This meta-analysis examines early smoking phenotypes and SNPs in the gene cluster to determine: (1) whether the most robust association signal in this region (rs16969968) for other smoking behaviors is also associated with early behaviors, and/or (2) if additional statistically independent signals are important in early smoking. We focused on two phenotypes: age of tobacco initiation (AOI) and age of first regular tobacco use (AOS). This study included 56,034 subjects (41 groups) spanning nine countries and evaluated five SNPs including rs1948, rs16969968, rs578776, rs588765, and rs684513. Each dataset was analyzed using a centrally generated script. Meta-analyses were conducted from summary statistics. AOS yielded significant associations with SNPs rs578776 (beta = 0.02, P = 0.004), rs1948 (beta = 0.023, P = 0.018), and rs684513 (beta = 0.032, P = 0.017), indicating protective effects. There were no significant associations for the AOI phenotype. Importantly, rs16969968, the most replicated signal in this region for nicotine dependence, cigarettes per day, and cotinine levels, was not associated with AOI (P = 0.59) or AOS (P = 0.92). These results provide important insight into the complexity of smoking behavior phenotypes, and suggest that association signals in the CHRNA5/A3/B4 gene cluster affecting early smoking behaviors may be different from those affecting the mature nicotine dependence phenotype.
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Affiliation(s)
- Sarah H. Stephens
- Department of Epidemiology and Public Health, University of Maryland, Baltimore, Maryland, United States of America
| | - Sarah M. Hartz
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Nicole R. Hoft
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
| | - Nancy L. Saccone
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Robin C. Corley
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
| | - Christian J. Hopfer
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
| | - Naomi Breslau
- Department of Epidemiology, Michigan State University, East Lansing, Michigan, United States of America
| | - Hilary Coon
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, Utah, United States of America
| | - Xiangning Chen
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Francesca Ducci
- Institute of Psychiatry, King’s College London and Department of Mental Health, St George’s University, London, United Kingdom
- Department of Psychiatry, Neurobiology, Pharmacology, and Biotechnology, University of Pisa, Pisa, Italy
| | - Nicole Dueker
- Department of Epidemiology and Public Health, University of Maryland, Baltimore, Maryland, United States of America
| | - Nora Franceschini
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Clinical Faculty Mannheim / Heidelberg University, Mannheim, Germany
| | - Younghun Han
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Nadia N. Hansel
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Chenhui Jiang
- Departments of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Tellervo Korhonen
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Penelope A. Lind
- Department of Epidemiology, Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Jason Liu
- Department of Statistics, University of Oxford, Oxford, United Kingdom
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Martha Michel
- Center for Health Sciences, SRI International, Menlo Park, California, United States of America
| | - John R. Shaffer
- Department of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Susan E. Short
- Department of Sociology, Brown University, Providence, Rhode Island, United States of America
| | - Juzhong Sun
- Department of Epidemiology Research, American Cancer Society, Atlanta, Georgia, United States of America
| | - Alexander Teumer
- University Medicine Greifswald, University of Greifswald, Greifswald, Germany
| | - John R. Thompson
- Department of Health Sciences, University of Leicester, Leicester, United Kingdom
| | - Nicole Vogelzangs
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - Jacqueline M. Vink
- Department of Biological Psychology, VU University, Amsterdam, Amsterdam, The Netherlands
| | - Angela Wenzlaff
- Karmanos Cancer Institute, Wayne State University, Detroit, Michigan, United States of America
| | - William Wheeler
- Division of Cancer Epidemiology and Genetics, National Institute of Health, Bethesda, Maryland, United States of America
| | - Bao-Zhu Yang
- Departments of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Steven H. Aggen
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Anthony J. Balmforth
- LIGHT Research Institute, Faculty of Medicine and Health, University of Leeds, Leeds, United Kingdom
| | | | - Terri H. Beaty
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Daniel J. Benjamin
- Department of Economics, Cornell University, Ithaca, New York, United States of America
| | - Andrew W. Bergen
- Center for Health Sciences, SRI International, Menlo Park, California, United States of America
| | - Ulla Broms
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - David Cesarini
- Department of Economics, New York University, New York, New York, United States of America
| | - Nilanjan Chatterjee
- Division of Cancer Epidemiology and Genetics, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Jingchun Chen
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Yu-Ching Cheng
- Department of Epidemiology and Public Health, University of Maryland, Baltimore, Maryland, United States of America
| | - Sven Cichon
- Institute of Neuroscience and Medicine (INM-1); Structural and Functional Organization of the Brain Genomic Imaging; Department of Genomics, Life and Brain Center; Research Center Juelich, Juelich, Germany; Life and Brain Center and Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - David Couper
- Department of Psychiatry, Neurobiology, Pharmacology, and Biotechnology, University of Pisa, Pisa, Italy
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, CNR, Cittadella Universitaria di Monserrato, Monserrato, Cagliari, Italy
| | - Danielle Dick
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Tatiana Foroud
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, United States of America
| | - Helena Furberg
- Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Ina Giegling
- Department of Psychiatry, University of Munich (LMU), Munich, Germany
| | - Nathan A. Gillespie
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Fangyi Gu
- Division of Cancer Epidemiology and Genetics, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Alistair S. Hall
- LIGHT Research Institute, Faculty of Medicine and Health, University of Leeds, Leeds, United Kingdom
| | - Jenni Hällfors
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Shizhong Han
- Departments of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | | | - Kauko Heikkilä
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Ian B. Hickie
- Brain and Mind Research Institute, University of Sydney, Sydney, Australia
| | - Jouke Jan Hottenga
- Department of Biological Psychology, VU University, Amsterdam, Amsterdam, The Netherlands
| | - Pekka Jousilahti
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Marika Kaakinen
- Institute of Health Sciences and Biocenter Oulu, University of Oulu, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Philipp D. Koellinger
- Department of Applied Economics, Erasmus Universiteit Rotterdam, Rotterdam, Netherlands
| | - Stephen Kittner
- Department of Neurology, Baltimore Veterans Affairs Medical Center, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Bettina Konte
- Department of Psychiatry, University of Munich (LMU), Munich, Germany
| | - Maria-Teresa Landi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Tiina Laatikainen
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Mark Leppert
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, Utah, United States of America
| | - Steven M. Levy
- Department of Preventive and Community Dentistry and Department of Epidemiology, University of Iowa, Iowa City, Iowa, United States of America
| | - Rasika A. Mathias
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Daniel W. McNeil
- Department of Psychology and Dental Practice and Rural Health, West Virginia University, Morgantown, West Virginia, United States of America
| | - Sarah E. Medland
- Department of Epidemiology, Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Grant W. Montgomery
- Department of Epidemiology, Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Tanda Murray
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Matthias Nauck
- University Medicine Greifswald, University of Greifswald, Greifswald, Germany
| | - Kari E. North
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Peter D. Paré
- Department of Medicine, University of British Columbia, Vancouver, Canada
| | - Michele Pergadia
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Ingo Ruczinski
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Veikko Salomaa
