ArticleBMC public health2017
Examining the relationship between the food environment and adult diabetes prevalence by county economic and racial composition: an ecological study.
Article in BMC public health, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 3 of them syntheses that pooled it.
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Who cites it
22 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- The Association between Community Food Environments and Health Outcomes in High-Income Countries: A Systematic Literature Review.Current nutrition reports · 2025Pooled it
- Pooled it
- Pooled it
- Google Places API-Based US Built Environment Retail (UBER) Index and Its Spatial Association With Diabetes Prevalence Across US Counties: Cross-Sectional Ecological Study.Journal of medical Internet research · 2026Article
- Understanding Community-Specific Health Behaviors to Prevent Type 2 Diabetes and Depression in Rural Adolescents: A Qualitative Study.International journal of behavioral medicine · 2026Article
- Measuring access to culturally appropriate food and associations with diabetes among Asian Americans and Native Hawaiians or Pacific Islanders.Public health nutrition · 2025Article
- Ethnic-Racial Disparities in Food Environments: A Systematic Review and Meta-analyses of Inequities in Food Access and Availability.Journal of racial and ethnic health disparities · 2025Review
- Social determinants of health and type 2 diabetes in Asia.Journal of diabetes investigation · 2025Review
- A Comparison of Dietary Intake Among Rural Americans With and Without Diabetes.Journal of nutrition education and behavior · 2025Article
- Article
- Lifestyle interventions in nonalcoholic fatty liver disease.Nature reviews. Gastroenterology & hepatology · 2023Review
- The changing food environment and neighborhood prevalence of type 2 diabetes.SSM - population health · 2023Article
- The Interplay of Dietary Fibers and Intestinal Microbiota Affects Type 2 Diabetes by Generating Short-Chain Fatty Acids.Foods (Basel, Switzerland) · 2023Review
- Food insecurity, food environments, and disparities in diet quality and obesity in a nationally representative sample of community-dwelling older Americans.Preventive medicine reports · 2022Article
- Comparing Global and Spatial Composite Measures of Neighborhood Socioeconomic Status Across US Counties.Journal of urban health : bulletin of the New York Academy of Medicine · 2022Article
- Article
- Effects of Perceived Food Store Environment on Malnutrition and Frailty among the Food-Insecure Elderly in a Metropolitan City.Nutrients · 2021Article
- Geographically weighted machine learning model for untangling spatial heterogeneity of type 2 diabetes mellitus (T2D) prevalence in the USA.Scientific reports · 2021Article
- Neighborhood Food Environment Associated with Cardiometabolic Health among Predominately Low-income, Urban, Black Women.Ethnicity & disease · 2021Article
- Social Determinants of Health and Diabetes: A Scientific Review.Diabetes care · 2020Review
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundInequitable access to healthy food may contribute to health disparities. This study examines the relationship between the prevalence of adult diabetes and food access in the U.S. by county economic/racial composition.
methodsAn ecological study from 2012 was used to estimate the relationship between diabetes and retail food outlet access. County diabetes prevalence was measured based on individual responses to the Behavioral Risk Factor Surveillance Survey question, "Have you ever been told by a doctor that you have diabetes?" If the answer was "yes" individuals were classified as having diabetes. Retail food outlets included grocery stores, supercenters, farmer's markets, full-service restaurants, fast food restaurants and convenience stores. Counties were categorized as "high-poverty" or "low-poverty". Counties were categorized as low (< 4.6%), medium (4.6%-31.0%), and high (> 31.0%) percent minority residents. Multiple linear regression models estimated the association between retail food outlets and diabetes, controlling for confounders, and testing for interactions between retail food outlets and county racial composition. Regression models were conditioned on county economic composition. Data were analyzed in 2016.
resultsDensity of retail foods outlets varied greatly by county economic and racial composition; counties with medium-minority populations had the least access to grocery stores and the highest access to fast food restaurants and convenience stores. Low poverty/low-minority population counties had the greatest access to farmer's markets and grocery stores. For low poverty/low-minority counties, grocery stores were associated with decreased of diabetes prevalence. Supercenters were associated with an increase in diabetes prevalence for high-poverty/low-minority counties. Only low poverty/medium-minority counties had a statistically significant relationship between farmer's markets and diabetes prevalence. Fast food restaurants were found to be positively associated with diabetes prevalence in all counties except high poverty/medium-minority. However, only low poverty/low-minority counties had a statistically significant relationship. Across all models, access to full service restaurants were significantly associated with lower prevalence of diabetes. Generally, access to convenience stores were associated with increased diabetes prevalence, except for high poverty/low-minority counties.
conclusionsThe food environment is more strongly associated with diabetes prevalence for wealthier counties with a lower proportion of minority residents. This is important given efforts to increase food access in vulnerable communities. Availability of healthier food may not be enough to change health outcomes.
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