Skip to main content
Log in

Influences of FTO gene on onset age of adult overweight

  • Original Investigation
  • Published:
Human Genetics Aims and scope Submit manuscript

Abstract

FTO affects changes in BMI during both childhood and adulthood. However, its effect on onset age of overweight in adulthood is not known. To address this question, we conducted a study to examine effects of FTO tag SNPs on censored age of overweight in the longitudinal Bogalusa Heart Study (BHS) cohort, which began in 1973–1974. Of participating subjects, 658 whites (308 males and 350 females) with genotype data were selected for the study. The FTO gene was examined by a survival analysis of 30 tag SNPs regarding their association with left, interval and right-censored adult overweight. After adjustment for birth weight and sex, SNP rs9939609 has a small nominal p value of 0.004 for the association with onset age, which has an expected proportion of false positives of 9.6 % after adjusting for multiple tests. It was estimated that genotypes AA, AT and TT have onset age (standard error) of 22.82 (1.07), 28.96 (1.04) and 27.76 (1.04) years, respectively, for a 50 % cumulative proportion of overweight in the population. Genotypes AA, AT and TT, respectively, have estimated survival probability of 65.8, 78.7 and 76.8 % at the age of 18; and survival probability of 6.5, 11.8 and 10.7 % at the age of 60. The odds ratios of survival beyond age ≥18 years are 0.52 for AA versus AT and 0.58 for AA versus TT. We thus concluded that risk genetic variants at FTO gene can accelerate the onset age and influence the survival odds of overweight in younger adults.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

Abbreviations

FTO:

Fat mass and obesity associated

SNP:

Single-nucleotide polymorphism

GWAS:

Genome-wide association studies

BMI:

Body mass index

LD:

Linkage disequilibrium

References

  • Abelson P, Kennedy D (2004) The obesity epidemic. Science 304:1413. doi:10.1126/science.304.5676.1413304/5676/1413

    Article  PubMed  CAS  Google Scholar 

  • Akaike H (1974) A new look at the statistical model identification. IEEE Trans. Autom. Control 19:716–723

    Article  Google Scholar 

  • Berenson GS (1980) Cardiovascular risk factors in children. Oxford University Press, New York

    Google Scholar 

  • Berenson GS, Pickoff AS (1995) Preventive cardiology and its potential influence on the early natural history of adult heart diseases: the Bogalusa Heart Study and the Heart Smart Program. Am J Med Sci 310(Suppl 1):S133–S138

    PubMed  Google Scholar 

  • Broyles S, Katzmarzyk PT, Srinivasan SR, Chen W, Bouchard C, Freedman DS, Berenson GS (2010) The pediatric obesity epidemic continues unabated in Bogalusa, Louisiana. Pediatrics 125:900–905. doi:peds.2009-274810.1542/peds.2009-2748

    Article  PubMed  Google Scholar 

  • Do R, Bailey SD, Desbiens K, Belisle A, Montpetit A, Bouchard C, Perusse L, Vohl MC, Engert JC (2008) Genetic variants of FTO influence adiposity, insulin sensitivity, leptin levels, and resting metabolic rate in the Quebec Family Study. Diabetes 57:1147–1150. doi:10.2337/db07-1267

    Article  PubMed  CAS  Google Scholar 

  • Ebbeling CB, Pawlak DB, Ludwig DS (2002) Childhood obesity: public-health crisis, common sense cure. Lancet 360:473–482

    Article  PubMed  Google Scholar 

  • Fabsitz RR, Carmelli D, Hewitt JK (1992) Evidence for independent genetic influences on obesity in middle age. Int J Obes Relat Metab Disord 16:657–666

    PubMed  CAS  Google Scholar 

  • Frayling TM, Timpson NJ, Weedon MN, Zeggini E, Freathy RM, Lindgren CM, Perry JR, Elliott KS, Lango H, Rayner NW, Shields B, Harries LW, Barrett JC, Ellard S, Groves CJ, Knight B, Patch AM, Ness AR, Ebrahim S, Lawlor DA, Ring SM, Ben-Shlomo Y, Jarvelin MR, Sovio U, Bennett AJ, Melzer D, Ferrucci L, Loos RJ, Barroso I, Wareham NJ, Karpe F, Owen KR, Cardon LR, Walker M, Hitman GA, Palmer CN, Doney AS, Morris AD, Smith GD, Hattersley AT, McCarthy MI (2007a) A common variant in the FTO gene is associated with body mass index and predisposes to childhood and adult obesity. Science 316:889–894. doi:114163410.1126/science.1141634

