How Dangerous Is Obesity? Issues in Measurement and Interpretation

Population and Development Review

Volumn 42, Issue 4, 2016, Pages 595-614

  Stokes, Andrew ^a   Preston, Samuel H ^a  

^a NONE

Author keywords

[No Author keywords available]

Indexed keywords

DATA INTERPRETATION; HEALTH GEOGRAPHY; HEALTH IMPACT; MORTALITY; OBESITY;

EID: 85006345068     PISSN: 00987921     EISSN: 17284457     Source Type: Journal    
DOI: 10.1111/padr.12015     Document Type: Article

References (78)

1. Abdullah, A. et al. 2011. “The number of years lived with obesity and the risk of all-cause and cause-specific mortality,” International Journal of Epidemiology 40(4): 985–996.
2. Adams, K. et al. 2006. “Overweight, obesity, and mortality in a large prospective cohort of persons 50 to 71 years old,” New England Journal of Medicine 355(8): 763–778.
3. Alley, D.E. et al. 2010. “Changes in weight at the end of life: Characterizing weight loss by time to death in a cohort study of older men,” American Journal of Epidemiology 172(5): 558–565.
4. Allison, D. et al. 1999. “Annual deaths attributable to obesity in the United States,” Journal of the American Medical Association 282(16): 1530.
5. Asia Pacific Cohort Studies Collaboration. 2004. “Body mass index and cardiovascular disease in the Asia-Pacific Region: An overview of 33 cohorts involving 310 000 participants,” International Journal of Epidemiology, 33(4): 751–758.
6. Audrain-McGovern, J. and N. Benowitz. 2011. “Cigarette smoking, nicotine, and body weight,” Clinical Pharmacology and Therapeutics 90: 164–168.
7. Aune, D. et al. 2016. “BMI and all cause mortality: Systematic review and non-linear dose-response meta-analysis of 230 cohort studies with 3.74 million deaths among 30.3 million participants,” BMJ 353: i2156.
8. Ben-Shlomo, Y. et al. 1994. “What determines mortality risk in male former cigarette smokers?,” American Journal of Public Health 84(8): 1235–1242.
9. Berrington de Gonzalez, A. et al. 2010. “Body-mass index and mortality among 1.46 million white adults,” New England Journal of Medicine 363: 2211–2219.
10. Bogers, R. et al. 2007. “Association of overweight with increased risk of coronary heart disease partly independent of blood pressure and cholesterol levels,” Archives of Internal Medicine 167(16): 1720–1728.
11. Bongaarts, J. 2014. “Trends in causes of death in low-mortality countries: Implications for mortality projections,” Population and Development Review 40(2): 189–212.
12. Bouchard, D.R. et al. 2013. “Risk of type 2 diabetes and cumulative excess weight exposure in the Framingham Offspring Study,” Journal of Diabetes and Its Complications 27(3): 214–218.
13. Burkhauser, R.V and J. Cawley. 2008. “Beyond BMI: The value of more accurate measures of fatness and obesity in social science research,” Journal of Health Economics 27(2): 519–529.
14. Calle, E. et al. 1999. “Body-mass index and mortality in a prospective cohort of U.S. adults,” New England Journal of Medicine 341: 1097–1105.
15. Calle, E. et al. 2003. “Overweight, obesity, and mortality from cancer in a prospectively studied cohort of US adults,” New England Journal of Medicine 348(17): 1625–1638.
16. Carroll, R.J. et al. 2006. Measurement Error in Nonlinear Models: A Modern Perspective, 2nd ed. Taylor & Francis.
17. Clarke, T. et al. 2015. “Early release of selected estimates based on data from the January–March 2015 National Health Interview Survey,” National Center for Health Statistics.
18. Dinsa, G.D. et al. 2012. “Obesity and socioeconomic status in developing countries: A systematic review,” Obesity Reviews 13(11): 1067–1079.
19. Elo, I.T. 2009. “Social class differentials in health and mortality: Patterns and explanations in comparative perspective,” Annual Review of Sociology 35(1): 553–572.
20. Ezzati, M. et al. 2006. “Trends in national and state-level obesity in the USA after correction for self-report bias: Analysis of health surveys,” Journal of the Royal Statistical Society 99(5): 250.
21. Ferrucci, L. and D. Alley. 2007. “Obesity, disability, and mortality,” Archives of Internal Medicine 167(8): 750–751.
22. Finucane, M.M. et al. 2011. “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 6736(10).
23. Flegal, K.M. 2014. “Bias in calculation of attributable fractions using relative risks from nonsmokers only,” Epidemiology 25(6): 913–916.
24. Flegal, K.M., B.K. Kit, and B.I. Graubard. 2014. “Body mass index categories in observational studies of weight and risk of death,” American Journal of Epidemiology 180(4): 288–296.
