The economic burden of obesity worldwide: a systematic review of the direct costs of obesity
Abstract
In the last decade, the prevalence of obesity has increased significantly in populations worldwide. A less dramatic, but equally important increase has been seen in our knowledge of its effects on health and the burden it places on healthcare systems. This systematic review aims to assess the current published literature on the direct costs associated with obesity. A computerized search of English language articles published between 1990 and June 2009 yielded 32 articles suitable for review. Based on these articles, obesity was estimated to account for between 0.7% and 2.8% of a country's total healthcare expenditures. Furthermore, obese individuals were found to have medical costs that were approximately 30% greater than their normal weight peers. Although variations in inclusion/exclusion criteria, reporting methods and included costs varied widely between the studies, a lack of examination of how and why the excess costs were being accrued appeared to be a commonality between most studies. Accordingly, future studies must better explore how costs accrue among obese populations, in order to best facilitate health and social policy interventions.
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Obesity accounts for 2% to 6% of total healthcare costs in several developed countries; some estimates put the figure as high as 7%.
“Obesity accounts for 2% to 6% of total healthcare costs in several developed countries; some estimates put the figure as high as 7% (Withrow 2011).”
From Interactive computer-based interventions for weight loss or weight maintenance in overweight or obese people (2012) · cites this paper as Withrow 2011
Cites
Kuczmarski, R. J. (1994) · JAMA · doi:10.1001/jama.272.3.205 · Cited by 2,362 · see citing works
Weight gain as a risk factor for clinical diabetes mellitus in women
Colditz, G. A., Willett, W. C., Rotnitzky, A., & Manson, J. E. (1995) · Annals of Internal Medicine · doi:10.7326/0003-4819-122-7-199504010-00001 · Cited by 2,064 · see citing works
Gorber, S. C., Tremblay, M., Moher, D., & Gorber, B. (2007) · Obesity Reviews · doi:10.1111/j.1467-789x.2007.00347.x · Cited by 1,945 · see citing works
Increasing Prevalence of Overweight Among US Adults
Kuczmarski, R. J. (1994) · JAMA · doi:10.1001/jama.1994.03520030047027 · Cited by 1,574 · see citing works
Obesity in Adulthood and Its Consequences for Life Expectancy: A Life-Table Analysis
Peeters, A., Barendregt, J. J., Willekens, F., Mackenbach, J. P., Mamun, A. A., & Bonneux, L. G. A. (2003) · Annals of Internal Medicine · doi:10.7326/0003-4819-138-1-200301070-00008 · Cited by 1,476 · see citing works
Finkelstein, E. A., Fiebelkorn, I. C., & Wang, G. (2003) · Health Affairs · doi:10.1377/hlthaff.w3.219 · Cited by 1,135 · see citing works
The Effects Of Obesity, Smoking, And Drinking On Medical Problems And Costs
Sturm, R. (2002) · Health Affairs · doi:10.1377/hlthaff.21.2.245 · Cited by 987 · see citing works
Weight, Weight Change, and Coronary Heart Disease in Women: Risk Within the 'Normal' Weight Range
Willett, W. C. (1995) · JAMA · doi:10.1001/jama.1995.03520300035033 · Cited by 924 · see citing works
Rimm, E. B., Stampfer, M. J., Giovannucci, E. L., Ascherio, A., Spiegelman, D. L., Colditz, G. A., & Willett, W. C. (1995) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a117385 · Cited by 840 · see citing works
A Prospective Study of Exercise and Incidence of Diabetes Among US Male Physicians
Manson, J. E. (1992) · JAMA: The Journal of the American Medical Association · doi:10.1001/jama.1992.03490010065031 · Cited by 778 · see citing works
Obesity and health‐related quality of life
Fontaine, K. R., & Barofsky, I. (2001) · Obesity Reviews · doi:10.1046/j.1467-789x.2001.00032.x · Cited by 747 · see citing works
A prospective study of nutritional factors and hypertension among US men.
