Robert Vlietinck, Wendy Cozen, Fuling Ji, David Mankuta, Matt McGue, Fazil Aliev, Lior Abramson, William S. Kremen, Clare H. Llewellyn, Judy L. Silberg, Catharina E. M. van Beijsterveldt, Kimberly J. Saudino, Yoon-Mi Hur, Shandell Pahlen, S. Alexandra Burt, Duarte L. Freitas, Emanuela Medda, Jooyeon Lee, Ruth J. F. Loos, Aline Jelenkovic, Amie E. Hwang, Catarina Almqvist, Meike Bartels, Carol E. Franz, Thorkild I. A. Sørensen, Kelly L. Klump, Tracy L. Nelson, Dorret I. Boomsma, Masumi Sugawara, Jina Kim, Antti Latvala, Brooke M. Huibregtse, José Maia, Keith E. Whitfield, Karri Silventoinen, Mami Tanaka, Patrik K. E. Magnusson, Joohon Sung, Gonneke Willemsen, Jennifer R. Harris, Laura A. Baker, Robert F. Krueger, Ariel Knafo-Noam, Virgilia Toccaceli, Thomas Sevenius Nilsen, Sooji Lee, David A. Butler, Paul Lichtenstein, Elliot M. Tucker-Drob, Michael J. Lyons, Abigail Fisher, John L. Hopper, Maarit Piirtola, Thomas M. Mack, Sari Aaltonen, Margaret Gatz, Vilhelmina Ullemar, K. Paige Harden, Yoshie Yokoyama, Tessa L. Cutler, Catherine Derom, Feng Ning, Esther Rebato, Satoko Matsumoto, Catherine Tuvblad, Jaakko Kaprio, Reijo Sund, Hermine H. Maes, Hoe Uk Jeong, Zengchang Pang, Robin P. Corley, Sevgi Y. Öncel, Lorenza Nisticò, Biological Psychology, APH - Health Behaviors & Chronic Diseases, APH - Mental Health, APH - Personalized Medicine, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Methodology, Kırıkkale Üniversitesi, Doctoral Programme in Social Sciences, Demography, Population Research Unit (PRU), Center for Population, Health and Society, Sociology, Staff Services, Clinicum, University of Helsinki, Institute for Molecular Medicine Finland, Department of Public Health, Department of Social Research (2010-2017), Helsinki Inequality Initiative (INEQ), and Genetic Epidemiology
Loos, Ruth J F/0000-0002-8532-5087; Kaprio, Jaakko/0000-0002-3716-2455; Huibregtse, Brooke M./0000-0003-0977-7249; de Freitas, Duarte Luis/0000-0001-6642-3370; Aliev, Fazil/0000-0001-8357-4699; Medda, Emanuela/0000-0003-4837-4549; Bartels, Meike/0000-0002-9667-7555; Latvala, Antti/0000-0001-5695-117X; Sund, Reijo/0000-0002-6268-8117; Rebato, Esther/0000-0003-1221-8501; Silventoinen, Karri/0000-0003-1759-3079; Aaltonen, Sari/0000-0002-2873-4263; Nistico, Lorenza/0000-0003-1805-6240; Knafo-Noam, Ariel/0000-0003-0613-1960; van Beijsterveldt, Toos/0000-0002-6617-4201; Harden, Kathryn/0000-0002-1557-6737; Willemsen, Gonneke/0000-0003-3755-0236; Pahlen, Shandell/0000-0003-0753-4155 WOS: 000465255700021 PubMed: 30950584 Objective The objective of this study was to analyze how parental education modifies the genetic and environmental variances of BMI from infancy to old age in three geographic-cultural regions. Methods A pooled sample of 29 cohorts including 143,499 twin individuals with information on parental education and BMI from age 1 to 79 years (299,201 BMI measures) was analyzed by genetic twin modeling. Results Until 4 years of age, parental education was not consistently associated with BMI. Thereafter, higher parental education level was associated with lower BMI in males and females. Total and additive genetic variances of BMI were smaller in the offspring of highly educated parents than in those whose parents had low education levels. Especially in North American and Australian children, environmental factors shared by co-twins also contributed to the higher BMI variation in the low education level category. In Europe and East Asia, the associations of parental education with mean BMI and BMI variance were weaker than in North America and Australia. Conclusions Lower parental education level is associated with higher mean BMI and larger genetic variance of BMI after early childhood, especially in the obesogenic macro-environment. The interplay among genetic predisposition, childhood social environment, and macro-social context is important for socioeconomic differences in BMI. Collaborative Project of Development of Anthropometrical Measures in Twins (Academy of Finland) [266592]; Swedish Research Council through the Swedish Initiative for Research on Microdata in the Social and Medical Sciences Framework Grant [340-2013-5867]; Stockholm County Council (ALF projects)Stockholm County Council; Swedish Heart-Lung FoundationSwedish Heart-Lung Foundation; Swedish Asthma and Allergy Association's Research Foundation; Netherlands Organization for Scientific ResearchNetherlands Organization for Scientific Research (NWO); MagW/ZonMW [904-61-090, 985-10-002, 912-10-020, 904-61-193, 480-04-004, 463-06-001, 451-04-034, 