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Overweight duration in older adults and cancer risk: a study of cohorts in Europe and the United States

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Abstract

Recent studies have shown that cancer risk related to overweight and obesity is mediated by time and might be better approximated by using life years lived with excess weight. In this study we aimed to assess the impact of overweight duration and intensity in older adults on the risk of developing different forms of cancer. Study participants from seven European and one US cohort study with two or more weight assessments during follow-up were included (n = 329,576). Trajectories of body mass index (BMI) across ages were estimated using a quadratic growth model; overweight duration (BMI ≥ 25) and cumulative weighted overweight years were calculated. In multivariate Cox models and random effects analyses, a longer duration of overweight was significantly associated with the incidence of obesity-related cancer [overall hazard ratio (HR) per 10-year increment: 1.36; 95 % CI 1.12–1.60], but also increased the risk of postmenopausal breast and colorectal cancer. Additionally accounting for the degree of overweight further increased the risk of obesity-related cancer. Risks associated with a longer overweight duration were higher in men than in women and were attenuated by smoking. For postmenopausal breast cancer, increased risks were confined to women who never used hormone therapy. Overall, 8.4 % of all obesity-related cancers could be attributed to overweight at any age. These findings provide further insights into the role of overweight duration in the etiology of cancer and indicate that weight control is relevant at all ages. This knowledge is vital for the development of effective and targeted cancer prevention strategies.

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References

  1. Finucane MM, Stevens GA, Cowan MJ, et al. National, regional, and global trends in body-mass index since 1980: systematic analysis of health examination surveys and epidemiological studies with 960 country-years and 9.1 million participants. Lancet. 2011;377(9765):557–67.

    Article  PubMed  PubMed Central  Google Scholar 

  2. Collaboration NRF, Di Cesare M, Bentham J, et al. Trends in adult body-mass index in 200 countries from 1975 to 2014: a pooled analysis of 1698 population-based measurement studies with 19.2 million participants. Lancet. 2016;387(10026):1377–96. doi:10.1016/S0140-6736(16)30054-X.

    Article  Google Scholar 

  3. Ogden CL, Carroll MD, Kit BK, Flegal KM. Prevalence of childhood and adult obesity in the United States, 2011–2012. JAMA. 2014;311(8):806–14. doi:10.1001/jama.2014.732.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  4. Stevens GA, Singh GM, Lu Y, et al. National, regional, and global trends in adult overweight and obesity prevalences. Popul Health Metr. 2012;10(1):22.

    Article  PubMed  PubMed Central  Google Scholar 

  5. Overweight and obesity—BMI statistics [database on the Internet]. Eurostat. 2015 [cited 28-08-2015]. http://ec.europa.eu/eurostat/statistics-explained/index.php?title=Overweight_and_obesity_-_BMI_statistics&oldid=120144.

  6. Lakdawalla DN, Goldman DP, Shang B. The health and cost consequences of obesity among the future elderly. Health Aff. 2005;24(Suppl 2):W5R30–41. doi:10.1377/hlthaff.w5.r30.

    Google Scholar 

  7. Arnold M, Pandeya N, Byrnes G, et al. Global burden of cancer attributable to high body-mass index in 2012: a population-based study. Lancet Oncol. 2015;16(1):36–46. doi:10.1016/S1470-2045(14)71123-4.

    Article  PubMed  Google Scholar 

  8. Renehan AG, Tyson M, Egger M, Heller RF, Zwahlen M. Body-mass index and incidence of cancer: a systematic review and meta-analysis of prospective observational studies. Lancet. 2008;371(9612):569–78.

    Article  PubMed  Google Scholar 

  9. Arnold M, Leitzmann M, Freisling H, et al. Obesity and cancer: an update of the global impact. Cancer Epidemiol. 2016;41:8–15. doi:10.1016/j.canep.2016.01.003.

    Article  PubMed  Google Scholar 

  10. Abdullah A, Stoelwinder J, Shortreed S, et al. The duration of obesity and the risk of type 2 diabetes. Public Health Nutr. 2011;14(1):119–26. doi:10.1017/S1368980010001813.

    Article  PubMed  Google Scholar 

  11. Abdullah A, Amin FA, Stoelwinder J, et al. Estimating the risk of cardiovascular disease using an obese-years metric. BMJ Open. 2014;4(9):e005629. doi:10.1136/bmjopen-2014-005629.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Abdullah A, Wolfe R, Stoelwinder JU, et al. The number of years lived with obesity and the risk of all-cause and cause-specific mortality. Int J Epidemiol. 2011;40(4):985–96.

