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Early anthropometric measures and reproductive factors as predictors of body mass index and obesity among older women

Abstract

OBJECTIVE:

To examine whether early anthropometric measures and reproductive factors were associated with body mass index (BMI), overweight, and obesity.

DESIGN:

Cross-sectional, observational study.

SUBJECTS:

In all, 18 109 healthy women who participated in the Swedish Mammography Cohort aged 49–83 y.

MEASUREMENTS:

Early anthropometric (birthweight and body shape at age 10 y) and reproductive (age at menarche, age at the birth of the first child, and parity) variables were our predictors and current BMI, overweight (BMI 25–29.99 kg/m2), and obesity (BMI ≥30 kg/m2) were our outcomes.

RESULTS:

In multivariate-adjusted polytomous logistic regression analysis, risk of overweight and obesity increased with increasing body shape at age 10 y and decreased with increasing age at menarche and age at first birth (P for trend <0.0001). A U-shaped relation with birthweight was observed. In our tests for effect modification of the relation with overweight/obesity (ow/ob; BMI ≥25 kg/m2), we detected significant interactions between body shape at 10 y and age (P<0.0001); body shape at 10 y and physical activity (P<0.0001); age at first birth and smoking (P=0.02); and parity and physical activity (P=0.004). The increased risk of ow/ob among women who reported a larger childhood body shape was reduced as women moved from the lowest to highest quartile of physical activity in adulthood. Likewise, the increasing risk of ow/ob among women with greater parity was reduced with increased physical activity.

CONCLUSION:

Early anthropometric measures and reproductive factors are significantly associated with BMI, overweight, and obesity among older women. The effects of childhood body weight, age at first birth, and parity may be modified by adult lifestyle choices, as well as age.

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References

  1. Seidell JC . Obesity in Europe. Obes Res 1995; 3 (Suppl 2): 89s–93s.

    Article  PubMed  Google Scholar 

  2. Lovejoy JC . The influence of sex hormones on obesity across the female life span. J Womens Health 1998; 7: 1247–1256.

    Article  CAS  PubMed  Google Scholar 

  3. Dionne I, Despres JP, Bouchard C, Tremblay A . Gender difference in the effect of body composition on energy metabolism. Int J Obes Relat Metab Disord 1999; 23: 312–319.

    Article  CAS  PubMed  Google Scholar 

  4. Parsons TJ, Power C, Logan S, Summerbell CD . Childhood predictors of adult obesity: a systematic review. Int J Obes Relat Metab Disord 1999; 23 (Suppl 8): S1–S107.

    PubMed  Google Scholar 

  5. Rogers I, Group E-BS . The influence of birthweight and intrauterine environment on adiposity and fat distribution in later life. Int J Obes Relat Metab Disord 2003; 27: 755–777.

    Article  PubMed  Google Scholar 

  6. Mossberg HO . 40-Year follow-up of overweight children. Lancet 1989; 2: 491–493.

    Article  CAS  PubMed  Google Scholar 

  7. Dietz WH . Childhood weight affects adult morbidity and mortality. J Nutr 1998; 128: 411S–414S.

    Article  CAS  PubMed  Google Scholar 

  8. Okasha M, McCarron P, McEwen J, Smith GD . Age at menarche: secular trends and association with adult anthropometric measures. Ann Hum Biol 2001; 28: 68–78.

    Article  CAS  PubMed  Google Scholar 

  9. Kirchengast S, Gruber D, Sator M, Huber J . Impact of the age at menarche on adult body composition in healthy pre- and postmenopausal women. Am J Phys Anthropol 1998; 105: 9–20.

    Article  CAS  PubMed  Google Scholar 

  10. Kirchengast S, Grossschmidt K, Huber J, Hauser G . Body composition characteristics after menopause. Coll Antropol 1998;22: 393–402.

    CAS  PubMed  Google Scholar 

  11. Kirchengast S, Gruber D, Sator M, Huber J . Postmenopausal weight status, body composition and body fat distribution in relation to parameters of menstrual and reproductive history. Maturitas 1999; 33: 117–126.

    Article  CAS  PubMed  Google Scholar 

  12. Harris HE, Ellison GT, Holliday M, Lucassen E . The impact of pregnancy on the long-term weight gain of primiparous women in England. Int J Obes Relat Metab Disord 1997; 21: 747–755.

    Article  CAS  PubMed  Google Scholar 

  13. Brown JE, Kaye SA, Folsom AR . Parity-related weight change in women. Int J Obes Relat Metab Disord 1992; 16: 627–631.

    CAS  PubMed  Google Scholar 

  14. Michels KB, Holmberg L, Bergkvist L, Wolk A . Coffee, tea, and caffeine consumption and breast cancer incidence in a cohort of Swedish women. Ann Epidemiol 2002; 12: 21–26.

    Article  PubMed  Google Scholar 

  15. Must A, Willett WC, Dietz WH . Remote recall of childhood health, weight and body build by elderly subjects. Amer J Epidemiol 1993; 138: 56–64.

