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Repeated measures of body mass index and risk of health related outcomes

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Abstract

Most studies examining the association between body mass index (BMI) and mortality neglected changes in weight over time, which may have led to underestimation of the true association. The aim of this study is to examine the relationship between BMI and health related outcomes while accounting for variations of BMI over time. The association between BMI and both mortality and occupational disability was examined in a follow-up of 5,554 male construction workers in Württemberg/Germany, who participated at least two times in routine occupational health examinations between 1986 and 2005. Using Cox proportional hazards model with time dependent variables, hazard ratios were calculated with normal weight (<25 kg/m²) as reference after adjustment for potential confounding factors. Overall, an U-shaped association between baseline BMI and mortality (370 events) as well as occupational disability (658 events) was observed, with lowest risk at BMI levels between 25 and 30 kg/m². Men with a baseline BMI ≥ 30 kg/m² experienced a 10% higher mortality and disability risk than normal weight men. The association between BMI and occupational disability became stronger after accounting for temporal variability of BMI with a significant increased risk of 1.26 (95% confidence interval: 1.01–1.56) among obese men. In contrast, the association between BMI and mortality did not materially change after accounting for time dependent effects. Stable obesity as defined by a BMI of 30 kg/m² and above increases risk of disability in male construction workers. Accounting for changes of BMI over time is crucial for disclosing full impact of obesity.

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References

  1. International Association for the Study of Obesity. Global prevalence of adult obesity. In: IASO prevalence data. International Association for the Study of Obesity. 2011. http://www.iaso.org/site_media/uploads/Prevalence_of_Adult_Obesity_April_2011_New.pdf. Accessed 11 Jan 2012.

  2. World Health Organization. Obesity and overweight. In: Fact sheet 311. World Health Organization. 2011. http://www.who.int/mediacentre/factsheets/fs311/en/index.html. Accessed 11 Jan 2012.

  3. Anandacoomarasamy A, Fransen M, March L. Obesity and the musculoskeletal system. Curr Opin Rheumatol. 2009;21:71–7.

    Article  PubMed  Google Scholar 

  4. Calle EE, Rodriguez C, Walker-Thurmond K, Thun MJ. Overweight, obesity, and mortality from cancer in a prospectively studied cohort of U.S. adults. N Engl J Med. 2003;348:1625–38.

    Article  PubMed  Google Scholar 

  5. Field AE, Coakley EH, Must A, et al. Impact of overweight on the risk of developing common chronic diseases during a 10-year period. Arch Intern Med. 2001;161:1581–6.

    Article  PubMed  CAS  Google Scholar 

  6. Must A, Spadano J, Coakley EH, et al. The disease burden associated with overweight and obesity. JAMA. 1999;282:1523–9.

    Article  PubMed  CAS  Google Scholar 

  7. Adams KF, Schatzkin A, Harris TB, et al. Overweight, obesity, and mortality in a large prospective cohort of persons 50 to 71 years old. N Engl J Med. 2006;355:763–78.

    Article  PubMed  CAS  Google Scholar 

  8. Flegal KM, Graubard BI, Williamson DF, Gail MH. Excess deaths associated with underweight, overweight, and obesity. JAMA. 2005;293:1861–7.

    Article  PubMed  CAS  Google Scholar 

  9. Gurm HS, Brennan DM, Booth J, et al. Impact of body mass index on outcome after percutaneous coronary intervention (the obesity paradox). Am J Cardiol. 2002;90:42–5.

    Article  PubMed  Google Scholar 

  10. Romero-Corral A, Montori VM, Somers VK, et al. Association of bodyweight with total mortality and with cardiovascular events in coronary artery disease: a systematic review of cohort studies. Lancet. 2006;368:666–78.

    Article  PubMed  Google Scholar 

  11. Sempos CT, Durazo-Arvizu R, McGee DL, Cooper RS, Prewitt TE. The influence of cigarette smoking on the association between body weight and mortality. The Framingham Heart Study revisited. Ann Epidemiol. 1998;8:289–300.