400-05-717, Addiction-31160008, Middelgroot-911-09-032, Spinozapremie-56-464-14192]; Vrije University's Institute for Health and Care Research; European Research Council (ERC)European Research Council (ERC) [230374]; Avera Institute, Sioux Falls, South Dakota; European Network for Genetic and Genomic Epidemiology (ENGAGE) [FP7-HEALTH-F4-2007, 201413]; National Institute of Alcohol Abuse and AlcoholismUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USANIH National Institute on Alcohol Abuse & Alcoholism (NIAAA) [AA-12502, AA-00145, AA-09203]; Academy of Finland Center of Excellence in Complex Disease GeneticsAcademy of Finland [213506, 129680]; Academy of FinlandAcademy of Finland [100499, 205585, 118555, 141054, 265240, 264146, 312073]; Fund of Scientific Research, FlandersFWO; Twins, a nonprofit Association for Scientific Research in Multiple Births (Belgium); Cancer Research UKCancer Research UK [C1418/A7974]; European Union's Seventh Framework Programmes ENGAGE Consortium [HEALTH-F4-2007-201413]; Biobank Standardization and Harmonization for Research Excellence in the European Union [HEALTH-F4-2010-261433]; Kirikkale UniversityKirikkale University [2009/43]; Scientific and Technological Research Council of TurkeyTurkiye Bilimsel ve Teknolojik Arastirma Kurumu (TUBITAK) [114C117]; Osaka University's International Joint Research Promotion Program; National Institutes of Health (NIH)United States Department of Health & Human ServicesNational Institutes of Health (NIH) - USA [R01HD068435, R01MH062375]; California Tobacco-Related Disease Research ProgramUniversity of California System [7RT-0134H, 8RT-0107H, 6RT-0354H]; NIHUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USA [1R01ESO15150-01, AA023322, HD081437, R21AG039572]; National Institute on Aging (NIA)United States Department of Health & Human ServicesNational Institutes of Health (NIH) - USANIH National Institute on Aging (NIA) [1R01AG13662-01A2]; National Institute on Drug AbuseUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USANIH National Institute on Drug Abuse (NIDA) [DA011015]; Longitudinal Twin Study grant [HD10333]; MSU; National Institute of Mental Health (NIMH)United States Department of Health & Human ServicesNational Institutes of Health (NIH) - USANIH National Institute of Mental Health (NIMH) [R01MH081813, R01MH0820-54, R01MH092377-02, R21MH070542-01, R03MH63851-01]; Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD)United States Department of Health & Human ServicesNational Institutes of Health (NIH) - USANIH Eunice Kennedy Shriver National Institute of Child Health & Human Development (NICHD) [R01HD066040]; MSU Foundation [11-SPG-2518]; NIMHUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USANIH National Institute of Mental Health (NIMH) [R01MH58354]; NIH/NIAUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USANIH National Institute on Aging (NIA) [R01AG018384, R01AG018386, R01AG022381, R01AG022982]; VA San Diego Center of Excellence for Stress and Mental Health; Cooperative Studies Program of the Office of Research & Development of the US Department of Veterans Affairs (VA); Global Research Network Program of the National Research Foundation (NRF) [2011-220-E00006]; NRF of Korea [NRF-371-2011-1 B00047]; Japan Society for the Promotion of ScienceMinistry of Education, Culture, Sports, Science and Technology, Japan (MEXT)Japan Society for the Promotion of Science [15H05105]; National Health and Medical Research CouncilNational Health and Medical Research Council of Australia [1079102]; ERCEuropean Research Council (ERC) [240994]; [POCI/DES/56834/2004]; [5T32DA017637]; [5T32AG052371] This study was conducted within the Collaborative Project of Development of Anthropometrical Measures in Twins (Academy of Finland Grant 266592). Funding for individual collaborators is as follows. The Child and Adolescent Twin Study in Sweden is supported by the Swedish Research Council through the Swedish Initiative for Research on Microdata in the Social and Medical Sciences Framework Grant 340-2013-5867, grants provided by the Stockholm County Council (ALF projects), the Swedish Heart-Lung Foundation, and the Swedish Asthma and Allergy Association's Research Foundation. The Netherlands Twin Register acknowledges support from the Netherlands Organization for Scientific Research and MagW/ZonMW Grants 904-61-090, 985-10-002, 912-10-020, 904-61-193,480-04-004, 463-06-001, 451-04-034, 400-05-717, Addiction-31160008, Middelgroot-911-09-032, and Spinozapremie-56-464-14192; Vrije University's Institute for Health and Care Research; the