    Article  CAS  Google Scholar 

  16. Norman A, Bellocco R, Bergstrom A, Wolk A . Validity and reproducibility of self-reported total physical activity—differences by relative weight. Int J Obes Metab Relat Disord 2001; 25: 682–688.

    Article  CAS  Google Scholar 

  17. Kuskowska-Wolk A, Karlsson P, Stolt M, Rossner S . The predictive validity of body mass index based on self-reported weight and height. Int J Obes Relat Metab Disord 1989; 13: 441–453.

    CAS  Google Scholar 

  18. James PT, Leach R, Kalamara E, Shayeghi M . The worldwide obesity epidemic. Obes Res 2001; 9 (Suppl 4): 228S–233S.

    Article  PubMed  Google Scholar 

  19. Wolfe WS, Sobal J, Olson CM, Frongillo Jr EA, Williamson DF . Parity-associated weight gain and its modification by sociodemographic and behavioral factors: a prospective analysis in US women. Int J Obes Relat Metab Disord 1997; 21: 802–810.

    Article  CAS  PubMed  Google Scholar 

  20. Matthews KA, Abrams B, Crawford S, Miles T, Neer R, Powell LH, Wesley D . Body mass index in mid-life women: relative influence of menopause, hormone use, and ethnicity. Int J Obes Relat Metab Disord 2001; 25: 863–873.

    Article  CAS  PubMed  Google Scholar 

  21. Toth MJ, Tchernof A, Sites CK, Poehlman ET . Menopause-related changes in body fat distribution. Ann NY Acad Sci 2000; 904: 502–506.

    Article  CAS  PubMed  Google Scholar 

  22. Gortmaker SL, Dietz Jr WH, Cheung LW . Inactivity, diet, and the fattening of America. J Am Diet Assoc 1990; 90: 1247–1252.

    CAS  PubMed  Google Scholar 

  23. Johnston FE, McKigney JI, Hopwood S, Smelker J . Physical growth and development of urban native Americans: a study in urbanization and its implications for nutritional status. Am J Clin Nutr 1978; 31: 1017–1027.

    Article  CAS  PubMed  Google Scholar 

  24. Stunkard AJ . Socioeconomic status and obesity. Ciba Found Symp 1996; 201: 174–182.

    CAS  PubMed  Google Scholar 

  25. Gale CR, Martyn CN, Kellingray S, Eastell R, Cooper C . Intrauterine programming of adult body composition. J Clin Endocrinol Metab 2001; 86: 267–272.

    CAS  PubMed  Google Scholar 

  26. Phillips DI, Young JB . Birth weight, climate at birth and the risk of obesity in adult life. Int J Obes Relat Metab Disord 2000; 24: 281–287.

    Article  CAS  PubMed  Google Scholar 

  27. Fall CH, Osmond C, Barker DJ, Clark PM, Hales CN, Stirling Y, Meade TW . Fetal and infant growth and cardiovascular risk factors in women. BMJ 1995; 310: 428–432.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  28. Yarbrough DE, Barrett-Connor E, Kritz-Silverstein D, Wingard DL . Birth weight, adult weight, and girth as predictors of the metabolic syndrome in postmenopausal women: the Rancho Bernardo Study. Diabetes Care 1998; 21: 1652–1658.

    Article  CAS  PubMed  Google Scholar 

  29. Phillips DI . Relation of fetal growth to adult muscle mass and glucose tolerance. Diabetes Med 1995; 12: 686–690.

    Article  CAS  Google Scholar 

  30. Sayer AA, Syddall HE, Dennison EM, Gilbody HJ, Duggleby SL, Cooper C, Barker DJ, Phillips DI . Birth weight, weight at 1 y of age, and body composition in older men: findings from the Hertfordshire Cohort Study. Am J Clin Nutr 2004; 80: 199–203.

    Article  CAS  PubMed  Google Scholar 

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

    Article  CAS  PubMed  Google Scholar 

  32. Eriksson J, Forsen T, Tuomilehto J, Osmond C, Barker D . Size at birth, childhood growth and obesity in adult life. Int J Obes Relat Metab Disord 2001; 25: 735–740.

    Article  CAS  PubMed  Google Scholar 

  33. Parsons TJ, Power C, Manor O . Fetal and early life growth and body mass index from birth to early adulthood in 1958 British cohort: longitudinal study. BMJ 2001; 323: 1331–1335.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  34. Laitinen J, Power C, Jarvelin MR . Family social class, maternal body mass index, childhood body mass index, and age at menarche as predictors of adult obesity. Am J Clin Nutr 2001; 74: 287–294.

    Article  CAS  PubMed  Google Scholar 

  35. Guo SS, Huang C, Maynard LM, Demerath E, Towne B, Chumlea WC, Siervogel RM . Body mass index during childhood, adolescence and young adulthood in relation to adult overweight and adiposity: the Fels Longitudinal Study. Int J Obes Relat Metab Disord 2000; 24: 1628–1635.

    Article  CAS  PubMed  Google Scholar 

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

    Article  CAS  PubMed  Google Scholar 

  37. Casey VA, Dwyer JT, Coleman KA, Valadian I . Body mass index from childhood to middle age: a 50-y follow-up. Am J Clin Nutr 1992; 56: 14–18.

