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Tracking of body mass index during childhood: a 15-year prospective population-based family study in eastern Finland

Abstract

OBJECTIVES: To investigate the tracking of body mass index (BMI) during childhood. The effect of birth weight and family history of obesity on BMI development during childhood was also evaluated.

METHODS: All children born during 1981–1982 in a rural community of eastern Finland were followed at ages 6 months, 7 and 15?y (-6?m, -7y, -15y). Out of 205 children, 138 completed the full follow-up period, of which 100 (45 girls) were included in the analysis with complete data.

RESULTS: BMI-6?m was significantly associated with BMI-7y (r=0.320; P-value=0.001), but no longer with BMI-15y. BMI-7y was significantly associated with BMI-15y (r=0.686; P-value <0.001). Children in the highest tertile of BMI-6?m did not have a higher risk of being in the highest tertile of either BMI-7y or BMI-15y compared with children in other tertiles of BMI-6?m. Children in the highest tertile of BMI-7y had a significantly higher risk of being in the highest tertile of BMI-15y (relative risk=3.6 (2.0–6.3)) compared with children in other tertiles of BMI-7y. BMI-7y was predicted negatively by parents' education and male gender and positively by BMI-6?m. BMI-15y was predicted positively by BMI-7y, the difference in BMI between ages 7?y and 6 months and the mean of BMI between ages 6 months and 7?y. Birth weight was not a good predictor of BMI during childhood. Children with at least one obese parent seemed to have higher BMI during childhood; however, this association did not reach a significant level.

CONCLUSION: The study confirmed the tracking of BMI during childhood. Neither birth weight nor family history of obesity was found a good predictor of BMI during childhood. The risk of obesity in adolescence can be determined during middle childhood and obese children may be targeted in lifestyle advice to reverse this trend. Parental education may have a key role in the prevention of obesity during childhood.

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References

  1. Pi-Sunyer FX . Health implications of obesity. Am J Clin Nutr 1991; 53: 1595S–1603S.

    Article  CAS  PubMed  Google Scholar 

  2. Kushner RF . Body weight and mortality. Nutr Rev 1993; 51: 127–136.

    Article  CAS  PubMed  Google Scholar 

  3. Solomon CG, Manson JE . Obesity and mortality: a review of the epidemiologic data. Am J Clin Nutr 1997; 66: 1044S–10450S.

    Article  CAS  PubMed  Google Scholar 

  4. Mossberg H . 40 year follow-up of overweight children. Lancet 1989; 2(8661): 491–493.

    Article  Google Scholar 

  5. Must A, Jacques PF, Dallal GE, Bajema CJ, Dietz WH . Long-term morbidity and mortality of overweight adolescents. A follow-up of the Harvard Growth Study of 1922 to 1935. N Engl J Med 1992; 327: 1360–1365.

    Article  Google Scholar 

  6. Gunnell DJ, Frankel SJ, Nanchahal K, Peters TJ, Smith GD . Childhood obesity and adult cardiovascular mortality: a 57-y follow-up study based on the Boyd Orr cohort. Am J Clin Nutr 1998; 67: 1111–1118.

    Article  CAS  PubMed  Google Scholar 

  7. American Diabetes Association. Type 2 diabetes in children and adolescents. Pediatrics 2000; 105: 671–680.

    Article  Google Scholar 

  8. Serdula MK, Ivery D, Coates RJ, Freedman DS, Williamson DF, Byers T . Do obese children become obese adults? A review of the literature. Prev Med 1993; 22: 167–177.

    Article  CAS  PubMed  Google Scholar 

  9. Workman PL, Mielke JH, Nevanlinna HR . The genetic structure of Finland. Am J Phys Anthropol 1976; 44: 341–367.

    Article  CAS  PubMed  Google Scholar 

  10. Sajantila A, Salem AH, Savolainen P, Bauer K, Gierig C, Paabo S . Paternal and maternal DNA lineages reveal a bottleneck in the founding of the Finnish population. Proc Natl Acad Sci USA 1996; 93: 12035–12039.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. de la Chapelle A, Wright FA . Linkage disequilibrium mapping in isolated populations: the example of Finland revisited. Proc Natl Acad Sci USA 1998; 95: 12416–12423.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  12. Peltonen L, Jalanko A, Varilo T . Molecular genetics of the Finnish disease heritage. Hum Mol Genet 1999; 8: 1913–1923.

