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) study1, 2, 3

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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 (a2 = 0.42) and girls (a2 = 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.

keywords

BMI
children
genetics
international comparisons
twins

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1

This study was conducted within the CODATwins project (Academy of Finland #266592). Support for participating twin projects: The Boston University Twin Project is funded by grants R01 HD068435 and R01 MH062375 from the NIH to KS. California Twin Program was supported by The California Tobacco-Related Disease Research Program grants 7RT-0134H, 8RT-0107H, and 6RT-0354H and by NIH grant 1R01ESO15150-01. Chinese National Twin Registry is funded by Special Fund for Health Scientific Research in the Public Welfare (Project No: 201502006), China. Colorado Twin Registry is funded by NIDA funded center grant DA011015, and Longitudinal Twin Study HD10333; BMH is supported by to 5T32DA017637-11. Danish Twin Registry is supported by the National Program for Research Infrastructure 2007 from the Danish Agency for Science, Technology and Innovation, The Research Council for Health and Disease, the Velux Foundation and the US NIH grant P01 AG08761. 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). Data collection and analyses in Finnish twin cohorts have been supported by ENGAGE–European Network for Genetic and Genomic Epidemiology, FP7-HEALTH-F4-2007, grant agreement 201413; National Institute of Alcohol Abuse and Alcoholism grants AA-12502, AA-00145, and AA-09203 to RJR; 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, 263278, and 264146 to JK. KS is supported by Osaka University’s International Joint Research Promotion Program. Gemini was supported by a grant from Cancer Research UK (C1418/A7974). Waves 1–3 of Genesis 12–19 were funded by the W T Grant Foundation, the University of London Central Research fund and Medical Research Council Training Fellowship grant G81/343 and Career Development Award G120/635 to TCE. Wave 4 was supported by the Economic and Social Research Council grant RES-000-22-2206 and the Institute of Social Psychiatry (06/07–11) to AMG, who was also supported at that time by a Leverhulme Research Fellowship grant RF/2/RFG/2008/0145. Wave 5 was supported by funding to AMG from Goldsmiths, University of London, United Kingdom. Guangzhou Twin Eye Study is supported by National Natural Science Foundation of China grant 81125007. Anthropometric measurements of the Hungarian twins were supported by Medexpert Ltd., Budapest, Hungary. Longitudinal Israeli Study of Twins was funded by the Starting Grant 240994 from the European Research Council to AK. The Michigan State University Twin Registry has been supported by Michigan State University, as well as grants R01-MH081813, R01-MH0820-54, R01-MH092377-02, R21-MH070542-01, and R03-MH63851-01 from the National Institute of Mental Health, R01-HD066040 from the Eunice Kennedy Shriver National Institute for Child Health and Human Development, and 11-SPG-2518 from the MSU Foundation. The NAS-NRC Twin Registry acknowledges financial support from NIH grant R21 AG039572. Netherlands Twin Register acknowledges 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, and 400-05-717, Addiction-31160008, Middelgroot-911-09-032, Spinozapremie 56-464-14192; VU University’s Institute for Health and Care Research; the European Research Council grant 230374; and the Avera Institute, Sioux Falls, SD. PETS was supported by the Australian National Health and Medical Research Council grant 437015 and 607358 to JC and RS, the Bonnie Babes Foundation grant BBF20704 to JMC, the Financial Markets Foundation for Children grant 032-2007 to JMC, and by the Victorian Government’s Operational Infrastructure Support Program. Madeira data comes from the following project: 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). The Quebec Newborn Twin Study acknowledges financial support from the Fonds Québécois de la Recherche sur la Société et la Culture, the Fonds de la Recherche en Santé du Québec, the Social Science and Humanities Research Council of Canada, the National Health Research Development Program, the Canadian Institutes for Health Research, Sainte-Justine Hospital’s Research Center, and the Canada Research Chair Program (MB). South Korea Twin Registry is supported by National Research Foundation of Korea grant NRF-371-2011-1 B00047. The Texas Twin Project is currently funded by grants AA023322 and HD081437 from the NIH. The Twins Early Development Study is supported by program grant G0901245 from the UK Medical Research Council and the work on obesity in the Twins Early Development Study is supported in part by the UK Biotechnology and Biological Sciences Research Council grant31/D19086. SYÖ and FA are supported by Kırıkkale University Research grant KKU 2009/43 and TUBITAK grant 114C117. TwinsUK was funded by European Community’s Seventh Framework Programme grant FP7/2007-2013. The study also receives support from the National Institute for Health Research BioResource Clinical Research Facility and Biomedical Research Centre based at Guy’s and St Thomas’ NHS Foundation Trust and King’s College London, United Kingdom. The University of Southern California Twin Study is funded by the National Institute of Mental Health grant R01 MH58354. University of Washington Twin Registry was supported in part by grant NIH RC2 HL103416 (D and PI). The West Japan Twins and Higher Order Multiple Births Registry was supported by Grant-in-Aid for Scientific Research (B) grant 15H05105 from the Japan Society for the Promotion of Science.

2

The content of this article is solely the responsibility of the authors and does not necessarily represent the official views of the National Institute of Mental Health, the Eunice Kennedy Shriver National Institute for Child Health and Human Development, or the NIH.

3

Supplemental Figure 1 and Supplemental Tables 1–5 are available from the “Online Supporting Material” link in the online posting of the article and from the same link in the online table of contents at http://ajcn.nutrition.org.

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JW is deceased.