    Article  CAS  PubMed  Google Scholar 

  38. Guo SS, Roche AF, Chumlea WC, Gardner JD, Siervogel RM . The predictive value of childhood body mass index values for overweight at age 35 y. Am J Clin Nutr 1994; 59: 810–819.

    Article  CAS  PubMed  Google Scholar 

  39. Guo SS, Chumlea WC . Tracking of body mass index in children in relation to overweight in adulthood. Am J Clin Nutr 1999; 70: 145S–148S.

    Article  CAS  PubMed  Google Scholar 

  40. Freedman DS, Khan LK, Serdula MK, Dietz WH, Srinivasan SR, Berenson GS . The relation of menarcheal age to obesity in childhood and adulthood: the Bogalusa heart study. BMC Pediatr 2003; 3: 3.

    Article  PubMed  PubMed Central  Google Scholar 

  41. Wen W, Gao YT, Shu XO, Yang G, Li HL, Jin F, Zheng W . Sociodemographic, behavioral, and reproductive factors associated with weight gain in Chinese women. Int J Obes Relat Metab Disord 2003; 27: 933–940.

    Article  CAS  PubMed  Google Scholar 

  42. Harris HE, Ellison GT, Holliday M . Is there an independent association between parity and maternal weight gain? Ann Hum Biol 1997; 24: 507–519.

    Article  CAS  PubMed  Google Scholar 

  43. Coitinho DC, Sichieri R, D’Aquino Benicio MH . Obesity and weight change related to parity and breast-feeding among parous women in Brazil. Public Health Nutr 2001; 4: 865–870.

    Article  CAS  PubMed  Google Scholar 

  44. Seidell J, Visscher T . Body weight and weight change and their health implications for the elderly. Eur J Clin Nutr 2000; 54: S33–S39.

    Article  PubMed  Google Scholar 

  45. Kyle UG, Genton L, Hans D, Karsegard VL, Michel JP, Slosman DO, Pichard C . Total body mass, fat mass, fat-free mass, and skeletal muscle in older people: cross-sectional differences in 60-year-old persons. J Am Geriatr Soc 2001; 49: 1633–1640.

    Article  CAS  PubMed  Google Scholar 

  46. Kyle UG, Genton L, Slosman DO, Pichard C . Fat-free and fat mass percentiles in 5225 healthy subjects aged 15 to 98 years. Nutrition 2001; 17: 534–541.

    Article  CAS  PubMed  Google Scholar 

  47. Roberts SB, McCrory MA, Saltzman E . The influence of dietary composition on energy intake and body weight. J Am Coll Nutr 2002; 21: 140S–145S.

    Article  PubMed  Google Scholar 

  48. Doucet E, Tremblay A . Food intake, energy balance and body weight control. Eur J Clin Nutr 1997; 51: 846–855.

    Article  CAS  PubMed  Google Scholar 

  49. Hays NP, Bathalon GP, McCrory MA, Roubenoff R, Lipman R, Roberts SB . Eating behavior correlates of adult weight gain and obesity in healthy women aged 55–65 y. Am J Clin Nutr 2002; 75: 476–483.

    Article  CAS  PubMed  Google Scholar 

  50. Sammel MD, Grisso JA, Freeman EW, Hollander L, Liu L, Liu S, Nelson DB, Battistini M . Weight gain among women in the late reproductive years. Fam Pract 2003; 20: 401–409.

    Article  PubMed  Google Scholar 

  51. Bouchard C . Genetics of human obesity: recent results form linkage studies. J Nutr 1997; 127: 1887S–1890S.

    Article  CAS  PubMed  Google Scholar 

  52. Lake JK, Power C, Cole TJ . Women's reproductive health: the role of body mass index in early and adult life. Int J Obes Relat Metab Disord 1997; 21: 432–438.

    Article  CAS  PubMed  Google Scholar 

  53. Allison DB, Kaprio J, Korkeila M, Koskenvuo M, Neale MC, Hayakawa K . The heritability of body mass index among an international sample of monozygotic twins reared apart. Int J Obes Relat Metab Disord 1996; 20: 501–506.

    CAS  PubMed  Google Scholar 

  54. Krahnstoever Davison K, Lipps Birch L . Obesigenic families: parents’ physical activity and dietary intake patterns predict girls’ risk of overweight. Int J Obes Relat Metab Disord 2002; 26: 1186–1193.

    Article  PubMed  Google Scholar 

  55. 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 

  56. Magarey AM, Daniels LA, Boulton TJ, Cockington RA . Predicting obesity in early adulthood from childhood and parental obesity. Int J Obes Relat Metab Disord 2003; 27: 505–513.

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

This research was supported by the Swedish Research Council/Section 4-Longitudinal Studies, the Swedish Cancer Society, and the Swedish Foundation for International Cooperation in Research and Higher Learning.

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Correspondence to P K Newby.

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Newby, P., Dickman, P., Adami, HO. et al. Early anthropometric measures and reproductive factors as predictors of body mass index and obesity among older women. Int J Obes 29, 1084–1092 (2005). https://doi.org/10.1038/sj.ijo.0802996

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