    Article  PubMed  CAS  Google Scholar 

  • Frayling TM, Timpson NJ, Weedon MN, Zeggini E, Freathy RM, Lindgren CM, Perry JRB, Elliott KS, Lango H, Rayner NW, Shields B, Harries LW, Barrett JC, Ellard S, Groves CJ, Knight B, Patch AM, Ness AR, Ebrahim S, Lawlor DA, Ring SM, Ben-Shlomo Y, Jarvelin MR, Sovio U, Bennett AJ, Melzer D, Ferrucci L, Loos RJF, Barroso I, Wareham NJ, Karpe F, Owen KR, Cardon LR, Walker M, Hitman GA, Palmer CNA, Doney ASF, Morris AD, Smith GD, Hattersley AT, McCarthy MI, Wellcome Trust Case C (2007b) A common variant in the FTO gene is associated with body mass index and predisposes to childhood and adult obesity. Science 316:889–894. doi:10.1126/science.1141634

    Article  PubMed  CAS  Google Scholar 

  • Govindaraju DR, Cupples LA, Kannel WB, O’Donnell CJ, Atwood LD, D’Agostino RB, Fox CS, Larson M, Levy D, Murabito J, Vasan RS, Splansky GL, Wolf PA, Benjamin EJ (2008) Genetics of the Framingham Heart Study Population. In: Hall JC (ed) Advances in genetics, vol 62. Elsevier Academic Press Inc, San Diego, pp 33–65

  • Grunnet LG, Nilsson E, Ling C, Hansen T, Pedersen O, Groop L, Vaag A, Poulsen P (2009) Regulation and function of FTO mRNA expression in human skeletal muscle and subcutaneous adipose tissue. Diabetes 58:2402–2408. doi:10.2337/db09-0205

    Article  PubMed  CAS  Google Scholar 

  • Hartigan JA, Wong MA (1979) Algorithm AS 136: a K-means clustering algorithm. J Royal Statistical Soc Series C (Appl Statistics) 28:100–108

    Google Scholar 

  • Haslam DW, James WPT (2005) Obesity. Lancet 366:1197–1209

    Article  PubMed  Google Scholar 

  • Haupt A, Thamer C, Machann J, Kirchhoff K, Stefan N, Tschritter O, Machicao F, Schick F, Haring HU, Fritsche A (2008) Impact of variation in the FTO gene on whole body fat distribution, ectopic fat, and weight loss. Obesity 16:1969–1972. doi:10.1038/oby.2008.283

    Article  PubMed  Google Scholar 

  • Horikoshi M, Hara K, Ito C, Shojima N, Nagai R, Ueki K, Froguel P, Kadowaki T (2007) Variations in the HHEX gene are associated with increased risk of type 2 diabetes in the Japanese population. Diabetologia 50:2461–2466. doi:10.1007/s00125-007-0827-5

    Article  PubMed  CAS  Google Scholar 

  • Hotta K, Nakata Y, Matsuo T, Kamohara S, Kotani K, Komatsu R, Itoh N, Mineo I, Wada J, Masuzaki H, Yoneda M, Nakajima A, Miyazaki S, Tokunaga K, Kawamoto M, Funahashi T, Hamaguchi K, Yamada K, Hanafusa T, Oikawa S, Yoshimatsu H, Nakao K, Sakata T, Matsuzawa Y, Tanaka K, Kamatani N, Nakamura Y (2008) Variations in the FTO gene are associated with severe obesity in the Japanese. J Hum Genet 53:546–553. doi:10.1007/s10038-008-0283-1

    Article  PubMed  CAS  Google Scholar 

  • Hsu FC, Lenchik L, Nicklas BJ, Lohman K, Register TC, Mychaleckyj J, Langefeld CD, Freedman BI, Bowden DW, Carr JJ (2005) Heritability of body composition measured by DXA in the diabetes heart study. Obes Res 13:312–319. doi:13/2/31210.1038/oby.2005.42

    Article  PubMed  Google Scholar 

  • Hunt SC, Stone S, Xin YP, Scherer CA, Magness CL, Iadonato SP, Hopkins PN, Adams TD (2008) Association of the FTO gene with BMI. Obesity 16:902–904. doi:10.1038/oby.2007.126

    Article  PubMed  CAS  Google Scholar 

  • Jorgenson E, Witte JS (2006) Coverage and power in genomewide association studies. Am J Hum Genet 78:884–888. doi:S0002-9297(07)63822-110.1086/503751

    Article  PubMed  CAS  Google Scholar 

  • Li HX, Wu Y, Loos RJF, Hu FB, Liu Y, Wang J, Yu Z, Lin X (2008) Variants in the fat mass- and obesity-associated (FTO) gene are not associated with obesity in a Chinese Han population. Diabetes 57:264–268