    Article  CAS  PubMed  Google Scholar 

  13. Fuentes R, Notkola I-L, Shemeikka S, Tuomilehto J, Nissinen A . Tracking of systolic blood pressure during childhood: a 15-year follow-up population-based family study in eastern Finland. J Hypertens 2002; 20: 195–202.

    Article  CAS  PubMed  Google Scholar 

  14. Rolland-Cachera MF, Deheeger M, Guilloud-Bataille M, Avons P, Patois E, Sempe M . Tracking the development of adiposity from one month of age to adulthood. Ann Hum Biol 1987; 14: 219–229.

    Article  CAS  PubMed  Google Scholar 

  15. Rolland-Cachera MF, Bellisle F, Sempe M . The prediction in boys and girls of the weight/height index and various skinfold measurements in adults: a two-decade follow-up study. Int J Obes Relat Metab Disord 1989; 13: 305–311.

    CAS  Google Scholar 

  16. Muramatsu S, Sato Y, Miyao M, Muramatsu T, Ito A . A longitudinal study of obesity in Japan: relationship of body habitus between at birth and at age 17. Int J Obes Relat Metab Disord 1990; 14: 39–45.

    CAS  Google Scholar 

  17. Prokopec M, Bellisle F . Adiposity in Czech children followed from 1 month of age to adulthood: analysis of individual BMI patterns. Ann Hum Biol 1993; 20: 517–525.

    Article  CAS  PubMed  Google Scholar 

  18. Gasser T, Ziegler P, Seifert B, Molinari L, Largo RH, Prader A . Prediction of adult skinfolds and body mass from infancy through adolescence. Ann Hum Biol 1995; 22: 217–233.

    Article  CAS  PubMed  Google Scholar 

  19. Hulman S, Kushner H, Katz S, Falkner B . Can cardiovascular risk be predicted by newborn, childhood, and adolescent body size? An examination of longitudinal data in urban African Americans. J Pediatr 1998; 132: 90–97.

    Article  CAS  PubMed  Google Scholar 

  20. Williams S, Davie G, Lam F . Predicting BMI in young adults from childhood data using two approaches to modelling adiposity rebound. Int J Obes Relat Metab Disord 1999; 23: 348–354.

    Article  CAS  PubMed  Google Scholar 

  21. He Q, Karlberg J . Prediction of adult overweight during the pediatric years. Pediatr Res 1999; 46: 697–703.

    Article  CAS  PubMed  Google Scholar 

  22. He Q, Albertsson-Wikland K, Karlberg J . Population-based body mass index reference values from Goteborg, Sweden: birth to 18 years of age. Acta Paediatr 2000; 89: 582–592.

    Article  CAS  PubMed  Google Scholar 

  23. Livingstone MB . Childhood obesity in Europe: a growing concern. Public Health Nutr 2001; 4: 109–116.

    CAS  PubMed  Google Scholar 

  24. Kelly JL, Stanton WR, McGee R, Silva PA . Tracking relative weight in subjects studied longitudinally from ages 3 to 13 years. J Paediatr Child Health 1992; 28: 158–161.

    Article  CAS  PubMed  Google Scholar 

  25. Power C, Lake JK, Cole TJ . Body mass index and height from childhood to adulthood in the 1958 British birth cohort. Am J Clin Nutr 1997; 66: 1094–1101.

    Article  CAS  PubMed  Google Scholar 

  26. Stark O, Atkins E, Wolff OH, Douglas JW . Longitudinal study of obesity in the National Survey of Health and Development. Br Med J (Clin Res Ed) 1981; 283: 13–17.

    Article  CAS  Google Scholar 

  27. Mamalakis G, Kafatos A, Manios Y, Anagnostopoulou T, Apostolaki I . Obesity indices in a cohort of primary school children in Crete: a six year prospective study. Int J Obes Relat Metab Disord 2000; 24: 765–771.

    Article  CAS  PubMed  Google Scholar 

  28. Fisch RO, Bilek MK, Ulstrom R . Obesity and leanness at birth and their relationship to body habitus in later childhood. Pediatrics 1975; 56: 521–528.

    CAS  PubMed  Google Scholar 

  29. Chuang-Stein C, Tong DM . The impact and implication of regression to the mean on the design and analysis of medical investigations. Stat Methods Med Res 1997; 6: 115–128.