Ascherio, A., Rimm, E. B., Giovannucci, E. L., Colditz, G. A., ROSNER, B. A., Willett, W. C., Sacks, F. M., & Stampfer, M. J. (1992) · Circulation · doi:10.1161/01.cir.86.5.1475 · Cited by 728 · see citing works
A Prospective Study of Body Mass Index, Weight Change, and Risk of Stroke in Women
Rexrode, K. M. (1997) · JAMA: The Journal of the American Medical Association · doi:10.1001/jama.1997.03540430051032 · Cited by 617 · see citing works
A prospective study of exercise and incidence of diabetes among US male physicians
Manson, J. E. (1992) · JAMA · doi:10.1001/jama.268.1.63 · Cited by 596 · see citing works
The Human Costs of Tobacco Use
Bartecchi, C. E., MacKenzie, T. D., & Schrier, R. W. (1994) · New England Journal of Medicine · doi:10.1056/nejm199403313301307 · Cited by 537 · see citing works
Lifetime Health and Economic Consequences of Obesity
Thompson, D., Edelsberg, J., Colditz, G. A., Bird, A. P., & Oster, G. (1999) · Archives of Internal Medicine · doi:10.1001/archinte.159.18.2177 · Cited by 458 · see citing works
Quesenberry, C. P., Caan, B. J., & Jacobson, A. S. (1998) · Archives of Internal Medicine · doi:10.1001/archinte.158.5.466 · Cited by 394 · see citing works
Risk of symptomatic gallstones in women with severe obesity
Stampfer, M. J., Maclure, K., Colditz, G. A., Manson, J., & Willett, W. C. (1992) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/55.3.652 · Cited by 357 · see citing works
The cost of obesity in Canada.
Birmingham, C. L., Muller, J. L., Palepu, A., Spinelli, J. J., & Anis, A. H. (1999) · Europe PMC (PubMed Central) · Cited by 356 · see citing works
Moderate and Severe Obesity Have Large Differences in Health Care Costs
Andreyeva, T., Sturm, R., & Ringel, J. S. (2004) · Obesity Research · doi:10.1038/oby.2004.243 · Cited by 318 · see citing works
Impact of morbid obesity on medical expenditures in adults
Arterburn, D. E., Maciejewski, M. L., & Tsevat, J. (2005) · International Journal of Obesity · doi:10.1038/sj.ijo.0802896 · Cited by 270 · see citing works
The medical‐care cost burden of obesity
Thompson, D. R., & Wolf, A. (2001) · Obesity Reviews · doi:10.1046/j.1467-789x.2001.00037.x · Cited by 266 · see citing works
Relationship Between Modifiable Health Risks and Short-term Health Care Charges
Pronk, N. P. (1999) · JAMA · doi:10.1001/jama.282.23.2235 · Cited by 264 · see citing works
A prospective study of nutritional factors and hypertension among US women.
Witteman, J. C. M., Willett, W. C., Stampfer, M. J., Colditz, G. A., Sacks, F. M., Speizer, F. E., ROSNER, B. A., & Hennekens, C. H. (1989) · Circulation · doi:10.1161/01.cir.80.5.1320 · Cited by 244 · see citing works
Sellers, T. A., Kushi, L. H., Potter, J. D., Kaye, S. A., Nelson, C. L., McGovern, P. G., & Folsom, A. R. (1992) · New England Journal of Medicine · doi:10.1056/nejm199205143262004 · Cited by 241 · see citing works
Health Services Use and Health Care Costs of Obese and Nonobese Individuals
Raebel, M. A., Malone, D. C., Conner, D. A., Xu, S., Porter, J. A., & Lanty, F. A. (2004) · Archives of Internal Medicine · doi:10.1001/archinte.164.19.2135 · Cited by 238 · see citing works
Body Mass Index and Future Healthcare Costs: A Retrospective Cohort Study
Thompson, D., Brown, J. B., Nichols, G. A., Elmer, P. J., & Oster, G. (2001) · Obesity Research · doi:10.1038/oby.2001.23 · Cited by 212 · see citing works
The Health And Cost Consequences Of Obesity Among The Future Elderly