    Article  PubMed  Google Scholar 

  13. Bianchini F, Kaaks R, Vainio H. Overweight, obesity, and cancer risk. Lancet Oncol. 2002;3(9):565–74.

    Article  PubMed  Google Scholar 

  14. Boffetta P, Bobak M, Borsch-Supan A, et al. The Consortium on Health and Ageing: network of Cohorts in Europe and the United States (CHANCES) project–design, population and data harmonization of a large-scale, international study. Eur J Epidemiol. 2014;29(12):929–36. doi:10.1007/s10654-014-9977-1.

    Article  PubMed  Google Scholar 

  15. World Cancer Research Fund. Food, nutrition, physical activity and the prevention of cancer: a global perspective: a project of World Cancer Research Fund International. Washington, D.C.: American Institute for Cancer Research; 2007.

  16. Heo M, Faith MS, Mott JW, Gorman BS, Redden DT, Allison DB. Hierarchical linear models for the development of growth curves: an example with body mass index in overweight/obese adults. Stat Med. 2003;22(11):1911–42. doi:10.1002/sim.1218.

    Article  PubMed  Google Scholar 

  17. Naumova EN, Must A, Laird NM. Tutorial in biostatistics: evaluating the impact of ‘critical periods’ in longitudinal studies of growth using piecewise mixed effects models. Int J Epidemiol. 2001;30(6):1332–41.

    Article  CAS  PubMed  Google Scholar 

  18. Harris RJ, Bradburn MJ, Deeks JJ, Harbord RM, Altman DG, Sterne JAC. Metan: fixed- and random-effects meta-analysis. Stata J. 2008;8(1):3–28.

    Google Scholar 

  19. Rockhill B, Newman B, Weinberg C. Use and misuse of population attributable fractions. Am J Public Health. 1998;88(1):15–9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. Hanley JA. A heuristic approach to the formulas for population attributable fraction. J Epidemiol Community Health. 2001;55(7):508–14.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  21. Miettinen OS. Proportion of disease caused or prevented by a given exposure, trait or intervention. Am J Epidemiol. 1974;99(5):325–32.

    CAS  PubMed  Google Scholar 

  22. Greenland S, Drescher K. Maximum likelihood estimation of the attributable fraction from logistic models. Biometrics. 1993;49(3):865–72.

    Article  CAS  PubMed  Google Scholar 

  23. Reeves GK, Pirie K, Beral V, et al. Cancer incidence and mortality in relation to body mass index in the Million Women Study: cohort study. BMJ. 2007;335(7630):1134. doi:10.1136/bmj.39367.495995.AE.

    Article  PubMed  PubMed Central  Google Scholar 

  24. Calle EE, Kaaks R. Overweight, obesity and cancer: epidemiological evidence and proposed mechanisms. Nat Rev Cancer. 2004;4(8):579–91. doi:10.1038/nrc1408.

    Article  CAS  PubMed  Google Scholar 

  25. Morimoto LM, White E, Chen Z, et al. Obesity, body size, and risk of postmenopausal breast cancer: the Women’s Health Initiative (United States). Cancer Causes Control. 2002;13(8):741–51.

    Article  PubMed  Google Scholar 

  26. Food, Nutrition, Physical activity, and the Prevention of Breast Cancer. Continuous Update Project Report: World Cancer Research Fund/American Institute for Cancer Research; 2010.

  27. Reeves KW, Carter GC, Rodabough RJ, et al. Obesity in relation to endometrial cancer risk and disease characteristics in the Women’s Health Initiative. Gynecol Oncol. 2011;121(2):376–82. doi:10.1016/j.ygyno.2011.01.027.

    Article  PubMed  PubMed Central  Google Scholar 

  28. Bhaskaran K, Douglas I, Forbes H, Dos-Santos-Silva I, Leon DA, Smeeth L. Body-mass index and risk of 22 specific cancers: a population-based cohort study of 5·24 million UK adults. Lancet. 2014;. doi:10.1016/s0140-6736(14)60892-8.

    PubMed Central  Google Scholar 

  29. Wang Y, Jacobs EJ, Teras LR, et al. Lack of evidence for effect modification by estrogen of association between body mass index and colorectal cancer risk among postmenopausal women. Cancer Causes Control. 2007;18(8):793–9. doi:10.1007/s10552-007-9009-5.