    Article  PubMed  CAS  Google Scholar 

  • Mei H, Chen W, Srinivasan SR, Jiang F, Schork N, Murray S, Smith E, So JD, Berenson GS (2010) FTO influences on longitudinal BMI over childhood and adulthood and modulation on relationship between birth weight and longitudinal BMI. Hum Genet 128:589–596. doi:10.1007/s00439-010-0883-7

    Article  PubMed  Google Scholar 

  • Mei H, Chen W, Jiang F, He J, Srinivasan S, Smith EN, Schork N, Murray S, Berenson GS (2012) Longitudinal Replication Studies of GWAS Risk SNPs Influencing Body Mass Index over the Course of Childhood and Adulthood. PLoS One 7:e31470. doi:10.1371/journal.pone.0031470

    Article  PubMed  CAS  Google Scholar 

  • Ogden CL, Carroll MD, Curtin LR, McDowell MA, Tabak CJ, Flegal KM (2006) Prevalence of overweight and obesity in the United States, 1999–2004. Jama J Am Med Assoc 295:1549–1555

    Article  CAS  Google Scholar 

  • Parsons TJ, Power C, Manor O (2001) Fetal and early life growth and body mass index from birth to early adulthood in 1958 British cohort: longitudinal study. Br Med J 323:1331–1335

    Article  CAS  Google Scholar 

  • Peeters A, Beckers S, Verrijken A, Roevens P, Peeters P, Van Gaal L, Van Hul W (2008) Variants in the FTO gene are associated with common obesity in the Belgian population. Mol Genet Metab 93:481–484. doi:10.1016/j.ymgme.2007.10.011

    Article  PubMed  CAS  Google Scholar 

  • Price AL, Patterson NJ, Plenge RM, Weinblatt ME, Shadick NA, Reich D (2006) Principal components analysis corrects for stratification in genome-wide association studies. Nat Genet 38:904–909. doi:ng184710.1038/ng1847

    Article  PubMed  CAS  Google Scholar 

  • Schousboe K, Willemsen G, Kyvik KO, Mortensen J, Boomsma DI, Cornes BK, Davis CJ, Fagnani C, Hjelmborg J, Kaprio J, De Lange M, Luciano M, Martin NG, Pedersen N, Pietilainen KH, Rissanen A, Saarni S, Sorensen TI, Van Baal GC, Harris JR (2003) Sex differences in heritability of BMI: a comparative study of results from twin studies in eight countries. Twin Res 6:409–421. doi:10.1375/136905203770326411

    PubMed  Google Scholar 

  • Scuteri A, Sanna S, Chen WM, Uda M, Albai G, Strait J, Najjar S, Nagaraja R, Orru M, Usala G, Dei M, Lai S, Maschio A, Busonero F, Mulas A, Ehret GB, Fink AA, Weder AB, Cooper RS, Galan P, Chakravarti A, Schlessinger D, Cao A, Lakatta E, Abecasis GR (2007) Genome-wide association scan shows genetic variants in the FTO gene are associated with obesity-related traits. PLoS Genet 3:1200–1210. doi:e11510.1371/journal.pgen.0030115

    Article  CAS  Google Scholar 

  • Singhal A, Wells J, Cole TJ, Fewtrell M, Lucas A (2003) Programming of lean body mass: a link between birth weight, obesity, and cardiovascular disease? Am J Clin Nutr 77:726–730

    PubMed  CAS  Google Scholar 

  • Tableman M, Kim JS (2003) Survival analysis using S. Chapman and Hall/CRC

  • The International HapMap Consortium (2005) A haplotype map of the human genome. Nature 437:1299–1320. doi:10.1038/nature04226

    Article  Google Scholar 

  • Yang TP, Beazley C, Montgomery SB, Dimas AS, Gutierrez-Arcelus M, Stranger BE, Deloukas P, Dermitzakis ET (2010) Genevar: a database and Java application for the analysis and visualization of SNP-gene associations in eQTL studies. Bioinformatics 26:2474–2476. doi:10.1093/bioinformatics/btq452

    Article  PubMed  CAS  Google Scholar 

Download references

Acknowledgments

This study was supported by grants HD-061437 and HD-062783 from the National Institute of Child Health and Human Development, 0855082E from American Heart Association, AG-16592 from the National Institute on Aging and in part by NIH/NCRR Grant UL1 RR025774.

Conflict of interest

None.

Author information

Authors and Affiliations

Authors

Corresponding authors

Correspondence to Hao Mei or Gerald S. Berenson.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Figure 1. The top three principal components of the study White sample (TIFF 96 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Mei, H., Chen, W., Mills, K. et al. Influences of FTO gene on onset age of adult overweight. Hum Genet 131, 1851–1859 (2012). https://doi.org/10.1007/s00439-012-1204-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00439-012-1204-0

Keywords

Navigation