    Article  PubMed  CAS  Google Scholar 

  12. Berrington de Gonzalez A, Hartge P, Cerhan JR, et al. Body-mass index and mortality among 1.46 million white adults. N Engl J Med. 2010;363:2211–9.

    Google Scholar 

  13. Reas DL, Nygard JF, Svensson E, Sorensen T, Sandanger I. Changes in body mass index by age, gender, and socio-economic status among a cohort of Norwegian men and women (1990–2001). BMC Public Health. 2007;7:269.

    Article  PubMed  Google Scholar 

  14. Corrada MM, Kawas CH, Mozaffar F, Paganini-Hill A. Association of body mass index and weight change with all-cause mortality in the elderly. Am J Epidemiol. 2006;163:938–49.

    Article  PubMed  Google Scholar 

  15. Harrington M, Gibson S, Cottrell RC. A review and meta-analysis of the effect of weight loss on all-cause mortality risk. Nutr Res Rev. 2009;22:93–108.

    Article  PubMed  Google Scholar 

  16. Keller HH, Ostbye T. Body Mass Index (BMI), BMI change and mortality in community-dwelling seniors without dementia. J Nutr Health Aging. 2005;9:316–20.

    PubMed  CAS  Google Scholar 

  17. Korkeila M, Rissanen A, Sorensen TI, Kaprio J. BMI, weight stability and mortality among adults without clinical co-morbidities: a 22-year mortality follow-up in the Finnish twin cohort. Obes Facts. 2009;2:344–51.

    Article  PubMed  Google Scholar 

  18. Myrskyla M, Chang VW. Weight change, initial BMI, and mortality among middle- and older-aged adults. Epidemiology. 2009;20:840–8.

    Article  PubMed  Google Scholar 

  19. Rzehak P, Meisinger C, Woelke G, et al. Weight change, weight cycling and mortality in the ERFORT male cohort study. Eur J Epidemiol. 2007;22:665–73.

    Article  PubMed  Google Scholar 

  20. Saito I, Konishi M, Iso H, Inoue M, Tsugane S. Impact of weight change on specific-cause mortality among middle-aged Japanese individuals. J Epidemiol Community Health. 2009;63:447–54.

    Article  PubMed  CAS  Google Scholar 

  21. Sauvaget C, Ramadas K, Thomas G, et al. Body mass index, weight change and mortality risk in a prospective study in India. Int J Epidemiol. 2008;37:990–1004.

    Article  PubMed  Google Scholar 

  22. Shimazu T, Kuriyama S, Ohmori-Matsuda K, et al. Increase in body mass index category since age 20 years and all-cause mortality: a prospective cohort study (the Ohsaki Study). Int J Obes (Lond). 2009;33:490–6.

    Article  CAS  Google Scholar 

  23. Sørensen TI, Rissanen A, Korkeila M, Kaprio J. Intention to lose weight, weight changes, and 18-y mortality in overweight individuals without co-morbidities. PLoS Med. 2005;. doi:10.1371/journal.pmed.0020171.

    PubMed  Google Scholar 

  24. Yun KE, Park HS, Song YM, Cho SI. Increases in body mass index over a 7-year period and risk of cause-specific mortality in Korean men. Int J Epidemiol. 2010;39:520–8.

    Article  PubMed  Google Scholar 

  25. He J, McGee D, Niu X, Choi W. Examining the dynamic association of BMI and mortality in the Framingham Heart Study. Int J Environ Res Public Health. 2009;6:3115–26.

    Article  PubMed  Google Scholar 

  26. Claessen H, Arndt V, Drath C, Brenner H. Overweight, obesity and risk of work disability: a cohort study of construction workers in Germany. Occup Environ Med. 2009;66:402–9.

    Article  PubMed  CAS  Google Scholar 

  27. Neovius K, Johansson K, Kark M, Neovius M. Obesity status and sick leave: a systematic review. Obes Rev. 2009;10:17–27.