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Jorma Viikari
- Department of Medicine, Turku University Hospital, Turku, Finland
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University, Amsterdam, Amsterdam, The Netherlands
| | - Kathleen C. Barnes
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Eric Boerwinkle
- Human Genetics Center, The University of Texas Health Science Center at Houston, Houston, Texas, United States of America
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University, Amsterdam, Amsterdam, The Netherlands
| | - Neil Caporaso
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Howard J. Edenberg
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, United States of America
| | - Clyde Francks
- Department of the MPI Psycholinguistics, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Joel Gelernter
- Departments of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Hans Jörgen Grabe
- University Medicine Greifswald, University of Greifswald, Greifswald, Germany
| | - Hyman Hops
- Oregon Research Institute, Eugene, Oregon, United States of America
| | - Marjo-Riitta Jarvelin
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPA) Centre for Environment and Health School of Public Health, Imperial College London, United Kingdom; Institute of Health Sciences and Biocenter Oulu, University of Oulu, Finland; Unit of Primary Care, Oulu University Hospital, Oulu, Finland; Department of Children and Young People and Families, National Institute for Health and Welfare, Oulu, Finland
| | - Magnus Johannesson
- Department of Economics, Stockholm School of Economics, Stockholm, Sweden
| | - Kenneth S. Kendler
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Patrik K.E. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Mary L. Marazita
- Department of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Jonathan Marchini
- Department of Statistics, University of Oxford, Oxford, United Kingdom
| | - Braxton D. Mitchell
- Department of Epidemiology and Public Health, University of Maryland, Baltimore, Maryland, United States of America
| | - Markus M. Nöthen
- Department of Genomics, Life and Brain Center, Life and Brain Center, Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Brenda W. Penninx
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - Olli Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital; Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Clinical Faculty Mannheim / Heidelberg University, Mannheim, Germany
| | - Dan Rujescu
- Department of Psychiatry, University of Munich (LMU), Munich, Germany
| | - Nilesh J. Samani
- Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom
| | - Ann G. Schwartz
- Karmanos Cancer Institute, Wayne State University, Detroit, Michigan, United States of America
| | - Sanjay Shete
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Margaret Spitz
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Gary E. Swan
- Center for Health Sciences, SRI International, Menlo Park, California, United States of America
| | - Henry Völzke
- University Medicine Greifswald, University of Greifswald, Greifswald, Germany
| | - Juha Veijola
- Institute of Health Sciences and Biocenter Oulu, University of Oulu, Finland
| | - Qingyi Wei
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Chris Amos
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Dale S. Cannon
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, Utah, United States of America
| | - Richard Grucza
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Dorothy Hatsukami
- Department of Psychiatry, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Andrew Heath
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Eric O. Johnson
- Department of Behavioral Health Epidemiology, RTI International, Research Triangle Park, North Carolina, United States of America
| | - Jaakko Kaprio
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Pamela Madden
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Nicholas G. Martin
- Department of Epidemiology, Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Victoria L. Stevens
- Department of Epidemiology Research, American Cancer Society, Atlanta, Georgia, United States of America
| | - Robert B. Weiss
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, Utah, United States of America
| | - Peter Kraft
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts, United States of America
| | - Laura J. Bierut
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Marissa A. Ehringer
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
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Willer CJ, Schmidt EM, Sengupta S, Peloso GM, Gustafsson S, Kanoni S, Ganna A, Chen J, Buchkovich ML, Mora S, Beckmann JS, Bragg-Gresham JL, Chang HY, Demirkan A, Den Hertog HM, Do R, Donnelly LA, Ehret GB, Esko T, Feitosa MF, Ferreira T, Fischer K, Fontanillas P, Fraser RM, Freitag DF, Gurdasani D, Heikkilä K, Hyppönen E, Isaacs A, Jackson AU, Johansson Å, Johnson T, Kaakinen M, Kettunen J, Kleber ME, Li X, Luan J, Lyytikäinen LP, Magnusson PK, Mangino M, Mihailov E, Montasser ME, Müller-Nurasyid M, Nolte IM, O’Connell JR, Palmer CD, Perola M, Petersen AK, Sanna S, Saxena R, Service SK, Shah S, Shungin D, Sidore C, Song C, Strawbridge RJ, Surakka I, Tanaka T, Teslovich TM, Thorleifsson G, Van den Herik EG, Voight BF, Volcik KA, Waite LL, Wong A, Wu Y, Zhang W, Absher D, Asiki G, Barroso I, Been LF, Bolton JL, Bonnycastle LL, Brambilla P, Burnett MS, Cesana G, Dimitriou M, Doney AS, Döring A, Elliott P, Epstein SE, Ingi Eyjolfsson G, Gigante B, Goodarzi MO, Grallert H, Gravito ML, Groves CJ, Hallmans G, Hartikainen AL, Hayward C, Hernandez D, Hicks AA, Holm H, Hung YJ, Illig T, Jones MR, Kaleebu P, Kastelein JJ, Khaw KT, Kim E, Klopp N, Komulainen P, Kumari M, Langenberg C, Lehtimäki T, Lin SY, Lindström J, Loos RJ, Mach F, McArdle WL, Meisinger C, Mitchell BD, Müller G, Nagaraja R, Narisu N, Nieminen TV, Nsubuga RN, Olafsson I, Ong KK, Palotie A, Papamarkou T, Pomilla C, Pouta A, Rader DJ, Reilly MP, Ridker PM, Rivadeneira F, Rudan I, Ruokonen A, Samani N, Scharnagl H, Seeley J, Silander K, Stančáková A, Stirrups K, Swift AJ, Tiret L, Uitterlinden AG, van Pelt LJ, Vedantam S, Wainwright N, Wijmenga C, Wild SH, Willemsen G, Wilsgaard T, Wilson JF, Young EH, Zhao JH, Adair LS, Arveiler D, Assimes TL, Bandinelli S, Bennett F, Bochud M, Boehm BO, Boomsma DI, Borecki IB, Bornstein SR, Bovet P, Burnier M, Campbell H, Chakravarti A, Chambers JC, Chen YDI, Collins FS, Cooper RS, Danesh J, Dedoussis G, de Faire U, Feranil AB, Ferrières J, Ferrucci L, Freimer NB, Gieger C, Groop LC, Gudnason V, Gyllensten U, Hamsten A, Harris TB, Hingorani A, Hirschhorn JN, Hofman A, Hovingh GK, Hsiung CA, Humphries SE, Hunt SC, Hveem K, Iribarren C, Järvelin MR, Jula A, Kähönen M, Kaprio J, Kesäniemi A, Kivimaki M, Kooner JS, Koudstaal PJ, Krauss RM, Kuh D, Kuusisto J, Kyvik KO, Laakso M, Lakka TA, Lind L, Lindgren CM, Martin NG, März W, McCarthy MI, McKenzie CA, Meneton P, Metspalu A, Moilanen L, Morris AD, Munroe PB, Njølstad I, Pedersen NL, Power C, Pramstaller PP, Price JF, Psaty BM, Quertermous T, Rauramaa R, Saleheen D, Salomaa V, Sanghera DK, Saramies J, Schwarz PE, Sheu WHH, Shuldiner AR, Siegbahn A, Spector TD, Stefansson K, Strachan DP, Tayo BO, Tremoli E, Tuomilehto J, Uusitupa M, van Duijn CM, Vollenweider P, Wallentin L, Wareham NJ, Whitfield JB, Wolffenbuttel BH, Ordovas JM, Boerwinkle E, Palmer CN, Thorsteinsdottir U, Chasman DI, Rotter JI, Franks PW, Ripatti S, Cupples LA, Sandhu MS, Rich SS, Boehnke M, Deloukas P, Kathiresan S, Mohlke KL, Ingelsson E, Abecasis GR. Discovery and refinement of loci associated with lipid levels. Nat Genet 2013; 45:1274-1283. [PMID: 24097068 PMCID: PMC3838666 DOI: 10.1038/ng.2797] [Citation(s) in RCA: 2104] [Impact Index Per Article: 191.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2012] [Accepted: 09/13/2013] [Indexed: 11/16/2022]
Abstract
Levels of low-density lipoprotein (LDL) cholesterol, high-density lipoprotein (HDL) cholesterol, triglycerides and total cholesterol are heritable, modifiable risk factors for coronary artery disease. To identify new loci and refine known loci influencing these lipids, we examined 188,577 individuals using genome-wide and custom genotyping arrays. We identify and annotate 157 loci associated with lipid levels at P < 5 × 10(-8), including 62 loci not previously associated with lipid levels in humans. Using dense genotyping in individuals of European, East Asian, South Asian and African ancestry, we narrow association signals in 12 loci. We find that loci associated with blood lipid levels are often associated with cardiovascular and metabolic traits, including coronary artery disease, type 2 diabetes, blood pressure, waist-hip ratio and body mass index. Our results demonstrate the value of using genetic data from individuals of diverse ancestry and provide insights into the biological mechanisms regulating blood lipids to guide future genetic, biological and therapeutic research.
