Abstract
Evidence is limited as to whether heritable risk of obesity varies throughout adulthood. Among >34,000 European Americans, aged 18-100 years, from multiple U.S. studies in the Population Architecture using Genomics and Epidemiology (PAGE) Consortium, we examined evidence for heterogeneity in the associations of five established obesity risk variants (near FTO, GNPDA2, MTCH2, TMEM18, and NEGR1) with BMI across four distinct epochs of adulthood: 1) young adulthood (ages 18-25 years), adulthood (ages 26-49 years), middle-age adulthood (ages 50-69 years), and older adulthood (ages ≥70 years); or 2) by menopausal status in women and stratification by age 50 years in men. Summary-effect estimates from each meta-analysis were compared for heterogeneity across the life epochs. We found heterogeneity in the association of the FTO (rs8050136) variant with BMI across the four adulthood epochs (P = 0.0006), with larger effects in young adults relative to older adults (β [SE] = 1.17 [0.45] vs. 0.09 [0.09] kg/m², respectively, per A allele) and smaller intermediate effects. We found no evidence for heterogeneity in the association of GNPDA2, MTCH2, TMEM18, and NEGR1 with BMI across adulthood. Genetic predisposition to obesity may have greater effects on body weight in young compared with older adulthood for FTO, suggesting changes by age, generation, or secular trends. Future research should compare and contrast our findings with results using longitudinal data.
MeSH Terms
Adolescent
Adult
Aged
Aged, 80 and over
Aging
Alpha-Ketoglutarate-Dependent Dioxygenase FTO
Body Mass Index
Cohort Studies
Cross-Sectional Studies
Female
Genetic Association Studies
Health Surveys
Humans
Male
Middle Aged
Obesity/genetics,metabolism
Polymorphism, Single Nucleotide
Proteins/genetics,metabolism
United States
Whites
Young Adult
Chemicals
Proteins
Alpha-Ketoglutarate-Dependent Dioxygenase FTO
FTO protein, human
Authors & Affiliations
31 authors, click to expand affiliations / ORCID
Graff Mariaelisa
Department of Epidemiology, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.
Gordon-Larsen Penny
Lim Unhee
Fowke Jay H
Love Shelly-Ann
Fesinmeyer Megan
Wilkens Lynne R
Vertilus Shawyntee
Ritchie Marilyn D
Prentice Ross L
Pankow Jim
Monroe Kristine
Manson JoAnn E
Le Marchand Loïc
Kuller Lewis H
Kolonel Laurence N
Hong Ching P
Henderson Brian E
Haessler Jeff
Gross Myron D
Goodloe Robert
Franceschini Nora
Carlson Christopher S
Buyske Steven
Bůžková Petra
Hindorff Lucia A
Matise Tara C
Crawford Dana C
Haiman Christopher A
Peters Ulrike
North Kari E
References (25)
25 references, click to expand
-
Loss of muscle strength during aging studied at the gene level.
Rejuvenation Res. 2007 Sep;10(3):397-405
PMID: 17822355
-
Validation of self-reported anthropometrics in the Adventist Health Study 2.
BMC Public Health. 2011 Apr 05;11:213
PMID: 21466678
-
Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index.
Nat Genet. 2010 Nov;42(11):937-48
PMID: 20935630
-
The association of variants in the FTO gene with longitudinal body mass index profiles in non-Hispanic white children and adolescents.
Int J Obes (Lond). 2012 Jan;36(1):61-8
PMID: 21986706
-
Five-year obesity incidence in the transition period between adolescence and adulthood: the National Longitudinal Study of Adolescent Health.
Am J Clin Nutr. 2004 Sep;80(3):569-75
PMID: 15321794
-
METAL: fast and efficient meta-analysis of genomewide association scans.
Bioinformatics. 2010 Sep 1;26(17):2190-1
PMID: 20616382
-
The Next PAGE in understanding complex traits: design for the analysis of Population Architecture Using Genetics and Epidemiology (PAGE) Study.
Am J Epidemiol. 2011 Oct 1;174(7):849-59
PMID: 21836165
-
Haploview: analysis and visualization of LD and haplotype maps.
Bioinformatics. 2005 Jan 15;21(2):263-5
PMID: 15297300
-
Influence of common variants in FTO and near INSIG2 and MC4R on growth curves for adiposity in African- and European-American youth.
Eur J Epidemiol. 2011 Jun;26(6):463-73
PMID: 21544599
-
Genome-wide association yields new sequence variants at seven loci that associate with measures of obesity.
Nat Genet. 2009 Jan;41(1):18-24
PMID: 19079260
-
Estimation of genetic effects on BMI during adolescence in an ethnically diverse cohort: The National Longitudinal Study of Adolescent Health.
Nutr Diabetes. 2012 Sep 24;2:e47
PMID: 23168566
-
Genetic susceptibility to obesity and related traits in childhood and adolescence: influence of loci identified by genome-wide association studies.
Diabetes. 2010 Nov;59(11):2980-8
PMID: 20724581
-
Genetic factors contributing to obesity and body weight can act through mechanisms affecting muscle weight, fat weight, or both.
Physiol Genomics. 2009 Jan 8;36(2):114-26
PMID: 18984673
-
Role of BMI-associated loci identified in GWAS meta-analyses in the context of common childhood obesity in European Americans.
Obesity (Silver Spring). 2011 Dec;19(12):2436-9
PMID: 21779088
-
Physical activity and the association of common FTO gene variants with body mass index and obesity.
Arch Intern Med. 2008 Sep 8;168(16):1791-7
PMID: 18779467
-
Association of the fat mass and obesity-associated (FTO) gene variant (rs9939609) with dietary intake in the Finnish Diabetes Prevention Study.
Br J Nutr. 2012 Nov 28;108(10):1859-65
PMID: 22265018
-
Life course variations in the associations between FTO and MC4R gene variants and body size.
Hum Mol Genet. 2010 Feb 1;19(3):545-52
PMID: 19880856
-
Six new loci associated with body mass index highlight a neuronal influence on body weight regulation.
Nat Genet. 2009 Jan;41(1):25-34
PMID: 19079261
-
Genetic risk factors for BMI and obesity in an ethnically diverse population: results from the population architecture using genomics and epidemiology (PAGE) study.
Obesity (Silver Spring). 2013 Apr;21(4):835-46
PMID: 23712987
-
Physical activity attenuates the influence of FTO variants on obesity risk: a meta-analysis of 218,166 adults and 19,268 children.
PLoS Med. 2011 Nov;8(11):e1001116
PMID: 22069379
-
A high intake of saturated fatty acids strengthens the association between the fat mass and obesity-associated gene and BMI.
J Nutr. 2011 Dec;141(12):2219-25
PMID: 22049296
-
FTO, type 2 diabetes, and weight gain throughout adult life: a meta-analysis of 41,504 subjects from the Scandinavian HUNT, MDC, and MPP studies.
Diabetes. 2011 May;60(5):1637-44
PMID: 21398525
-
The bias in self-reported obesity from 1976 to 2005: a Canada-US comparison.
Obesity (Silver Spring). 2010 Feb;18(2):354-61
PMID: 19556977
-
The International HapMap Project.
Nature. 2003 Dec 18;426(6968):789-96
PMID: 14685227
-
Epidemiology: testosterone and the metabolic syndrome.
Int J Impot Res. 2007 Mar-Apr;19(2):124-8
PMID: 16858366