    Article  PubMed  Google Scholar 

  30. Slattery ML, Ballard-Barbash R, Edwards S, Caan BJ, Potter JD. Body mass index and colon cancer: an evaluation of the modifying effects of estrogen (United States). Cancer Causes Control. 2003;14(1):75–84.

    Article  CAS  PubMed  Google Scholar 

  31. Keimling M, Renehan AG, Behrens G, et al. Comparison of associations of body mass index, abdominal adiposity, and risk of colorectal cancer in a large prospective cohort study. Cancer Epidemiol Biomarkers Prev. 2013;22(8):1383–94. doi:10.1158/1055-9965.EPI-13-0353.

    Article  PubMed  Google Scholar 

  32. Food, Nutrition, Physical activity, and the Prevention of Colorectal Cancer. Continuous Update Project Report: World Cancer Research Fund/American Institute for Cancer Research; 2011.

  33. Ford ES, Li C, Zhao G, Tsai J. Trends in obesity and abdominal obesity among adults in the United States from 1999–2008. Int J Obes. 2011;35(5):736–43. doi:10.1038/ijo.2010.186.

    Article  CAS  Google Scholar 

  34. Rose DP, Komninou D, Stephenson GD. Obesity, adipocytokines, and insulin resistance in breast cancer. Obes Rev. 2004;5(3):153–65. doi:10.1111/j.1467-789X.2004.00142.x.

    Article  CAS  PubMed  Google Scholar 

  35. Smith L, Brinton LA, Spitz MR, et al. Body mass index and risk of lung cancer among never, former, and current smokers. J Natl Cancer Inst. 2012;104(10):778–89. doi:10.1093/jnci/djs179.

    Article  PubMed  PubMed Central  Google Scholar 

  36. Aune D, Greenwood DC, Chan DS, et al. Body mass index, abdominal fatness and pancreatic cancer risk: a systematic review and non-linear dose–response meta-analysis of prospective studies. Ann Oncol. 2012;23(4):843–52. doi:10.1093/annonc/mdr398.

    Article  CAS  PubMed  Google Scholar 

  37. Henley SJ, Flanders WD, Manatunga A, Thun MJ. Leanness and lung cancer risk: fact or artifact? Epidemiology. 2002;13(3):268–76.

    Article  PubMed  Google Scholar 

  38. 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(17):1625–38. doi:10.1056/NEJMoa021423.

    Article  PubMed  Google Scholar 

  39. Olson JE, Yang P, Schmitz K, Vierkant RA, Cerhan JR, Sellers TA. Differential association of body mass index and fat distribution with three major histologic types of lung cancer: evidence from a cohort of older women. Am J Epidemiol. 2002;156(7):606–15.

    Article  CAS  PubMed  Google Scholar 

  40. Stolzenberg-Solomon RZ, Schairer C, Moore S, Hollenbeck A, Silverman DT. Lifetime adiposity and risk of pancreatic cancer in the NIH-AARP Diet and Health Study cohort. Am J Clin Nutr. 2013;98(4):1057–65. doi:10.3945/ajcn.113.058123.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  41. Ostbye T, Malhotra R, Landerman LR. Body mass trajectories through adulthood: results from the National Longitudinal Survey of Youth 1979 Cohort (1981–2006). Int J Epidemiol. 2011;40(1):240–50. doi:10.1093/ije/dyq142.

    Article  PubMed  Google Scholar 

  42. Botoseneanu A, Liang J. Latent heterogeneity in long-term trajectories of body mass index in older adults. J Aging Health. 2013;25(2):342–63. doi:10.1177/0898264312468593.

    Article  PubMed  Google Scholar 

  43. Decaria JE, Sharp C, Petrella RJ. Scoping review report: obesity in older adults. Int J Obes. 2012;36(9):1141–50. doi:10.1038/ijo.2012.29.

    Article  CAS  Google Scholar 

  44. Moore LL, Bradlee ML, Singer MR, et al. BMI and waist circumference as predictors of lifetime colon cancer risk in Framingham Study adults. Int J Obes Relat Metab Disord. 2004;28(4):559–67. doi:10.1038/sj.ijo.0802606.