    Article  PubMed  CAS  Google Scholar 

  28. Neovius K, Johansson K, Rössner S, Neovius M. Disability pension, employment and obesity status: a systematic review. Obes Rev. 2008;9:572–81.

    Article  PubMed  CAS  Google Scholar 

  29. Visscher TL, Rissanen A, Seidell JC, et al. Obesity and unhealthy life-years in adult finns: an empirical approach. Arch Intern Med. 2004;164:1413–20.

    Article  PubMed  Google Scholar 

  30. Walter S, Kunst A, Mackenbach J, Hofman A, Tiemeier H. Mortality and disability: the effect of overweight and obesity. Int J Obes (Lond). 2009;33:1410–8.

    Article  CAS  Google Scholar 

  31. Arndt V, Rothenbacher D, Zschenderlein B, Schuberth S, Brenner H. Body mass index and premature mortality in physically heavily working men–a ten-year follow-up of 20,000 construction workers. J Occup Environ Med. 2007;49:913–21.

    Article  PubMed  Google Scholar 

  32. Brenner H, Arndt V, Rothenbacher D, et al. Body weight, pre-existing disease, and all-cause mortality in a cohort of male employees in the German construction industry. J Clin Epidemiol. 1997;50:1099–106.

    Article  PubMed  CAS  Google Scholar 

  33. Arndt V, Rothenbacher D, Daniel U, et al. All-cause and cause specific mortality in a cohort of 20 000 construction workers;results from a 10 year follow up. Occup Environ Med. 2004;61:419–25.

    Article  PubMed  CAS  Google Scholar 

  34. Arrighi HM, Hertz-Picciotto I. The evolving concept of the healthy worker survivor effect. Epidemiology. 1994;5:189–96.

    Article  PubMed  CAS  Google Scholar 

  35. Van Gaal LF, Wauters MA, De Leeuw IH. The beneficial effects of modest weight loss on cardiovascular risk factors. Int J Obes Relat Metab Disord. 1997;21(Suppl 1):S5–9.

    PubMed  Google Scholar 

  36. Elliott AM, Aucott LS, Hannaford PC, Smith WC. Weight change in adult life and health outcomes. Obes Res. 2005;13:1784–92.

    Article  PubMed  Google Scholar 

  37. Droyvold WB, Lund Nilsen TI, Lydersen S, et al. Weight change and mortality: the Nord-Trondelag health study. J Intern Med. 2005;257:338–45.

    Article  PubMed  CAS  Google Scholar 

  38. Wannamethee SG, Shaper AG, Walker M. Weight change, weight fluctuation, and mortality. Arch Intern Med. 2002;162:2575–80.

    Article  PubMed  Google Scholar 

  39. Bigaard J, Frederiksen K, Tjonneland A, et al. Waist and hip circumferences and all-cause mortality: usefulness of the waist-to-hip ratio? Int J Obes Relat Metab Disord. 2004;28:741–7.

    Article  PubMed  CAS  Google Scholar 

  40. Wormser D, Kaptoge S, Di Angelantonio E, et al. Separate and combined associations of body-mass index and abdominal adiposity with cardiovascular disease: collaborative analysis of 58 prospective studies. Lancet. 2011;377:1085–95.

    PubMed  Google Scholar 

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Acknowledgments

Supported by the Association of the Workmen’s Compensation Board for Construction Workers, Germany, and by grants from the German Pension Fund (Deutsche Rentenversicherung Baden-Württemberg und Deutsche Rentenversicherung Bund) [grant number 0421/40-64-50-13].

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The authors declare that they have no conflict of interest.

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Correspondence to Volker Arndt.

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Claessen, H., Brenner, H., Drath, C. et al. Repeated measures of body mass index and risk of health related outcomes. Eur J Epidemiol 27, 215–224 (2012). https://doi.org/10.1007/s10654-012-9669-7

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  • DOI: https://doi.org/10.1007/s10654-012-9669-7

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