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Affiliation(s)
- Cristen J. Willer
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, Michigan 48109, USA
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan 48109, USA
- Department of Human Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Ellen M. Schmidt
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Sebanti Sengupta
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Gina M. Peloso
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts 02118, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Broad Institute, Program in Medical and Population Genetics, Cambridge, Massachusetts 02142, USA
| | - Stefan Gustafsson
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Stavroula Kanoni
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
| | - Andrea Ganna
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Jin Chen
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | | | - Samia Mora
- Division of Preventive Medicine, Brigham and Women’s Hospital, 900 Commonwealth Ave., Boston MA 02215, USA
- Harvard Medical School, Boston MA 02115, USA
| | - Jacques S. Beckmann
- Service of Medical Genetics, Lausanne University Hospital, Lausanne, Switzerland
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Jennifer L. Bragg-Gresham
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Hsing-Yi Chang
- Division of Preventive Medicine and Health Services Research, Institute of Population Health Sciences, National Health Research Institutes, Zhunan, Taiwan
| | - Ayşe Demirkan
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | | | - Ron Do
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Louise A. Donnelly
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School. Dundee, DD1 9SY, United Kingdom
| | - Georg B. Ehret
- Cardiology, Department of Specialities of Medicine, Geneva University Hospital, Rue Gabrielle-Perret-Gentil 4, 1211 Geneva 14, Switzerland
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Tõnu Esko
- Broad Institute, Program in Medical and Population Genetics, Cambridge, Massachusetts 02142, USA
- Estonian Genome Center of the University of Tartu, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Mary F. Feitosa
- Department of Genetics, Washington University School of Medicine, USA
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom
| | - Krista Fischer
- Estonian Genome Center of the University of Tartu, Tartu, Estonia
| | - Pierre Fontanillas
- Broad Institute, Program in Medical and Population Genetics, Cambridge, Massachusetts 02142, USA
| | - Ross M. Fraser
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland, United Kingdom
| | - Daniel F. Freitag
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Deepti Gurdasani
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Kauko Heikkilä
- Hjelt Institute, Department of Public Health, University of Helsinki, Finland
| | - Elina Hyppönen
- Centre For Paediatric Epidemiology and Biostatistics/MRC Centre of Epidemiology for Child Health, University College of London Institute of Child Health, London, United Kingdom
| | - Aaron Isaacs
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Centre for Medical Systems Biology, Leiden, the Netherlands
| | - Anne U. Jackson
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Åsa Johansson
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
- Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
| | - Toby Johnson
- Genome Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Clinical Pharmacology, NIHR Cardiovascular Biomedical Research Unit, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry Queen Mary University of London, London, UK
| | - Marika Kaakinen
- Biocenter Oulu, University of Oulu, Oulu, Finland
- Institute of Health Sciences, University of Oulu, Finland
| | - Johannes Kettunen
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland
- Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Marcus E. Kleber
- Department of Internal Medicine II – Cardiology, University of Ulm Medical Centre, Ulm, Germany
- Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty of Mannheim, University of Heidelberg, Ludolf-Krehl-Strasse 7-11, 68167 Mannheim, Germany
| | - Xiaohui Li
- Medical Genetics Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Jian’an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, Box 285, Addenbrooke’s Hospital, Hills Road, Cambridge, CB2 0QQ, United Kingdom
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33520, Finland
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere 33014, Finland
| | - Patrik K.E. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King’s College London, London, United Kingdom
| | - Evelin Mihailov
- Estonian Genome Center of the University of Tartu, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - May E. Montasser
- Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, Maryland
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
- Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians University, Munich, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Ludwig-Maximilians-University of Munich, Munich, Germany
| | - Ilja M. Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, The Netherlands
| | - Jeffrey R. O’Connell
- Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, Maryland
| | - Cameron D. Palmer
- Broad Institute, Program in Medical and Population Genetics, Cambridge, Massachusetts 02142, USA
- Division of Endocrinology, Children’s Hospital Boston, Massachusetts 02115, USA
- Division of Genetics, Program in Genomics, Children’s Hospital, Boston, Massachusetts 02115, USA
| | - Markus Perola
- Estonian Genome Center of the University of Tartu, Tartu, Estonia
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland
- Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Ann-Kristin Petersen
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
| | - Serena Sanna
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, 09042, Italy
| | - Richa Saxena
- Massachusetts General Hospital/Broad Institute, Harvard University, Cambridge, MA, USA
| | - Susan K. Service
- Center for Neurobehavioral Genetics, The Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, USA
| | - Sonia Shah
- Genetic Epidemiology Group, Deparment of Epidemiology and Public Health, UCL, London WC1E 6BT, United Kingdom
| | - Dmitry Shungin
- Department of Clinical Sciences, Genetic & Molecular Epidemiology Unit, Lund University Diabetes Center, Scania University Hosptial, Malmö, Sweden
- Department of Odontology, Umeå University, Umeå, Sweden
- Department of Public Health and Primary Care, Unit of Medicine, Umeå University, Umeå, Sweden
| | - Carlo Sidore
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, 09042, Italy
- Dipartimento di Scienze Biomediche, Universita di Sassari, 07100 SS, Italy
| | - Ci Song
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Rona J. Strawbridge
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska University Hospital, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Ida Surakka
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland
- Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Toshiko Tanaka
- Clinical Research Branch, National Institute Health, Baltimore, MD, USA
| | - Tanya M. Teslovich
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | | | | | - Benjamin F. Voight
- Department of Genetics, University of Pennsylvania - School of Medicine, Philadelphia PA, 19104, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania - School of Medicine, Philadelphia PA, 19104, USA
| | - Kelly A. Volcik
- Human Genetics Center, University of Texas Health Science Center - School of Public Health, Houston, TX 77030, USA
| | | | - Andrew Wong
- MRC Unit for Lifelong Health and Ageing, 33 Bedford Place, London, WC1B 5JU, United Kingdom
| | - Ying Wu
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27599 USA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom
- Ealing Hospital, Southall, Middlesex UB1 3HW, United Kingdom
| | - Devin Absher
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Gershim Asiki
- MRC/UVRI Uganda Research Unit on AIDS, Entebbe, Uganda
| | - Inês Barroso
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
- University of Cambridge Metabolic Research Laboratories and NIHR Cambridge Biomedical Research Centre, Level 4, Institute of Metabolic Science Box 289 Addenbrooke’s Hospital Cambridge CB2 OQQ, UK
| | - Latonya F. Been
- Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Jennifer L. Bolton
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland, United Kingdom
| | - Lori L Bonnycastle
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Paolo Brambilla
- Department of Experimental Medicine, University of Milano Bicocca, Italy
| | - Mary S. Burnett
- MedStar Health Research Institute, 6525 Belcrest Road, Suite 700, Hyattsville, MD 20782, USA
| | - Giancarlo Cesana
- Research Centre on Public Health, University of Milano Bicocca, Italy
| | - Maria Dimitriou
- Department of Dietetics-Nutrition, Harokopio University, 70 El. Venizelou Str, Athens, Greece
| | - Alex S.F. Doney
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School. Dundee, DD1 9SY, United Kingdom
| | - Angela Döring
- Institute of Epidemiology I, Helmholtz Zentrum München, Neuherberg 85764, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München, Neuherberg 85764, Germany
| | - Paul Elliott
- Institute of Health Sciences, University of Oulu, Finland
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPA) Centre for Environment and Health, School of Public Health, Imperial College London, UK
| | - Stephen E. Epstein
- MedStar Health Research Institute, 6525 Belcrest Road, Suite 700, Hyattsville, MD 20782, USA
| | | | - Bruna Gigante
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Mark O. Goodarzi
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
| | - Martha L. Gravito
- Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Christopher J. Groves
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, OX3 7LJ, United Kingdom
| | - Göran Hallmans
- Department of Public Health and Clinical Medicine, Nutritional research, Umeå University, Umeå, Sweden
| | - Anna-Liisa Hartikainen
- Department of Clinical Sciences/Obstetrics and Gynecology, Oulu University Hospital, Oulu, Finland
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, Western General Hospital, Edinburgh, Scotland, United Kingdom
| | - Dena Hernandez
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD 20892, USA
| | - Andrew A. Hicks
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy - Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Hilma Holm