    Article  CAS  Google Scholar 

  45. Janssen I, Katzmarzyk PT, Ross R. Waist circumference and not body mass index explains obesity-related health risk. Am J Clin Nutr. 2004;79(3):379–84.

    CAS  PubMed  Google Scholar 

  46. Peto J. That the effects of smoking should be measured in pack-years: misconceptions 4. Br J Cancer. 2012;107(3):406–7. doi:10.1038/bjc.2012.97.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  47. Hernan MA. The hazards of hazard ratios. Epidemiology. 2010;21(1):13–5. doi:10.1097/EDE.0b013e3181c1ea43.

    Article  PubMed  PubMed Central  Google Scholar 

  48. Thomas DC. Invited commentary: is it time to retire the “pack-years” variable? Maybe not! Am J Epidemiol. 2014;179(3):299–302. doi:10.1093/aje/kwt274.

    Article  PubMed  Google Scholar 

  49. Zamboni M, Mazzali G, Zoico E, et al. Health consequences of obesity in the elderly: a review of four unresolved questions. Int J Obes. 2005;29(9):1011–29. doi:10.1038/sj.ijo.0803005.

    Article  CAS  Google Scholar 

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Acknowledgments

Data used throughout the present study are derived from the CHANCES project. The project is coordinated by the Hellenic Health Foundation, Greece. The project received funding by the FP7 framework programme of DG-RESEARCH in the European Commission (Grant Agreement No. HEALTH-F3-2010-242244). EPIC Greece: funded by the Hellenic Health Foundation. EPIC Netherlands: funded by European Commission (DG SANCO); Dutch Ministry of Public Health, Welfare and Sports (VWS); The National Institute for Public Health and the Environment; the Dutch Cancer Society, the Netherlands Organisation for Health Research and Development (ZONMW); World Cancer Research Fund (WCRF). EPIC Spain: supported by Health Research Fund (FIS) of the Spanish Ministry of Health RTICC ‘Red Temática de Investigación Cooperativa en Cáncer (Grant Numbers: Rd06/0020/0091 and Rd12/0036/0018), Regional Governments of Andalucía, Asturias, Basque Country, Murcia (Project 6236), and Navarra, Instituto de Salud Carlos III, Redes de Investigacion Cooperativa (RD06/0020). ESTHER: funded by the Baden-Württemberg state Ministry of Science, Research and Arts (Stuttgart, Germany), the Federal Ministry of Education and Research (Berlin, Germany), and the Federal Ministry of Family Affairs, Senior Citizens, Women and Youth (Berlin, Germany). PRIME Belfast: supported by grants from the Institut National de la Santé et de la Recherche Médicale (INSERM), the Merck, Sharp and Dohme-Chibret Laboratory and the Northern Ireland Health and Social Care Research and Development Office. NIH-AARP: support for the National Institutes of Health (NIH)-AARP Diet and Health Study was provided by the Intramural Research Program of the National Cancer Institute (NCI), NIH. Tromsø: funded by: UiT The Arctic University of Norway, the National Screening Service, and the Research Council of Norway. MA and IS were additionally supported by the World Cancer Research Fund International (Grant Number SG 2012/619).

Collaborators on behalf of the CHANCES consortium

Migle Baceviciene, Jolanda M A Boer, Wojciech Drygas, Sture Eriksson, Edith Feskens, Valeriy Gafarov, Julian Gardiner, Niclas Hakansson, Jan-Hakan Jansson, Pekka Jousilahti, Ellen Kampman, Jukka Kontto, Ruzena Kubinova, Max Leenders, Allan Linneberg, Maja-Lisa Lochen, Roberto Lorbeer, Sofia Malyutina, Ellisiv B Mathiesen, Hakan Melhus, Karl Michaëlsson, Inger Njolstad, Nicola Orsini, Andrzej Pająk, Hynek Pikhart, Charlotta Pisinger, Veikko Salomaa, María-José Sánchez, Susana Sans, Barbara Schaan, Andrea Schneider, Galatios Siganos, Stefan Söderberg, Martinette Streppel, Abdonas Tamošiūnas, Giovanni Veronesi, Eveline Waterham, Patrik Wennberg.

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Correspondence to Melina Arnold.

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Arnold, M., Freisling, H., Stolzenberg-Solomon, R. et al. Overweight duration in older adults and cancer risk: a study of cohorts in Europe and the United States. Eur J Epidemiol 31, 893–904 (2016). https://doi.org/10.1007/s10654-016-0169-z

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