    Article  CAS  PubMed  Google Scholar 

  30. Frisancho AR . Prenatal compared with parental origins of adolescent fatness. Am J Clin Nutr 2000; 72: 1186–1190.

    Article  CAS  PubMed  Google Scholar 

  31. Seidman DS, Laor A, Gale R, Stevenson DK, Danon YL . A longitudinal study of birth weight and being overweight in late adolescence. Am J Dis Child 1991; 145: 782–785.

    CAS  PubMed  Google Scholar 

  32. Sorensen HT, Sabroe S, Rothman KJ, Gillman M, Fischer P, Sorensen TI . Relation between weight and length at birth and body mass index in young adulthood: cohort study. BMJ 1997; 315: 1137.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. Rasmussen F, Johansson M . The relation of weight, length and ponderal index at birth to body mass index and overweight among 18-year-old males in Sweden. Eur J Epidemiol 1998; 14: 373–380.

    Article  CAS  PubMed  Google Scholar 

  34. Fuentes R, Notkola I-L, Shemeikka S, Tuomilehto J, Nissinen A . Familial aggregation of body mass index: a population-based family study in eastern Finland. Horm Metab Res 2002; 7: 406–410.

    Article  Google Scholar 

  35. Greenlund KJ, Liu K, Dyer AR, Kiefe CI, Burke GL, Yunis C . Body mass index in young adults: associations with parental body size and education in the CARDIA Study. Am J Public Health 1996; 86: 480–485.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. Lake JK, Power C, Cole TJ . Child to adult body mass index in the 1958 British birth cohort: associations with parental obesity. Arch Dis Child 1997; 77: 376–381.

    Article  CAS  PubMed  Google Scholar 

  37. Whitaker RC, Wright JA, Pepe MS, Seidel KD, Dietz WH . Predicting obesity in young adulthood from childhood and parental obesity. N Engl J Med 1997; 337: 869–873.

    Article  CAS  PubMed  Google Scholar 

  38. Whitaker RC, Pepe MS, Wright JA, Seidel KD, Dietz WH . Early adiposity rebound and the risk of adult obesity. Pediatrics 1998; 101: E5.

    Article  CAS  PubMed  Google Scholar 

  39. Stettler N, Tershakovec AM, Zemel BS, Leonard MB, Boston RC, Katz SH, Stallings VA . Early risk factors for increased adiposity: a cohort study of African American subjects followed from birth to young adulthood. Am J Clin Nutr 2000; 72: 378–383.

    Article  CAS  PubMed  Google Scholar 

  40. Bao W, Srinivasan SR, Wattigney WA, Berenson GS . The relation of parental cardiovascular disease to risk factors in children and young adults. The Bogalusa Heart Study. Circulation 1995; 91: 365–371.

    Article  CAS  PubMed  Google Scholar 

  41. Bao W, Srinivasan SR, Valdez R, Greenlund KJ, Wattigney WA, Berenson GS . Longitudinal changes in cardiovascular risk from childhood to young adulthood in offspring of parents with coronary artery disease: the Bogalusa Heart Study. JAMA 1997; 278: 1749–1754.

    Article  CAS  PubMed  Google Scholar 

  42. Burke GL, Savage PJ, Sprafka JM, Selby JV, Jacobs Jr DR, Perkins LL, Roseman JM, Hughes GH, Fabsitz RR . Relation of risk factor levels in young adulthood to parental history of disease. The CARDIA study. Circulation 1991; 84: 1176–1187.

    Article  CAS  PubMed  Google Scholar 

  43. Pereira MA, Schreiner PJ, Pankow JS, Williams RR, Higgins M, Province MA, Rao DC . The Family Risk Score for coronary heart disease: associations with lipids, lipoproteins, and body habitus in a middle-aged bi-racial cohort: The ARIC study. Ann Epidemiol 2000; 10: 239–245.

    Article  CAS  PubMed  Google Scholar 

  44. Dietz WH, Bellizzi MC . Introduction: the use of body mass index to assess obesity in children. Am J Clin Nutr 1999; 70(Part 2): S123–S125.

    Article  Google Scholar 

Download references

Acknowledgements

This study was funded by the Juho Vainio Foundation, the Finnish Cultural Foundation of Northern Savo, the Finnish Foundation for Cardiovascular Research, the Ministry of Education of Finland and the Academy of Finland.

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Correspondence to R M Fuentes.

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Fuentes, R., Notkola, IL., Shemeikka, S. et al. Tracking of body mass index during childhood: a 15-year prospective population-based family study in eastern Finland. Int J Obes 27, 716–721 (2003). https://doi.org/10.1038/sj.ijo.0802271

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