- deCODE Genetics/Amgen, 101 Reykjavik, Iceland
| | - Yi-Jen Hung
- Division of Endocrinology & Metabolism, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover 30625, Germany
| | - Michelle R. Jones
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | | | - John J.P. Kastelein
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Kay-Tee Khaw
- Clinical Gerontology Unit, University of Cambridge, Cambridge, United Kingdom
| | - Eric Kim
- Medical Genetics Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Norman Klopp
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover 30625, Germany
| | | | - Meena Kumari
- Genetic Epidemiology Group, Deparment of Epidemiology and Public Health, UCL, London WC1E 6BT, United Kingdom
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, Box 285, Addenbrooke’s Hospital, Hills Road, Cambridge, CB2 0QQ, United Kingdom
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33520, Finland
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere 33014, Finland
| | - Shih-Yi Lin
- Division of Endocrine and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Jaana Lindström
- Diabetes Prevention Unit, National Institute for Health and Welfare, 00271 Helsinki, Finland
| | - Ruth J.F. Loos
- MRC Epidemiology Unit, Institute of Metabolic Science, Box 285, Addenbrooke’s Hospital, Hills Road, Cambridge, CB2 0QQ, United Kingdom
- The Genetics of Obesity and Related Metabolic Traits Program, The Icahn School of Medicine at Mount Sinai, New York, USA
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at ount Sinai, New York, USA
- The Mindich Child Health and Development Institute, The Icahn School of Medicine at Mount Sinai, New York
| | - François Mach
- Cardiology, Department of Specialities of Medicine, Geneva University Hospital, Rue Gabrielle-Perret-Gentil 4, 1211 Geneva 14, Switzerland
| | - Wendy L McArdle
- School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, United Kingdom
| | - Christa Meisinger
- Institute of Epidemiology I, Helmholtz Zentrum München, Neuherberg 85764, Germany
| | - Braxton D. Mitchell
- Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, Maryland
| | - Gabrielle Müller
- Institute for Medical Informatics and Biometrics, University of Dresden, Medical Faculty Carl Gustav Carus, Fetscherstrasse 74, 01307 Dresden, Germany
| | - Ramaiah Nagaraja
- Laboratory of Genetics, National Institute on Aging, Baltimore, MD21224, USA
| | - Narisu Narisu
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Tuomo V.M. Nieminen
- Department of Clinical Pharmacology, University of Tampere School of Medicine, Tamperew 33014, Finland
- Department of Internal Medicine, Päijät-Häme Central Hospital, Lahti, Finland
- Division of Cardiology, Helsinki University Central Hospital, Helsinki, Finland
| | | | - Isleifur Olafsson
- Department of Clinical Biochemistry, Landspitali University Hospital, 101 Reykjavik, Iceland
| | - Ken K. Ong
- MRC Epidemiology Unit, Institute of Metabolic Science, Box 285, Addenbrooke’s Hospital, Hills Road, Cambridge, CB2 0QQ, United Kingdom
- MRC Unit for Lifelong Health and Ageing, 33 Bedford Place, London, WC1B 5JU, United Kingdom
| | - Aarno Palotie
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland
- Department of Medical Genetics, Haartman Institute, University of Helsinki and Helsinki University Central Hospital, Helsinki, Finland
- Genetic Epidemiology Group, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United ingdom
| | - Theodore Papamarkou
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
- Department of Statistical Sciences, University College of London, London, United Kingdom
| | - Cristina Pomilla
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Anneli Pouta
- Department of Clinical Sciences/Obstetrics and Gynecology, Oulu University Hospital, Oulu, Finland
- National Institute for Health and Welfare, Oulu, Finland
| | - Daniel J. Rader
- Cardiovascular Institute, Perelman School of Medicine at the University of Pennsylvania, 3400 Civic Center Blvd, Building 421, Translational Research Center, Philadelphia, PA 19104-5158, USA
- Division of Translational Medicine and Human Genetics, Perelman School of Medicine at the University of Pennsylvania, 3400 Civic Center Blvd, Building 421, Translational Research Center, Philadelphia, PA 19104-5158, USA
| | - Muredach P. Reilly
- Cardiovascular Institute, Perelman School of Medicine at the University of Pennsylvania, 3400 Civic Center Blvd, Building 421, Translational Research Center, Philadelphia, PA 19104-5158, USA
- Division of Translational Medicine and Human Genetics, Perelman School of Medicine at the University of Pennsylvania, 3400 Civic Center Blvd, Building 421, Translational Research Center, Philadelphia, PA 19104-5158, USA
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women’s Hospital, 900 Commonwealth Ave., Boston MA 02215, USA
- Harvard Medical School, Boston MA 02115, USA
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging NCHA), Leiden, The Netherlands
| | - Igor Rudan
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland, United Kingdom
| | - Aimo Ruokonen
- Department of Clinical Sciences/Clinical Chemistry, University of Oulu, Oulu, Finland
| | - Nilesh Samani
- National Institute for Health Research Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE3 9QP, UK
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, LE3 9QP, UK
| | - Hubert Scharnagl
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria
| | - Janet Seeley
- MRC/UVRI Uganda Research Unit on AIDS, Entebbe, Uganda
- School of International Development, University of East Anglia, Norwich NR4 7TJ, United Kingdom
| | - Kaisa Silander
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland
- Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Alena Stančáková
- University of Eastern Finland and Kuopio University Hospital, 70210 Kuopio, Finland
| | - Kathleen Stirrups
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
| | - Amy J. Swift
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Laurence Tiret
- INSERM UMRS 937, Pierre and Marie Curie University, Paris, France
| | - Andre G. Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging NCHA), Leiden, The Netherlands
| | - L. Joost van Pelt
- Department of Laboratory Medicine, University of Groningen, University Medical Center Groningen, The Netherlands
- LifeLines Cohort Study, University of Groningen, University Medical Center Groningen, The Netherlands
| | - Sailaja Vedantam
- Broad Institute, Program in Medical and Population Genetics, Cambridge, Massachusetts 02142, USA
- Division of Endocrinology, Children’s Hospital Boston, Massachusetts 02115, USA
- Division of Genetics, Program in Genomics, Children’s Hospital, Boston, Massachusetts 02115, USA
| | - Nicholas Wainwright
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Cisca Wijmenga
- LifeLines Cohort Study, University of Groningen, University Medical Center Groningen, The Netherlands
- Department of Genetics, University of Groningen, University Medical Center Groningen, The Netherlands
| | - Sarah H. Wild
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland, United Kingdom
| | - Gonneke Willemsen
- Department of Biological Psychology, VU Univ, Amsterdam, The Netherlands
| | - Tom Wilsgaard
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - James F. Wilson
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland, United Kingdom
| | - Elizabeth H. Young
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Jing Hua Zhao
- MRC Epidemiology Unit, Institute of Metabolic Science, Box 285, Addenbrooke’s Hospital, Hills Road, Cambridge, CB2 0QQ, United Kingdom
| | - Linda S. Adair
- Department of Nutrition, University of North Carolina, Chapel Hill, NC, USA
| | - Dominique Arveiler
- Department of Epidemiology and Public Health, EA 3430, University of Strasbourg, Faculty of Medicine, Strasbourg, France
| | | | | | - Franklyn Bennett
- Chemical Pathology, Department of Pathology, University of the West Indies, Mona, Kingston 7, Jamaica
| | - Murielle Bochud
- Institute of Social and Preventive Medicine (IUMSP), Lausanne University Hospital, Route de la Corniche 10, 1010 Lausanne, Switzerland
| | - Bernhard O. Boehm
- Division of Endocrinology and Diabetes, Department of Internal Medicine, Ulm University Medical Centre, Ulm, Germany
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU Univ, Amsterdam, The Netherlands
| | - Ingrid B. Borecki
- Department of Genetics, Washington University School of Medicine, USA
| | - Stefan R. Bornstein
- Department of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Fetscherstrasse 74, 01307 Dresden, Germany
| | - Pascal Bovet
- Institute of Social and Preventive Medicine (IUMSP), Lausanne University Hospital, Route de la Corniche 10, 1010 Lausanne, Switzerland
- Ministry of Health, Victoria, Republic of Seychelles
| | - Michel Burnier
- Service of Nephrology, Lausanne University Hospital, Lausanne, Switzerland
| | - Harry Campbell
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland, United Kingdom
| | - Aravinda Chakravarti
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - John C. Chambers
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom
- Ealing Hospital, Southall, Middlesex UB1 3HW, United Kingdom
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Yii-Der Ida Chen
- Division of Reproductive Endocrinology, Department of Obstetrics and Gynecology, Cedars-Sinai Medical Center, Los Angeles, California, USA
- Department of Medicine, University of California Los Angeles, Los Angeles, California, USA
| | - Francis S. Collins
- Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Richard S. Cooper
- Department of Preventive Medicine and Epidemiology, Loyola University Medical School, Maywood, Illinois 60153, USA
| | - John Danesh
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - George Dedoussis
- Department of Dietetics-Nutrition, Harokopio University, 70 El. Venizelou Str, Athens, Greece
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Alan B. Feranil
- Office of Population Studies Foundation, University of San Carlos, Talamban, Cebu City, Philippines
| | - Jean Ferrières
- Department of Cardiology, Toulouse University School of Medicine, Rangueil Hospital, Toulouse, France
| | - Luigi Ferrucci
- Clinical Research Branch, National Institute Health, Baltimore, MD, USA
| | - Nelson B. Freimer
- Center for Neurobehavioral Genetics, The Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, USA
- Department of Psychiatry, University of California, Los Angeles, USA
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