European Research Council (ERC; grant 230374); and the Avera Institute, Sioux Falls, South Dakota. Data collection and analyses in Finnish twin cohorts have been supported by the European Network for Genetic and Genomic Epidemiology (ENGAGE; FP7-HEALTH-F4-2007, grant agreement 201413), the National Institute of Alcohol Abuse and Alcoholism (grants AA-12502, AA-00145, and AA-09203 to R. J. Rose), the Academy of Finland Center of Excellence in Complex Disease Genetics (grants 213506 and 129680), and the Academy of Finland (grants 100499, 205585, 118555, 141054, 265240, 264146, and 312073 to J. Kaprio). Since its origin, the East Flanders Prospective Survey has been partly supported by grants from the Fund of Scientific Research, Flanders and Twins, a nonprofit Association for Scientific Research in Multiple Births (Belgium). Gemini was supported by a grant from Cancer Research UK (C1418/A7974). Data collection and research stemming from the Norwegian Twin Registry are supported, in part, by the European Union's Seventh Framework Programmes ENGAGE Consortium (grant agreement HEALTH-F4-2007-201413) and Biobank Standardization and Harmonization for Research Excellence in the European Union (grant agreement HEALTH-F4-2010-261433). Madeira data come from Genetic and Environmental Influences on Physical Activity, Fitness and Health: the Madeira Family Study (project reference: POCI/DES/56834/2004, founded by the Portuguese agency for research [the Foundation for Science and Technology]). S. Y. Oncel and F. Aliev are supported by a Kirikkale University research grant (2009/43) and a Scientific and Technological Research Council of Turkey grant (114C117). K. Silventoinen is supported by Osaka University's International Joint Research Promotion Program. The Boston University Twin Project is funded by grants (R01HD068435 and R01MH062375) from the National Institutes of Health (NIH) to K. J. Saudino. The California Twin Program was supported by the California Tobacco-Related Disease Research Program (7RT-0134H, 8RT-0107H, and 6RT-0354H) and NIH (1R01ESO15150-01). The Carolina African American Twin Study of Aging was funded by a grant from the National Institute on Aging (NIA; 1R01AG13662-01A2) to K. E. Whitfield. The Colorado Twin Registry is funded by National Institute on Drug Abuse grant DA011015 and Longitudinal Twin Study grant HD10333; B. M. Huibregtse is supported by 5T32DA017637 and 5T32AG052371.; The Michigan State University (MSU) Twin Registry has been supported by MSU, as well as by grants R01MH081813, R01MH0820-54, R01MH092377-02, R21MH070542-01, and R03MH63851-01 from the National Institute of Mental Health (NIMH), grant R01HD066040 from the Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), and grant 11-SPG-2518 from the MSU Foundation. The content of this manuscript is solely the responsibility of the authors and does not necessarily represent the official views of NIMH, NICHD, or NIH. The University of Southern California Twin Study is funded by a grant from NIMH (R01MH58354). The Texas Twin Project is currently funded by grants AA023322 and HD081437 from NIH. The Vietnam Era Twin Study of Aging was supported by NIH/NIA grants R01AG018384, R01AG018386, R01AG022381, and R01AG022982 and, in part, with resources of the VA San Diego Center of Excellence for Stress and Mental Health. The Cooperative Studies Program of the Office of Research & Development of the US Department of Veterans Affairs (VA) has provided financial support for the development and maintenance of the Vietnam Era Twin Registry. The content of this manuscript is solely the responsibility of the authors and does not necessarily represent the official views of NIA/NIH or VA. The National Academy of Sciences-National Research Council Twin Registry acknowledges financial support from NIH grant R21AG039572. The Korean TwinFamily Register was supported by the Global Research Network Program of the National Research Foundation (NRF; 2011-220-E00006). The South Korea Twin Registry is supported by the NRF of Korea (NRF-371-2011-1 B00047). The West Japan Twins and Higher Order Multiple Births Registry was supported by a Grant-inAid for Scientific Research (B) (15H05105) from the Japan Society for the Promotion of Science. This research was facilitated through access to Twins Research Australia, a national resource supported by a Centre of Research Excellence Grant (1079102) from the National Health and Medical Research Council. The Longitudinal Israeli Study of Twins was funded by Starting Grant 240994 from the ERC to A. Knafo-Noam.