Lakdawalla, D. N., Goldman, D. P., & Shang, B. (2005) · Health Affairs · doi:10.1377/hlthaff.w5.r30 · Cited by 181 · see citing works
Social and economic effects of body weight in the United States
Am, W., & Colditz, G. A. (1996) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/63.3.466 · Cited by 157 · see citing works
Wee, C. C., Phillips, R. S., Legedza, A., et al. (2005) · American Journal of Public Health · doi:10.2105/ajph.2003.027946 · Cited by 152 · see citing works
Folsom, A. R., Kaye, S. A., Potter, J. D., & Prineas, R. J. (1989) · PubMed · Cited by 147 · see citing works
Economic burden of obesity‐related chronic diseases in Mainland China
Zhao, W. H., Zhai, Y., Hu, J., Wang, J., Yang, Z., Kong, L., & Chen, C. (2008) · Obesity Reviews · doi:10.1111/j.1467-789x.2007.00440.x · Cited by 136 · see citing works
Quetelet's Index and Risk of Colon Cancer in College Alumni
Lee, I.-M., & Paffenbarger, R. S. (1992) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/84.17.1326 · Cited by 136 · see citing works
Health care costs of obesity in New Zealand
Swinburn, B. A., Ashton, T., Gillespie, J., Cox, B., Menon, A., Simmons, D. S., & Birkbeck, J. A. (1997) · International Journal of Obesity · doi:10.1038/sj.ijo.0800486 · Cited by 125 · see citing works
Yang, Z., & Hall, A. G. (2007) · Health Services Research · doi:10.1111/j.1475-6773.2007.00801.x · Cited by 124 · see citing works
The burden of hospitalization due to overweight and obesity in Brazil
Sichieri, R., do Nascimento, S., & Coutinho, W. F. (2007) · Cadernos de Saúde Pública · doi:10.1590/s0102-311x2007000700025 · Cited by 123 · see citing works
Health care charges associated with physical inactivity, overweight, and obesity.
Anderson, L. H., Martinson, B. C., Crain, A. L., Pronk, N. P., Whitebird, R. R., O’Connor, P. J., & Fine, L. J. (2005) · Europe PMC (PubMed Central) · Cited by 119 · see citing works
Kato, I., Nomura, A. M. Y., Stemmermann, G. N., & Chyou, P. (1992) · Digestive Diseases and Sciences · doi:10.1007/bf01296440 · Cited by 109 · see citing works
Detournay, B., Fagnani, F., Phillippo, M., et al. (2000) · International Journal of Obesity · doi:10.1038/sj.ijo.0801099 · Cited by 87 · see citing works
Economic burden of obesity and its comorbidities in Switzerland
Schmid, A., Schneider, H., Golay, A., & Keller, U. B. (2005) · Sozial- und Präventivmedizin · doi:10.1007/s00038-004-4067-x · Cited by 79 · see citing works
The economic costs of smoking and benefits of quitting for individual smokers
Oster, G., Colditz, G. A., & Kelly, N. L. (1984) · Preventive Medicine · doi:10.1016/0091-7435(84)90029-x · Cited by 77 · see citing works
Medical care expenditure associated with body mass index in Japan: the Ohsaki Study
Kuriyama, S., Tsuji, I., Ohkubo, T., et al. (2002) · International Journal of Obesity · doi:10.1038/sj.ijo.0802021 · Cited by 70 · see citing works
The clinical and economic burden of obesity in a managed care setting.
Oster, G., Edelsberg, J., O'Sullivan, A. K., & Thompson, D. (2000) · PubMed · Cited by 63 · see citing works
Obesity, Survival, and Hospital Costs—Findings from a Screening Project in Sweden
Borg, S., Persson, U., Ödegaard, K., et al. (2005) · Value in Health · doi:10.1111/j.1524-4733.2005.00048.x · Cited by 63 · see citing works
Risk factor correlates of body mass index. Canadian Heart Health Surveys Research Group.