| | - Leif C. Groop
- Department of Clinical Sciences, Lund University, SE-20502, Malmö, Sweden
- Department of Medicine, Helsinki University Hospital, FI-00029 Helsinki, Finland
| | | | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Anders Hamsten
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska University Hospital, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Department of Cardiology, Karolinska University Hospital, Stockholm, Sweden
| | - Tamara B. Harris
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Ageing, Bethesda, MD, USA
| | - Aroon Hingorani
- Genetic Epidemiology Group, Deparment of Epidemiology and Public Health, UCL, London WC1E 6BT, United Kingdom
| | - Joel N. Hirschhorn
- Broad Institute, Program in Medical and Population Genetics, Cambridge, Massachusetts 02142, USA
- Division of Endocrinology, Children’s Hospital Boston, Massachusetts 02115, USA
- Division of Genetics, Program in Genomics, Children’s Hospital, Boston, Massachusetts 02115, USA
| | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging NCHA), Leiden, The Netherlands
| | - G. Kees Hovingh
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Chao Agnes Hsiung
- Institute of Population Health Sciences, National Health Research Institutes, Zhunan, Taiwan
| | - Steve E. Humphries
- Cardiovascular Genetics, BHF Laboratories, Institute Cardiovascular Science, University College London, London, United Kingdom
| | - Steven C. Hunt
- Cardiovascular Genetics, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Kristian Hveem
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, Levanger, Norway
| | | | - Marjo-Riitta Järvelin
- Biocenter Oulu, University of Oulu, Oulu, Finland
- Institute of Health Sciences, University of Oulu, Finland
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPA) Centre for Environment and Health, School of Public Health, Imperial College London, UK
- National Institute for Health and Welfare, Oulu, Finland
- Unit of Primary Care, Oulu University Hospital, Oulu, Finland
| | - Antti Jula
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Turku, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, University of Tampere School of Medicine, Tampere 33014, Finland
| | - Jaakko Kaprio
- Hjelt Institute, Department of Public Health, University of Helsinki, Finland
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland
- Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki, Finland
| | - Antero Kesäniemi
- Institute of Clinical Medicine, Department of Medicine, University of Oulu and Clinical Research Center, Oulu University Hospital, Oulu, Finland
| | - Mika Kivimaki
- Genetic Epidemiology Group, Deparment of Epidemiology and Public Health, UCL, London WC1E 6BT, United Kingdom
| | - Jaspal S. Kooner
- Ealing Hospital, Southall, Middlesex UB1 3HW, United Kingdom
- Imperial College Healthcare NHS Trust, London, United Kingdom
- National Heart & Lung Institute, Imperial College London, Hammersmith Hospital, London, United Kingdom
| | - Peter J. Koudstaal
- Department of Neurology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Ronald M. Krauss
- Children’s Hospital Oakland Research Institute, 5700 Martin Luther King Junior Way, Oakland, CA 94609, USA
| | - Diana Kuh
- MRC Unit for Lifelong Health and Ageing, 33 Bedford Place, London, WC1B 5JU, United Kingdom
| | - Johanna Kuusisto
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, 70210 Kuopio, Finland
| | - Kirsten O. Kyvik
- Institute of Regional Health Services Research, University of Southern Denmark, Odense, Denmark
- Odense Patient data Explorative Network (OPEN), Odense University Hospital, Odense, Denmark
| | - Markku Laakso
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, 70210 Kuopio, Finland
| | - Timo A. Lakka
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Institute of Biomedicine/Physiology, University of Eastern Finland, Kuopio Campus, Finland
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Cecilia M. Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom
| | - Nicholas G. Martin
- Queensland Institute of Medical Research, Locked Bag 2000, Royal Brisbane Hospital, Queensland 4029, Australia
| | - Winfried März
- Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty of Mannheim, University of Heidelberg, Ludolf-Krehl-Strasse 7-11, 68167 Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria
- Synlab Academy, Synlab Services GmbH,Gottlieb-Daimler-Straße 25, 68165 Mannheim, Germany
| | - Mark I. McCarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, OX3 7LJ, United Kingdom
| | - Colin A. McKenzie
- Tropical Metabolism Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Kingston 7, Jamaica
| | - Pierre Meneton
- U872 Institut National de la Santé et de la Recherche Médicale, Centre de Recherche des Cordeliers, 75006 Paris, France
| | - Andres Metspalu
- Estonian Genome Center of the University of Tartu, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Leena Moilanen
- Department of Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Andrew D. Morris
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School. Dundee, DD1 9SY, United Kingdom
| | - Patricia B. Munroe
- Genome Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Clinical Pharmacology, NIHR Cardiovascular Biomedical Research Unit, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry Queen Mary University of London, London, UK
| | - Inger Njølstad
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - Nancy L. Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Chris Power
- Centre For Paediatric Epidemiology and Biostatistics/MRC Centre of Epidemiology for Child Health, University College of London Institute of Child Health, London, United Kingdom
| | - Peter P. Pramstaller
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy - Affiliated Institute of the University of Lübeck, Lübeck, Germany
- Department of Neurology, General Central Hospital, Bolzano, Italy
- Department of Neurology, University of Lübeck, Lübeck, Germany
| | - Jackie F. Price
- Centre for Population Health Sciences, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland, United Kingdom
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services, University of Washington, Seattle, WA, USA
- Group Health Research Institute, Group Health Cooperative, Seattle, WA, USA
| | - Thomas Quertermous
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Rainer Rauramaa
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Danish Saleheen
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
- Center for Non-Communicable Diseases, Karachi, Pakistan
- Department of Medicine, University of Pennsylvania, USA
| | - Veikko Salomaa
- Unit of Chronic Disease Epidemiology and Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Dharambir K. Sanghera
- Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | | | - Peter E.H. Schwarz
- Department of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Fetscherstrasse 74, 01307 Dresden, Germany
- Paul Langerhans Institute Dresden, German Center for Diabetes Research (DZD), Dresden, Germany
| | - Wayne H-H Sheu
- Division of Endocrine and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Alan R. Shuldiner
- Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, Maryland
- Geriatric Research and Education Clinical Center, Veterans Administration Medical Center, Baltimore, Maryland
| | - Agneta Siegbahn
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
- Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Tim D. Spector
- Department of Twin Research and Genetic Epidemiology, King’s College London, London, United Kingdom
| | - Kari Stefansson
- deCODE Genetics/Amgen, 101 Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, 101 Reykjavík, Iceland
| | - David P. Strachan
- Division of Population Health Sciences and Education, St George’s, University of London, Cranmer Terrace, London SW17 0RE, United Kingdom
| | - Bamidele O. Tayo
- Department of Preventive Medicine and Epidemiology, Loyola University Medical School, Maywood, Illinois 60153, USA
| | - Elena Tremoli
- Department of Pharmacological Sciences, University of Milan, Monzino Cardiology Center, IRCCS, Milan, Italy
| | - Jaakko Tuomilehto
- Diabetes Prevention Unit, National Institute for Health and Welfare, 00271 Helsinki, Finland
- Centre for Vascular Prevention, Danube-University Krems, 3500 Krems, Austria
- King Abdulaziz University, Faculty of Medicine, Jeddah 21589, Saudi Arabia
- Red RECAVA Grupo RD06/0014/0015, Hospital Universitario La Paz, 28046
| | - Matti Uusitupa
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Finland
- Research Unit, Kuopio University Hospital, Kuopio, Finland
| | - Cornelia M. van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Centre for Medical Systems Biology, Leiden, the Netherlands
| | | | - Lars Wallentin
- Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, Box 285, Addenbrooke’s Hospital, Hills Road, Cambridge, CB2 0QQ, United Kingdom
| | - John B. Whitfield
- Queensland Institute of Medical Research, Locked Bag 2000, Royal Brisbane Hospital, Queensland 4029, Australia
| | - Bruce H.R. Wolffenbuttel
- LifeLines Cohort Study, University of Groningen, University Medical Center Groningen, The Netherlands
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, The Netherlands
| | - Jose M. Ordovas
- Department of Cardiovascular Epidemiology and Population Genetics, National Center for rdiovascular Investigation, Madrid, Spain
- IMDEA-Alimentacion, Madrid, Spain
- Nutrition and Genomics Laboratory, Jean Mayer-USDA Human Nutrition Research Center on Aging at Tufts University, Boston, MA, USA
| | - Eric Boerwinkle
- Human Genetics Center, University of Texas Health Science Center - School of Public Health, Houston, TX 77030, USA
| | - Colin N.A. Palmer
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School. Dundee, DD1 9SY, United Kingdom
| | - Unnur Thorsteinsdottir
- deCODE Genetics/Amgen, 101 Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, 101 Reykjavík, Iceland
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women’s Hospital, 900 Commonwealth Ave., Boston MA 02215, USA
- Harvard Medical School, Boston MA 02115, USA
| | - Jerome I. Rotter
- Medical Genetics Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Paul W. Franks
- Department of Clinical Sciences, Genetic & Molecular Epidemiology Unit, Lund University Diabetes Center, Scania University Hosptial, Malmö, Sweden
- Department of Public Health and Primary Care, Unit of Medicine, Umeå University, Umeå, Sweden
- Department of Nutrition, Harvard School of Public Health, Boston, MA, USA
