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The overweight and obesity transition from the wealthy to the poor in low- and middle-income countries: A survey of household data from 103 countries

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  • Tara Templin
  • Tiago Cravo Oliveira Hashiguchi
  • Blake Thomson
  • Joseph Dieleman
  • Eran Bendavid

Abstract

Background: In high-income countries, obesity prevalence (body mass index greater than or equal to 30 kg/m2) is highest among the poor, while overweight (body mass index greater than or equal to 25 kg/m2) is prevalent across all wealth groups. In contrast, in low-income countries, the prevalence of overweight and obesity is higher among wealthier individuals than among poorer individuals. We characterize the transition of overweight and obesity from wealthier to poorer populations as countries develop, and project the burden of overweight and obesity among the poor for 103 countries. Methods and findings: Our sample used 182 Demographic and Health Surveys and World Health Surveys (n = 2.24 million respondents) from 1995 to 2016. We created a standard wealth index using household assets common among all surveys and linked national wealth by country and year identifiers. We then estimated the changing probability of overweight and obesity across every wealth decile as countries’ per capita gross domestic product (GDP) rises using logistic and linear fixed-effect regression models. We found that obesity rates among the wealthiest decile were relatively stable with increasing national wealth, and the changing gradient was largely due to increasing obesity prevalence among poorer populations (3.5% [95% uncertainty interval: 0.0%–8.3%] to 14.3% [9.7%–19.0%]). Overweight prevalence among the richest (45.0% [35.6%–54.4%]) and the poorest (45.5% [35.9%–55.0%]) were roughly equal in high-income settings. At $8,000 GDP per capita, the adjusted probability of being obese was no longer highest in the richest decile, and the same was true of overweight at $10,000. Above $25,000, individuals in the richest decile were less likely than those in the poorest decile to be obese, and the same was true of overweight at $50,000. We then projected overweight and obesity rates by wealth decile to 2040 for all countries to quantify the expected rise in prevalence in the relatively poor. Our projections indicated that, if past trends continued, the number of people who are poor and overweight will increase in our study countries by a median 84.4% (range 3.54%–383.4%), most prominently in low-income countries. The main limitations of this study included the inclusion of cross-sectional, self-reported data, possible reverse causality of overweight and obesity on wealth, and the lack of physical activity and food price data. Conclusions: Our findings indicate that as countries develop economically, overweight prevalence increased substantially among the poorest and stayed mostly unchanged among the wealthiest. The relative poor in upper- and lower-middle income countries may have the greatest burden, indicating important planning and targeting needs for national health programs. Tara Templin and colleagues project the burden of obesity in 103 countries.Why was this study done?: What did the researchers do and find?: What do these findings mean?:

Suggested Citation

  • Tara Templin & Tiago Cravo Oliveira Hashiguchi & Blake Thomson & Joseph Dieleman & Eran Bendavid, 2019. "The overweight and obesity transition from the wealthy to the poor in low- and middle-income countries: A survey of household data from 103 countries," PLOS Medicine, Public Library of Science, vol. 16(11), pages 1-15, November.
  • Handle: RePEc:plo:pmed00:1002968
    DOI: 10.1371/journal.pmed.1002968
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    1. Mbalenhle Mkhize & Melusi Sibanda, 2020. "A Review of Selected Studies on the Factors Associated with the Nutrition Status of Children Under the Age of Five Years in South Africa," IJERPH, MDPI, vol. 17(21), pages 1-26, October.
    2. Anastasia A. Lam & Katherine Keenan & Mikko Myrskylä & Hill Kulu, 2022. "Multimorbid life expectancy across race, socioeconomic status, and gender in South Africa," MPIDR Working Papers WP-2022-024, Max Planck Institute for Demographic Research, Rostock, Germany.
    3. Leh Shii Law & Norhasmah Sulaiman & Wan Ying Gan & Siti Nur’Asyura Adznam & Mohd Nasir Mohd Taib, 2020. "Predictors of Overweight and Obesity and Its Consequences among Senoi Orang Asli (Indigenous People) Women in Perak, Malaysia," IJERPH, MDPI, vol. 17(7), pages 1-15, March.
    4. Mladen Grujicic & Marija Sekulic & Milos Stepovic & Natasa Zdravkovic & Vladan Markovic & Jagoda Gavrilovic & Mirjana Veselinovic & Jelena Vuckovic-Filipovic & Katarina Nikolic & Olivera Milovanovic &, 2023. "Analysis of Correlation between the Socioeconomic Environment and Level of Nutrition in the Population of Serbia: A Part of the National Survey," Sustainability, MDPI, vol. 15(14), pages 1-12, July.
    5. Siddiqui, Zakaria & Donato, Ronald, 2020. "The dramatic rise in the prevalence of overweight and obesity in India: Obesity transition and the looming health care crisis," World Development, Elsevier, vol. 134(C).
    6. Sally Sonia Simmons & John Elvis Hagan & Thomas Schack, 2022. "Then and Now: Investigating Anthropometrics and Child Mortality among Females in Malawi," IJERPH, MDPI, vol. 19(10), pages 1-17, May.
    7. Nathalie Mathieu‐Bolh, 2022. "The elusive link between income and obesity," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 935-968, September.
    8. Dominic Thomas, 2022. "Unhealthy food preferences: A psychological consequence of poverty?," Journal of Consumer Affairs, Wiley Blackwell, vol. 56(2), pages 613-639, June.
    9. Lorena Saavedra-Garcia & Mayra Meza-Hernández & Francisco Diez-Canseco & Lindsey Smith Taillie, 2022. "Reformulation of Top-Selling Processed and Ultra-Processed Foods and Beverages in the Peruvian Food Supply after Front-of-Package Warning Label Policy," IJERPH, MDPI, vol. 20(1), pages 1-12, December.
    10. Anthony Fardet & Marion Desquilbet & Edmond Rock, 2022. "The compliance of French purchasing behaviors with a healthy and sustainable diet: a 1-yr follow-up of regular customers in hypermarkets," Post-Print hal-03353849, HAL.
    11. Westbury, Susannah & Oyebode, Oyinlola & VanRens. Thijs & Barber, Thomas M, 2023. "Obesity Stigma : Causes, Consequences, and Potential Solutions," The Warwick Economics Research Paper Series (TWERPS) 1452, University of Warwick, Department of Economics.
    12. Terence C. Burnham & Jay Phelan, 2023. "Ordinaries 12," Journal of Bioeconomics, Springer, vol. 25(2), pages 75-98, August.
    13. Karen Jordan & Christopher G. Fawsitt & Paul G. Carty & Barbara Clyne & Conor Teljeur & Patricia Harrington & Mairin Ryan, 2023. "Cost-effectiveness of metabolic surgery for the treatment of type 2 diabetes and obesity: a systematic review of economic evaluations," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 24(4), pages 575-590, June.
    14. Debabrata Talukdar & Satheesh Seenivasan & Adrian J Cameron & Gary Sacks, 2020. "The association between national income and adult obesity prevalence: Empirical insights into temporal patterns and moderators of the association using 40 years of data across 147 countries," PLOS ONE, Public Library of Science, vol. 15(5), pages 1-17, May.
    15. Natascia Rinaldo & Stefania Toselli & Emanuela Gualdi-Russo & Meriem Khyatti & Amina Gihbid & Luciana Zaccagni, 2022. "Anthropometric Assessment of General and Central Obesity in Urban Moroccan Women," IJERPH, MDPI, vol. 19(11), pages 1-12, June.

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