25. Flegal, K.M., O. Panagiotou, and B.I. Graubard. 2015. “Estimating population attributable fractions to quantify the health burden of obesity,” Annals of Epidemiology 25(3): 201–207.
26. Flegal, K.M. et al. 1998. “Overweight and obesity in the United States: Prevalence and trends, 1960–1994,” International Journal of Obesity 22(1): 39–47.
27. Flegal, K.M. et al. 2005. “Excess deaths associated with underweight, overweight, and obesity,” Journal of the American Medical Association 293(15): 1861–1867.
28. Flegal, K.M. et al. 2007. “Impact of smoking and preexisting illness on estimates of the fractions of deaths associated with underweight, overweight, and obesity in the US population,” American Journal of Epidemiology 166(8): 975–982.
29. Flegal, K.M. et al. 2012. “Prevalence of obesity and trends in the distribution of body mass index among US adults, 1999–2010,” Journal of the American Medical Association 307(5): 491–497.
30. Flegal, K.M. et al. 2013. “Association of all-cause mortality with overweight and obesity using standard body mass index categories: A systematic review and meta-analysis,” Journal of the American Medical Association 309(1): 71–82.
31. Global BMI Mortality Collaboration. 2016. “Body-mass index and all-cause mortality: Individual-participant-data meta-analysis of 239 prospective studies in four continents,” Lancet 388(10046): 776–786.
32. Greene, W. and J. Cai. 2004. “Measurement error in covariates in the marginal hazards model for multivariate failure time data,” Biometrics (December): 987–996.
33. Gregg, E.W. et al. 2012. “Trends in death rates among U.S. adults with and without diabetes between 1997 and 2006: Findings from the National Health Interview Survey,” Diabetes Care 35(6): 1252–1257.
34. Hernan, M.A. and S.L. Taubman. 2008. “Does obesity shorten life? The importance of well-defined interventions to answer causal questions,” International Journal of Obesity 32: S8–S14.
35. Hu, F. 2008. “Obesity and mortality,” in F.B. Hu (ed.), Obesity Epidemiology. New York: Oxford University Press, pp. 216–233.
36. Ingram, D.D. and M.E. Mussolino. 2010. “Weight loss from maximum body weight and mortality: The Third National Health and Nutrition Examination Survey Linked Mortality File,” International Journal of Obesity 34: 1044–1050.
37. Kipnis, V. et al. 2003. “Structure of dietary measurement error: Results of the OPEN Biomarker Study,” American Journal of Epidemiology 158(1): 14–21.
38. Kivimäki, M. et al. 2008. “Optimal form of operationalizing BMI in relation to all-cause and cause-specific mortality: The original Whitehall study,” Obesity 16(8): 1926–1932.
39. Koster, A. and M. Leitzmann. 2008. “The combined relations of adiposity and smoking on mortality,” American Journal of Clinical Nutrition 88: 1206–1212.
40. Lawlor, D.A. et al. 2006. “Reverse causality and confounding and the associations of overweight and obesity with mortality,” Obesity 14(12): 2294–2304.
41. Lundborg, P., P. Nystedt, and D. Rooth. 2014. “Body size, skills, and income: Evidence from 150,000 teenage siblings,” Demography 51(5): 1573–1596.
42. Ma, J. et al. 2013. “Joint association of adiposity and smoking with mortality among U.S. adults,” Preventive Medicine 56: 178–184.
43. Manson, J.E. et al. 1987. “Body weight and longevity: A reassessment,” Journal of the American Medical Association 257(3): 353–358.
44. Manson, J.E. et al. 2007. “Estimating the number of deaths due to obesity: Can the divergent findings be reconciled?,” Journal of Women's Health 16(2): 168–176.
45. Marmot, M.G. 2004. The Status Syndrome: How Social Standing Affects Our Health and Longevity. Times Books.
46. Mehta, N. 2015. “Obesity and mortality,” in J. Wright (ed.), International Encyclopedia of the Social and Behavioral Sciences. Oxford University Press, pp. 75–81.
47. Mehta, N. and S. Preston. 2016. “Are major behavioral and sociodemographic risk factors for mortality additive or multiplicative in their effects?,” Social Science and Medicine 154: 93–99.
48. Mehta, N.K. et al. 2014. “Weight histories and mortality among Finnish adults: The role of duration and peak body mass index,” Epidemiology 25(5): 707–710.
49. Mokdad, A.H. et al. 2004. “Actual causes of death in the United States, 2000,” Journal of the American Medical Association 291(10): 1238–1245.
50. Narayan, K. and Boyle, J. 2007. “Effect of BMI on lifetime risk for diabetes in the US,” Diabetes Care 30: 1562–1566.
51. National Center for Health Statistics. Office of Analysis and Epidemiology. 2016. The Third National Health and Nutrition Examination Survey (NHANES III) Linked Mortality File, mortality follow-up through 2006: Matching Methodology. Hyattsville, MD.