| | - Samuli Ripatti
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland
- Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts 02118, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Manjinder S. Sandhu
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Stephen S. Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA
| | - Michael Boehnke
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Panos Deloukas
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, United Kingdom
| | - Sekar Kathiresan
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Broad Institute, Program in Medical and Population Genetics, Cambridge, Massachusetts 02142, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Karen L. Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27599 USA
| | - Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom
| | - Gonçalo R. Abecasis
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA
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Broms U, Pitkäniemi J, Bäckmand H, Heikkilä K, Koskenvuo M, Peltonen M, Sarna S, Vartiainen E, Kaprio J, Partonen T. Long-term consistency of diurnal-type preferences among men. Chronobiol Int 2013; 31:182-8. [DOI: 10.3109/07420528.2013.836534] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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Do R, Willer CJ, Schmidt EM, Sengupta S, Gao C, Peloso GM, Gustafsson S, Kanoni S, Ganna A, Chen J, Buchkovich ML, Mora S, Beckmann JS, Bragg-Gresham JL, Chang HY, Demirkan A, Den Hertog HM, Donnelly LA, Ehret GB, Esko T, Feitosa MF, Ferreira T, Fischer K, Fontanillas P, Fraser RM, Freitag DF, Gurdasani D, Heikkilä K, Hyppönen E, Isaacs A, Jackson AU, Johansson A, Johnson T, Kaakinen M, Kettunen J, Kleber ME, Li X, Luan J, Lyytikäinen LP, Magnusson PKE, Mangino M, Mihailov E, Montasser ME, Müller-Nurasyid M, Nolte IM, O'Connell JR, Palmer CD, Perola M, Petersen AK, Sanna S, Saxena R, Service SK, Shah S, Shungin D, Sidore C, Song C, Strawbridge RJ, Surakka I, Tanaka T, Teslovich TM, Thorleifsson G, Van den Herik EG, Voight BF, Volcik KA, Waite LL, Wong A, Wu Y, Zhang W, Absher D, Asiki G, Barroso I, Been LF, Bolton JL, Bonnycastle LL, Brambilla P, Burnett MS, Cesana G, Dimitriou M, Doney ASF, Döring A, Elliott P, Epstein SE, Eyjolfsson GI, Gigante B, Goodarzi MO, Grallert H, Gravito ML, Groves CJ, Hallmans G, Hartikainen AL, Hayward C, Hernandez D, Hicks AA, Holm H, Hung YJ, Illig T, Jones MR, Kaleebu P, Kastelein JJP, Khaw KT, Kim E, Klopp N, Komulainen P, Kumari M, Langenberg C, Lehtimäki T, Lin SY, Lindström J, Loos RJF, Mach F, McArdle WL, Meisinger C, Mitchell BD, Müller G, Nagaraja R, Narisu N, Nieminen TVM, Nsubuga RN, Olafsson I, Ong KK, Palotie A, Papamarkou T, Pomilla C, Pouta A, Rader DJ, Reilly MP, Ridker PM, Rivadeneira F, Rudan I, Ruokonen A, Samani N, Scharnagl H, Seeley J, Silander K, Stančáková A, Stirrups K, Swift AJ, Tiret L, Uitterlinden AG, van Pelt LJ, Vedantam S, Wainwright N, Wijmenga C, Wild SH, Willemsen G, Wilsgaard T, Wilson JF, Young EH, Zhao JH, Adair LS, Arveiler D, Assimes TL, Bandinelli S, Bennett F, Bochud M, Boehm BO, Boomsma DI, Borecki IB, Bornstein SR, Bovet P, Burnier M, Campbell H, Chakravarti A, Chambers JC, Chen YDI, Collins FS, Cooper RS, Danesh J, Dedoussis G, de Faire U, Feranil AB, Ferrières J, Ferrucci L, Freimer NB, Gieger C, Groop LC, Gudnason V, Gyllensten U, Hamsten A, Harris TB, Hingorani A, Hirschhorn JN, Hofman A, Hovingh GK, Hsiung CA, Humphries SE, Hunt SC, Hveem K, Iribarren C, Järvelin MR, Jula A, Kähönen M, Kaprio J, Kesäniemi A, Kivimaki M, Kooner JS, Koudstaal PJ, Krauss RM, Kuh D, Kuusisto J, Kyvik KO, Laakso M, Lakka TA, Lind L, Lindgren CM, Martin NG, März W, McCarthy MI, McKenzie CA, Meneton P, Metspalu A, Moilanen L, Morris AD, Munroe PB, Njølstad I, Pedersen NL, Power C, Pramstaller PP, Price JF, Psaty BM, Quertermous T, Rauramaa R, Saleheen D, Salomaa V, Sanghera DK, Saramies J, Schwarz PEH, Sheu WHH, Shuldiner AR, Siegbahn A, Spector TD, Stefansson K, Strachan DP, Tayo BO, Tremoli E, Tuomilehto J, Uusitupa M, van Duijn CM, Vollenweider P, Wallentin L, Wareham NJ, Whitfield JB, Wolffenbuttel BHR, Altshuler D, Ordovas JM, Boerwinkle E, Palmer CNA, Thorsteinsdottir U, Chasman DI, Rotter JI, Franks PW, Ripatti S, Cupples LA, Sandhu MS, Rich SS, Boehnke M, Deloukas P, Mohlke KL, Ingelsson E, Abecasis GR, Daly MJ, Neale BM, Kathiresan S. Common variants associated with plasma triglycerides and risk for coronary artery disease. Nat Genet 2013; 45:1345-52. [PMID: 24097064 PMCID: PMC3904346 DOI: 10.1038/ng.2795] [Citation(s) in RCA: 631] [Impact Index Per Article: 57.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2013] [Accepted: 09/13/2013] [Indexed: 12/20/2022]
Abstract
Triglycerides are transported in plasma by specific triglyceride-rich lipoproteins; in epidemiologic studies, increased triglyceride levels correlate with higher risk for coronary artery disease (CAD). However, it is unclear whether this association reflects causal processes. We used 185 common variants recently mapped for plasma lipids (P<5×10−8 for each) to examine the role of triglycerides on risk for CAD. First, we highlight loci associated with both low-density lipoprotein cholesterol (LDL-C) and triglycerides, and show that the direction and magnitude of both are factors in determining CAD risk. Second, we consider loci with only a strong magnitude of association with triglycerides and show that these loci are also associated with CAD. Finally, in a model accounting for effects on LDL-C and/or high-density lipoprotein cholesterol, a polymorphism's strength of effect on triglycerides is correlated with the magnitude of its effect on CAD risk. These results suggest that triglyceride-rich lipoproteins causally influence risk for CAD.
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Affiliation(s)
- Ron Do
- 1] Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA. [2] Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA. [3] Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA. [4] Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
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Virta JJ, Heikkilä K, Perola M, Koskenvuo M, Räihä I, Rinne JO, Kaprio J. Midlife sleep characteristics associated with late life cognitive function. Sleep 2013; 36:1533-41, 1541A. [PMID: 24082313 DOI: 10.5665/sleep.3052] [Citation(s) in RCA: 114] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
STUDY OBJECTIVES Previous studies with limited follow-up times have suggested that sleep-related traits are associated with an increased risk of incident dementia or cognitive decline. We investigated the association between midlife sleep characteristics and late life cognitive function. DESIGN A follow-up study with a median follow-up time of 22.5 (range 15.8-25.7) years assessing the association between midlife sleep characteristics and later cognitive function. SETTING Questionnaire data from 1981 were used in the assessment of sleep characteristics, use of hypnotics, and covariates at baseline. Between 1999 and 2007, participants were assigned a linear cognitive score with a maximum score of 51 based on a telephone interview (mean score 38.3, SD 6.1). Linear regression analyses were controlled for age, sex, education, ApoE genotype, and follow-up time. PARTICIPANTS 2,336 members of the Finnish Twin cohort who were at least 65 years of age. INTERVENTIONS N/A. MEASUREMENTS AND RESULTS Baseline short (< 7 h/day) and long (> 8 h/day) sleepers had lower cognitive scores than participants sleeping 7-8 h/ day (β = -0.84, P = 0.014 and β = -1.66, P < 0.001, respectively). As compared to good sleep quality, poor or rather poor sleep quality was associated with a lower cognitive score (β = -1.00, P = 0.011). Also, the use of hypnotics ≥ 60 days per year was associated with poorer cognitive function (β = -1.92, P = 0.002). CONCLUSIONS This is the first study indicating that midlife sleep length, sleep quality, and use of hypnotics are associated with late life cognitive function. Further confirmation is needed, but sleep-related characteristics may emerge as new risk factors for cognitive impairment.
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Affiliation(s)
- Jyri J Virta
- Hjelt Institute, Department of Public Health, University of Helsinki, Finland ; Turku PET Centre, University of Turku and Turku University Hospital, Turku, Finland
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Anttila V, Winsvold BS, Gormley P, Kurth T, Bettella F, McMahon G, Kallela M, Malik R, de Vries B, Terwindt G, Medland SE, Todt U, McArdle WL, Quaye L, Koiranen M, Ikram MA, Lehtimäki T, Stam AH, Ligthart L, Wedenoja J, Dunham I, Neale BM, Palta P, Hamalainen E, Schürks M, Rose LM, Buring JE, Ridker PM, Steinberg S, Stefansson H, Jakobsson F, Lawlor DA, Evans DM, Ring SM, Färkkilä M, Artto V, Kaunisto MA, Freilinger T, Schoenen J, Frants RR, Pelzer N, Weller CM, Zielman R, Heath AC, Madden PA, Montgomery GW, Martin NG, Borck G, Göbel H, Heinze A, Heinze-Kuhn K, Williams FM, Hartikainen AL, Pouta A, van den Ende J, Uitterlinden AG, Hofman A, Amin N, Hottenga JJ, Vink JM, Heikkilä K, Alexander M, Muller-Myhsok B, Schreiber S, Meitinger T, Wichmann HE, Aromaa A, Eriksson JG, Traynor B, Trabzuni D, Rossin E, Lage K, Jacobs SB, Gibbs JR, Birney E, Kaprio J, Penninx BW, Boomsma DI, van Duijn C, Raitakari O, Jarvelin MR, Zwart JA, Cherkas L, Strachan DP, Kubisch C, Ferrari MD, van den Maagdenberg AM, Dichgans M, Wessman M, Smith GD, Stefansson K, Daly MJ, Nyholt DR, Chasman D, Palotie A. Genome-wide meta-analysis identifies new susceptibility loci for migraine. Nat Genet 2013; 45:912-917. [PMID: 23793025 PMCID: PMC4041123 DOI: 10.1038/ng.2676] [Citation(s) in RCA: 276] [Impact Index Per Article: 25.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2012] [Accepted: 05/30/2013] [Indexed: 12/15/2022]
Abstract
Migraine is the most common brain disorder, affecting approximately 14% of the adult population, but its molecular mechanisms are poorly understood. We report the results of a meta-analysis across 29 genome-wide association studies, including a total of 23,285 individuals with migraine (cases) and 95,425 population-matched controls. We identified 12 loci associated with migraine susceptibility (P<5×10(-8)). Five loci are new: near AJAP1 at 1p36, near TSPAN2 at 1p13, within FHL5 at 6q16, within C7orf10 at 7p14 and near MMP16 at 8q21. Three of these loci were identified in disease subgroup analyses. Brain tissue expression quantitative trait locus analysis suggests potential functional candidate genes at four loci: APOA1BP, TBC1D7, FUT9, STAT6 and ATP5B.