Rabkin, S. W., Chen, Y., Leiter, L. A., Liu, L., & Reeder, B. A. (1997) · PubMed · Cited by 61 · see citing works
Kurdyak, P. A., Gnam, W., Goering, P. N., Chong, A. S., & Alter, D. A. (2008) · BMC Health Services Research · doi:10.1186/1472-6963-8-200 · Cited by 59 · see citing works
Self-citationThe Cost of Lifestyle Health Risks:
Long, D. A., Reed, R. W., & Lehman, G. O. (2006) · Journal of Occupational and Environmental Medicine · doi:10.1097/01.jom.0000201568.73562.a2 · Cited by 53 · see citing works
Physical activity, Body Mass Index and health care costs in mid‐age Australian women
Brown, W. J., Hockey, R., & Dobson, A. J. (2008) · Australian and New Zealand Journal of Public Health · doi:10.1111/j.1753-6405.2008.00192.x · Cited by 51 · see citing works
Length of stay and associated costs of obesity related hospital admissions in Ireland
Vellinga, A., O’Donovan, D. T., & Harpe, D. D. L. (2008) · BMC Health Services Research · doi:10.1186/1472-6963-8-88 · Cited by 46 · see citing works
Influence of overweight and obesity on physician costs in adolescents and adults in Ontario, Canada
Janssen, I., Lam, M., & Katzmarzyk, P. T. (2008) · Obesity Reviews · doi:10.1111/j.1467-789x.2008.00514.x · Cited by 45 · see citing works
Counting the costs of overweight and obesity: modeling clinical and cost outcomes
Tucker, D. M. D., Palmer, A. J., Valentine, W. J., Roze, S., & Ray, J. A. (2006) · Current Medical Research and Opinion · doi:10.1185/030079906x96227 · Cited by 43 · see citing works
Obesity, disease burden, and prescription spending by community-dwelling Medicare beneficiaries
Stuart, B., Lloyd, J. L. E., Zhao, L., & Kamal‐Bahl, S. J. (2008) · Current Medical Research and Opinion · doi:10.1185/03007990802262275 · Cited by 36 · see citing works
Nakamura, K., Okamura, T., Kanda, H., Hayakawa, T., Okayama, A., & Ueshima, H. (2007) · European Journal of Public Health · doi:10.1093/eurpub/ckl271 · Cited by 35 · see citing works
Kuriyama, S., Hozawa, A., Ohmori, K., et al. (2004) · Preventive Medicine · doi:10.1016/j.ypmed.2004.04.033 · Cited by 28 · see citing works
The relationship between body weight and drug costs: An Italian population-based study
Esposti, E. D., Sturani, A., Valpiani, G., Martino, M. D., Ziccardi, F., Cassani, A. R., Baraccani, C., Gentile, M., Puglia, M., & Esposti, L. D. (2006) · Clinical Therapeutics · doi:10.1016/j.clinthera.2006.09.016 · Cited by 23 · see citing works
Obesity, Cigarette Smoking and the Cost of Physicians’ Services in Ontario
Finkelstein, M. M. (2001) · Canadian Journal of Public Health · doi:10.1007/bf03404535 · Cited by 22 · see citing works
Self-Reported Health Risks Linked to Health Plan Cost and Age Group
Hill, R. K., Thompson, J. W., Shaw, J. L., Pinidiya, S. D., & Card-Higginson, P. (2009) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2009.01.034 · Cited by 20 · see citing works
Obesity Research in Canada: Literature Overview of the Last 3 Decades
Sokar-Todd, H. B. M., & Sharma, A. M. (2004) · Obesity Research · doi:10.1038/oby.2004.194 · Cited by 18 · see citing works
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Adab, P., Pallan, M. J., Lancashire, E. R., Hemming, K., Frew, E., Barrett, T., Bhopal, R., Cade, J. E., Canaway, A., Clarke, J. L., et al. (2018) · BMJ · doi:10.1136/bmj.k211 · Cited by 202 · see citing works
Wieland, L. S., Falzon, L., Sciamanna, C. N., Trudeau, K. J., Brodney Folse, S., Schwartz, J. E., & Davidson, K. W. (2012) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd007675.pub2 · Cited by 195 · see citing works
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- Authors
- Withrow, D., & Alter, D. A.
- Affiliations
- Queen's University (CA)
- St. Michael's Hospital (CA)
- Corresponding author
- Alter, D. A.
- Venue
- Obesity Reviews
- Publisher
- Wiley
- Published
- 2011-01-24
- Volume
- 12
- Issue
- 2
- Pages
- 131-141
- ISSN
- 1467-7881 (ISSN-L)
- 1467-789X
- OpenAlex
- W1784053566
- Cited by
- 1,083
- References
- 58
- Citations by year
- 2026: 22 · 2025: 34 · 2024: 72 · 2023: 83 · 2022: 71 · 2021: 92 · 2020: 102 · 2019: 62 · 2018: 83 · 2017: 76 · 2016: 74 · 2015: 96 · 2014: 73 · 2013: 66 · 2012: 43
- FWCI
- 6.52
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Obesity Reviews (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Health Sciences › Health Professions › Pharmacy › Obesity and Health Practices
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Health Systems, Economic Evaluations, Quality of Life
- Keywords
- obesity, economic burden, direct costs, health care expenditure, health care costs
- MeSH terms
- Humans, Obesity, Health Care Costs, Cost of Illness
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