52. Ogden, C.L. et al. 2015. “Prevalence of obesity among adults and youth, 2011–2014,” NCHS Data Brief 219.
53. Olshansky, S.J. et al. 2005. “A potential decline in life expectancy in the United States in the 21st century,” New England Journal of Medicine 352(11): 1138–1145.
54. Patel, A. V., J.S. Hildebrand, and S.M. Gapstur. 2014. “Body mass index and all-cause mortality in a large prospective cohort of white and black U.S. adults,” PLoS ONE 9(10): e109153.
55. Preston, S.H., E. Fishman, and A. Stokes. 2015. “Effects of categorization and self-report bias on estimates of the association between obesity and mortality,” Annals of Epidemiology 25(2): 907–911.
56. Preston, S.H., N.K. Mehta, and A. Stokes. 2013. “Modeling obesity histories in cohort analyses of health and mortality,” Epidemiology 24: 158–166.
57. Preston, S.H. and A. Stokes. 2011. “Contribution of obesity to international differences in life expectancy,” American Journal of Public Health 101(11): 2137–2143.
58. Preston, S.H. and A. Stokes. 2014. “Obesity paradox: Conditioning on disease enhances biases in estimating the mortality risks of obesity,” Epidemiology 25: 454–461.
59. Renehan, A.G., M.F. Leitzmann, and M. Zwahlen. 2012. “Re: body mass index and risk of lung cancer among never, former, and current smokers,” Journal of the National Cancer Institute 104(21): 1680–1681; author reply 1681.
60. Schisterman, E., S. Cole, and R. Platt. 2009. “Overadjustment bias and unnecessary adjustment in epidemiologic studies,” Epidemiology 20(4): 488–495.
61. Stokes, A. 2014. “Using maximum weight to redefine body mass index categories in studies of the mortality risks of obesity,” Population Health Metrics 12: 6.
62. Stokes, A. and S.H. Preston. 2015. “Smoking and reverse causation create an obesity paradox in cardiovascular disease,” Obesity 23(12): 2485–2490.
63. Stokes, A. and S.H. Preston. 2016a. “How smoking affects the proportion of deaths attributable to obesity: The role of relative risks and weight distributions,” BMJ Open. 2016;6:e009232. doi:10.1136/bmjopen-2015-009232.
64. Stokes, A. and S.H. Preston. 2016b. “Revealing the burden of obesity using weight histories,” Proceedings of the National Academy of Sciences 113(3): 572–577.
65. Stommel, M. and C. Schoenborn. 2009. “Accuracy and usefulness of BMI measures based on self-reported weight and height: Findings from the NHANES and NHIS 2001–2006,” BMC Public Health 9: 421.
66. Stram, D.O., M. Huberman, and A.H. Wu. 2002. “Is residual confounding a reasonable explanation for the apparent protective effects of beta-carotene found in epidemiologic studies of lung cancer in smokers?,” American Journal of Epidemiology 155(7): 622–628.
67. Technical Panel on Assumptions and Methods. 2015. “Report to the Social Security Advisory Board.” Washington, D.C.
68. Tobias, D.K. and F.B. Hu. 2013. “Does being overweight really reduce mortality?,” Obesity 21(9): 1746–1749.
69. van Dam, R. et al. 2008. “Combined impact of lifestyle factors on mortality: Prospective cohort study in US women,” BMJ 337(Sep16): a1440–a1440.
70. Wang, Z. 2014. “Age-dependent decline of association between obesity and mortality: A systematic review and meta-analysis,” Obesity Research and Clinical Practice 9(1): 1–11.
71. Wannamethee, S.G., A. Shaper, and M. Walker. 2001. “Weight change, body weight and mortality: The impact of smoking and ill health,” International Journal of Epidemiology 30(4): 777–786.
72. Whitlock, G. et al. 2009. “Body-mass index and cause-specific mortality in 900 000 adults: Collaborative analyses of 57 prospective studies,” Lancet 373(9669): 1083–1096.
73. Willett, W., W. Dietz, and G.A. Colditz. 1999. “Guidelines for healthy weight,” New England Journal of Medicine 341(6): 427–434.
74. Willett, W., F. Hu, and M. Thun. 2015. “Overweight, obesity, and all-cause mortality,” Journal of the American Medical Association 309(16): 1681.
75. Willett, W. et al. 2005. “Underweight, overweight, obesity, and excess deaths,” Journal of the American Medical Association 294(5): 551–553.
76. Wilson, P. et al. 2008. “Prediction of first events of coronary heart disease and stroke with consideration of adiposity,” Circulation 118(2): 124–130.
77. Wolin, K.Y., K. Carson, and G.A. Colditz. 2010. “Obesity and cancer,” The Oncologist 15(6): 556–565.
78. Yu, Y. 2012. “Educational differences in obesity in the United States: A closer look at the trends,” Obesity 20(4): 904–908.