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Affiliation(s)
- Verneri Anttila
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Analytical and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Bendik S. Winsvold
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
- Department of Neurology, Oslo University Hospital and University of Oslo, Oslo, Norway
| | - Padhraig Gormley
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
| | - Tobias Kurth
- INSERM Unit 708 – Neuroepidemiology, F-33000 Bordeaux, France
- University of Bordeaux, F-33000 Bordeaux, France
- Division of Preventive Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, USA
| | | | - George McMahon
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Mikko Kallela
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Rainer Malik
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität, Munich, Germany
| | - Boukje de Vries
- Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands
| | - Gisela Terwindt
- Department of Neurology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Sarah E. Medland
- Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Unda Todt
- Institute of Human Genetics, University of Ulm, Ulm, Germany
| | - Wendy L. McArdle
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Lydia Quaye
- Department of Twin Research and Genetic Epidemiology, King’s College London, London, UK
| | - Markku Koiranen
- Institute of Health Sciences, University of Oulu, Oulu, Finland
| | - M. Arfan Ikram
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
- Department of Radiology Erasmus University Medical Centre, Rotterdam, The Netherlands
- Department of Neurology Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and University of Tampere School of Medicine, Tampere, Finland
| | - Anine H. Stam
- Department of Neurology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Lannie Ligthart
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
- EMGO+ Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | - Juho Wedenoja
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Ian Dunham
- European Bioinformatics Insitute, Wellcome Trust Genome Campus, Cambridge, UK
| | - Benjamin M. Neale
- Analytical and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Priit Palta
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Eija Hamalainen
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Markus Schürks
- Department of Neurology, University Hospital Essen, Essen, Germany
| | - Lynda M Rose
- Division of Preventive Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, USA
| | - Julie E. Buring
- Division of Preventive Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, USA
| | - Paul M. Ridker
- Division of Preventive Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, USA
- Harvard Medical School, Boston, MA 02215, USA
| | | | | | - Finnbogi Jakobsson
- Department of Neurology, Landspitali University Hospital, Reykjavik, Iceland
| | - Debbie A. Lawlor
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - David M. Evans
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Susan M. Ring
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Markus Färkkilä
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Ville Artto
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Mari A Kaunisto
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Tobias Freilinger
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität, Munich, Germany
- Department of Neurology, Klinikum der Universität München, Munich, Germany
| | - Jean Schoenen
- Headache Research Unit, Department of Neurology and Groupe Interdisciplinaire de Génoprotéomique Appliquée (GIGA)-Neurosciences, Liège University, Liège, Belgium
| | - Rune R. Frants
- Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands
| | - Nadine Pelzer
- Department of Neurology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Claudia M. Weller
- Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands
| | - Ronald Zielman
- Department of Neurology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Andrew C. Heath
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Pamela A.F. Madden
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | | | - Nicholas G. Martin
- Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Guntram Borck
- Institute of Human Genetics, University of Ulm, Ulm, Germany
| | | | - Axel Heinze
- Kiel Pain and Headache Center, Kiel, Germany
| | | | - Frances M.K. Williams
- Department of Twin Research and Genetic Epidemiology, King’s College London, London, UK
| | - Anna-Liisa Hartikainen
- Department of Clinical Sciences/Obstetrics and Gynecology, University Hospital of Oulu, Oulu, Finland
| | - Anneli Pouta
- Institute of Health Sciences, University of Oulu, Oulu, Finland
- Department of Clinical Sciences/Obstetrics and Gynecology, University Hospital of Oulu, Oulu, Finland
- Department of Children, Young People and Families, National Institute for Health and Welfare, Helsinki, Finland
| | - Joyce van den Ende
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | | | - Albert Hofman
- Genetic Epidemiology Unit, Department of Clinical Genetics, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Najaf Amin
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Jacqueline M. Vink
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Kauko Heikkilä
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Michael Alexander
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
- Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Bertram Muller-Myhsok
- Max Planck Institute of Psychiatry, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Stefan Schreiber
- Department of Clinical Molecular Biology, Christian Albrechts University, Kiel, Germany
- Department of Internal Medicine I, Christian Albrechts University, Kiel, Germany
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Center Munich, Neuherberg, Germany
- Institute of Human Genetics, Klinikum Rechts der Isar, Technische Universität München, Munich, Germany
| | - Heinz Erich Wichmann
- Institut für Medizinische Informationsverarbeitung, Biometrie und Epidemiologie, Ludwig-Maximilians-Universität München, Munich, Germany
- Institute of Epidemiology I, HelmholtzCenter Munich, Neuherberg, Germany
- Klinikum Großhadern, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Arpo Aromaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Johan G. Eriksson
- Folkhälsan Research Center, Helsinki, Finland
- National Institute for Health and Welfare, Helsinki, Finland
- Department of General Practice, Helsinki University Central Hospital, Helsinki, Finland
- Vaasa Central Hospital, Vaasa, Finland
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland
| | - Bryan Traynor
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Daniah Trabzuni
- Department of Molecular Neuroscience, Institute of Neurology, University College London, London, UK
- Department of Genetics, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | | | | | - Elizabeth Rossin
- Analytical and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
| | - Kasper Lage
- Analytical and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Pediatric Surgical Research Laboratories, Massachusetts General Hospital for Children, Massachusetts General Hospital, Boston, MA, USA
- Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark
- Center for Protein Research, University of Copenhagen, Copenhagen, Denmark
| | - Suzanne B.R. Jacobs
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - J. Raphael Gibbs
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Department of Molecular Neuroscience, Institute of Neurology, University College London, London, UK
| | - Ewan Birney
- European Bioinformatics Insitute, Wellcome Trust Genome Campus, Cambridge, UK
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
- Department of Mental Health and Alcohol Research, National Institute for Health and Welfare, Helsinki, Finland
| | - Brenda W. Penninx
- EMGO+ Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
- Department of Psychiatry, University Medical Center Groningen, Groningen, The Netherlands
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Cornelia van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Olli Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku University Hospital, Turku, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - Marjo-Riitta Jarvelin
- Institute of Health Sciences, University of Oulu, Oulu, Finland
- Department of Children, Young People and Families, National Institute for Health and Welfare, Helsinki, Finland
- Department of Epidemiology and Biostatistics, School of Public Health, MRC-HPA Centre for Environment and Health, Faculty of Medicine, Imperial College, London, UK
- Biocenter Oulu, University of Oulu, Oulu, Finland
| | - John-Anker Zwart
- Department of Neurology, Oslo University Hospital and University of Oslo, Oslo, Norway
| | - Lynn Cherkas
- Department of Twin Research and Genetic Epidemiology, King’s College London, London, UK
| | - David P. Strachan
- Division of Population Health Sciences and Education, St George’s, University of London, London, UK
| | | | - Michel D. Ferrari
- Department of Neurology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Arn M.J.M. van den Maagdenberg
- Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands
- Department of Neurology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Martin Dichgans
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Maija Wessman
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - George Davey Smith
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Kari Stefansson
- deCODE genetics, Reykjavik, Iceland
- School of Medicine, University of Iceland, Reykjavik, Iceland
| | - Mark J. Daly
- Analytical and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Dale R. Nyholt
- Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Daniel Chasman
- Division of Preventive Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, USA
- Harvard Medical School, Boston, MA 02215, USA
| | - Aarno Palotie
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Virta JJ, Heikkilä K, Perola M, Koskenvuo M, Räihä I, Rinne JO, Kaprio J. Midlife cardiovascular risk factors and late cognitive impairment. Eur J Epidemiol 2013; 28:405-16. [PMID: 23532744 DOI: 10.1007/s10654-013-9794-y] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2012] [Accepted: 03/01/2013] [Indexed: 11/26/2022]
Abstract
Cardiovascular risk factors increase the risk of dementia in later life. The aims of the current study were to assess the effect of multiple midlife cardiovascular risk factors on the risk of cognitive impairment in later life, and to assess the validity of the previously suggested CAIDE Study risk score predicting dementia risk 20 years later. A total of 2,165 Finnish twins were followed and at the end of the follow-up their cognitive status was assessed with a validated telephone interview. The assessment of the risk factors at baseline was based on a self-report questionnaire. Relative risk ratios (RR) were calculated and receiver operating characteristic analyses performed. Midlife obesity (RR 2.42, 95 % CI 1.47-3.98), hypertension (RR 1.38, 95 % CI 1.01-1.88) and low leisure time physical activity (RR 2.52, 95 % CI 1.10-5.76) increased the risk of cognitive impairment after a mean follow-up of 22.6 ± 2.3 years. Hypercholesterolemia did not significantly increase the risk (RR 1.52, 95 % CI 0.92-2.51). Overweight individuals who gained more than 10 % weight between 1981 and 1990 had an increased risk of cognitive impairment (RR 4.27, 95 % CI 1.62-11.2). The CAIDE Study risk score combining various individual risk factors had an area-under-curve of 0.74 (95 % CI 0.69-0.79, n = 591), and there was a strong association between an increasing risk score and the risk of cognitive impairment. The results indicate that multiple midlife cardiovascular risk factors increase the risk of cognitive impairment in later life. Also, a risk score including easily measurable midlife factors predicts an individual's cognitive impairment risk well.
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Affiliation(s)
- Jyri J Virta
- Turku PET Centre, University of Turku and Turku University Hospital, Turku, Finland.
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47
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Heinonen-Guzejev M, Koskenvuo M, Mussalo-Rauhamaa H, Vuorinen HS, Heikkilä K, Kaprio J. Noise sensitivity and multiple chemical sensitivity scales: properties in a population based epidemiological study. Noise Health 2013; 14:215-23. [PMID: 23117535 DOI: 10.4103/1463-1741.102956] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
Noise sensitivity is considered to be a self-perceived indicator of vulnerability to stressors in general and not noise alone. Multiple chemical sensitivity (MCS) has to some extent been accompanied by noise sensitivity, indicating a moderate correspondence between them. The aim of this study is to investigate if the Weinstein's Noise Sensitivity Scale and Quick Environmental Exposure and Sensitivity Inventory's (QEESI) Chemical Intolerance Subscale can differentiate noise sensitivity and MCS as different entities, and if there are overlaps in the characteristics of noise sensitivity and MCS. In 2002, 327 individuals (166 men, 161 women; age range 45 - 66 years) from the Finnish Twin Cohort answered a questionnaire on noise-related and MCS items. Somatic, psychological, and lifestyle factors were obtained through earlier questionnaires for the same individuals. Both confirmatory and exploratory factor analyses (CFA and EFA) of the questionnaire items on the Weinstein's Noise Sensitivity Scale and QEESI's Chemical Intolerance Subscale indicated the presence of three factors - Noise Sensitivity, Chemical Sensitivity, and Ability to Concentrate factors - arising from the forming of two factors from the items of the Weinstein's scale. In the regression analyses, among all subjects, the Noise Sensitivity Factor was associated with neuroticism and smoking, and the Chemical Sensitivity Factor was associated with allergies and alcohol use. The study indicates that the Weinstein's Noise Sensitivity Scale and QEESI's Chemical Intolerance Subscale differentiate noise sensitivity and MCS as different entities.
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Affiliation(s)
- Marja Heinonen-Guzejev
- Department of Public Health, Hjelt Institute, University of Helsinki, P.O. Box 41, FI-00014, Helsinki, Finland.
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Hartz SM, Short SE, Saccone NL, Culverhouse R, Chen L, Schwantes-An TH, Coon H, Han Y, Stephens SH, Sun J, Chen X, Ducci F, Dueker N, Franceschini N, Frank J, Geller F, Gubjartsson D, Hansel NN, Jiang C, Keskitalo-Vuokko K, Liu Z, Lyytikäinen LP, Michel M, Rawal R, Rosenberger A, Scheet P, Shaffer JR, Teumer A, Thompson JR, Vink JM, Vogelzangs N, Wenzlaff AS, Wheeler W, Xiao X, Yang BZ, Aggen SH, Balmforth AJ, Baumeister SE, Beaty T, Bennett S, Bergen AW, Boyd HA, Broms U, Campbell H, Chatterjee N, Chen J, Cheng YC, Cichon S, Couper D, Cucca F, Dick DM, Foroud T, Furberg H, Giegling I, Gu F, Hall AS, Hällfors J, Han S, Hartmann AM, Hayward C, Heikkilä K, Hewitt JK, Hottenga JJ, Jensen MK, Jousilahti P, Kaakinen M, Kittner SJ, Konte B, Korhonen T, Landi MT, Laatikainen T, Leppert M, Levy SM, Mathias RA, McNeil DW, Medland SE, Montgomery GW, Muley T, Murray T, Nauck M, North K, Pergadia M, Polasek O, Ramos EM, Ripatti S, Risch A, Ruczinski I, Rudan I, Salomaa V, Schlessinger D, Styrkársdóttir U, Terracciano A, Uda M, Willemsen G, Wu X, Abecasis G, Barnes K, Bickeböller H, Boerwinkle E, Boomsma DI, Caporaso N, Duan J, Edenberg HJ, Francks C, Gejman PV, Gelernter J, Grabe HJ, Hops H, Jarvelin MR, Viikari J, Kähönen M, Kendler KS, Lehtimäki T, Levinson DF, Marazita ML, Marchini J, Melbye M, Mitchell BD, Murray JC, Nöthen MM, Penninx BW, Raitakari O, Rietschel M, Rujescu D, Samani NJ, Sanders AR, Schwartz AG, Shete S, Shi J, Spitz M, Stefansson K, Swan GE, Thorgeirsson T, Völzke H, Wei Q, Wichmann HE, Amos CI, Breslau N, Cannon DS, Ehringer M, Grucza R, Hatsukami D, Heath A, Johnson EO, Kaprio J, Madden P, Martin NG, Stevens VL, Stitzel JA, Weiss RB, Kraft P, Bierut LJ. Increased genetic vulnerability to smoking at CHRNA5 in early-onset smokers. ACTA ACUST UNITED AC 2012; 69:854-60. [PMID: 22868939 DOI: 10.1001/archgenpsychiatry.2012.124] [Citation(s) in RCA: 68] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
CONTEXT Recent studies have shown an association between cigarettes per day (CPD) and a nonsynonymous single-nucleotide polymorphism in CHRNA5, rs16969968. OBJECTIVE To determine whether the association between rs16969968 and smoking is modified by age at onset of regular smoking. DATA SOURCES Primary data. STUDY SELECTION Available genetic studies containing measures of CPD and the genotype of rs16969968 or its proxy. DATA EXTRACTION Uniform statistical analysis scripts were run locally. Starting with 94,050 ever-smokers from 43 studies, we extracted the heavy smokers (CPD >20) and light smokers (CPD ≤10) with age-at-onset information, reducing the sample size to 33,348. Each study was stratified into early-onset smokers (age at onset ≤16 years) and late-onset smokers (age at onset >16 years), and a logistic regression of heavy vs light smoking with the rs16969968 genotype was computed for each stratum. Meta-analysis was performed within each age-at-onset stratum. DATA SYNTHESIS Individuals with 1 risk allele at rs16969968 who were early-onset smokers were significantly more likely to be heavy smokers in adulthood (odds ratio [OR] = 1.45; 95% CI, 1.36-1.55; n = 13,843) than were carriers of the risk allele who were late-onset smokers (OR = 1.27; 95% CI, 1.21-1.33, n = 19,505) (P = .01). CONCLUSION These results highlight an increased genetic vulnerability to smoking in early-onset smokers.
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Affiliation(s)
- Sarah M Hartz
- Washington University School of Medicine, St Louis, Missouri, USA
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Hukkinen M, Korhonen T, Heikkilä K, Kaprio J. Association between smoking behavior patterns and chronic obstructive pulmonary disease: a long-term follow-up study among Finnish adults. Ann Med 2012; 44:598-606. [PMID: 21612334 DOI: 10.3109/07853890.2011.580776] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Low-rate smoking patterns are common, but their pulmonary effects remain poorly known. The study hypothesis was that any level of daily smoking may cause chronic obstructive pulmonary disease (COPD). We investigated the association between longitudinal smoking patterns and COPD using logistic regressions and survival models adjusted for multiple covariates. Data from Finnish Twin Cohort surveys were used. Participants (n = 21,609) were grouped into categories describing 1981 smoking and change in smoking during 1975-1981. Light smoking was defined as < 5 cigarettes per day, moderate 5-19 cigarettes, and heavy ≥ 20 cigarettes per day. Finland's Social Insurance Institution provided data on inhaled anticholinergics purchases (1995-2008) and diagnoses entitling to special reimbursements (1981-2008). We defined COPD as regular anticholinergic use or special reimbursement eligibility for COPD, emphysema, or chronic bronchitis. COPD incidence was 2.5% (n = 528). Elevated disease risks were observed in former, moderate, and heavy smokers, in all who increased smoking, and in those who reduced from moderate to light smoking. Increased risk for anticholinergic use was found in former smokers, in constant light, moderate, and heavy smokers, and in increasers. Former, light, moderate, and heavy smoking in 1981 was associated with future development of disease. Our results demonstrate that all daily smoking patterns may impair pulmonary function.
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Affiliation(s)
- Maria Hukkinen
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland.
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Nyberg ST, Heikkilä K, Fransson EI, Alfredsson L, De Bacquer D, Bjorner JB, Bonenfant S, Borritz M, Burr H, Casini A, Clays E, Dragano N, Erbel R, Geuskens GA, Goldberg M, Hooftman WE, Houtman IL, Jöckel KH, Kittel F, Knutsson A, Koskenvuo M, Leineweber C, Lunau T, Madsen IEH, Hanson LLM, Marmot MG, Nielsen ML, Nordin M, Oksanen T, Pentti J, Rugulies R, Siegrist J, Suominen S, Vahtera J, Virtanen M, Westerholm P, Westerlund H, Zins M, Ferrie JE, Theorell T, Steptoe A, Hamer M, Singh-Manoux A, Batty GD, Kivimäki M. Job strain in relation to body mass index: pooled analysis of 160 000 adults from 13 cohort studies. J Intern Med 2012; 272:65-73. [PMID: 22077620 PMCID: PMC3437471 DOI: 10.1111/j.1365-2796.2011.02482.x] [Citation(s) in RCA: 107] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
BACKGROUND Evidence of an association between job strain and obesity is inconsistent, mostly limited to small-scale studies, and does not distinguish between categories of underweight or obesity subclasses. OBJECTIVES To examine the association between job strain and body mass index (BMI) in a large adult population. METHODS We performed a pooled cross-sectional analysis based on individual-level data from 13 European studies resulting in a total of 161 746 participants (49% men, mean age, 43.7 years). Longitudinal analysis with a median follow-up of 4 years was possible for four cohort studies (n = 42 222). RESULTS A total of 86 429 participants were of normal weight (BMI 18.5-24.9 kg m(-2) ), 2149 were underweight (BMI < 18.5 kg m(-2) ), 56 572 overweight (BMI 25.0-29.9 kg m(-2) ) and 13 523 class I (BMI 30-34.9 kg m(-2) ) and 3073 classes II/III (BMI ≥ 35 kg m(-2) ) obese. In addition, 27 010 (17%) participants reported job strain. In cross-sectional analyses, we found increased odds of job strain amongst underweight [odds ratio 1.12, 95% confidence interval (CI) 1.00-1.25], obese class I (odds ratio 1.07, 95% CI 1.02-1.12) and obese classes II/III participants (odds ratio 1.14, 95% CI 1.01-1.28) as compared with participants of normal weight. In longitudinal analysis, both weight gain and weight loss were related to the onset of job strain during follow-up. CONCLUSIONS In an analysis of European data, we found both weight gain and weight loss to be associated with the onset of job strain, consistent with a 'U'-shaped cross-sectional association between job strain and BMI. These associations were relatively modest; therefore, it is unlikely that intervention to reduce job strain would be effective in combating obesity at a population level.
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Affiliation(s)
- S T Nyberg
- Finnish Institute of Occupational Health, Helsinki,
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