ArticleJAMA network open2021
Longitudinal Analysis of Neighborhood Food Environment and Diabetes Risk in the Veterans Administration Diabetes Risk Cohort.
Article in JAMA network open, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
24 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The Association between Community Food Environments and Health Outcomes in High-Income Countries: A Systematic Literature Review.Current nutrition reports · 2025Pooled it
- Association between healthiness of community food environments and diet-related health outcomes in regional Australia: an ecological study.BMC public health · 2026Article
- Data-driven nutritional assessment of urban food landscapes: insights from Boston, London, and Dubai.Scientific reports · 2025Article
- Neighborhood Retail Food Environment, Diet Quality and Type 2 Diabetes Incidence in 4 Dutch Cohorts.The Journal of nutrition · 2025Article
- Effects of the leisure-time physical activity environment on odds of glycemic control among a nationwide cohort of United States veterans with a new type-2 diabetes diagnosis.Preventive medicine · 2025Article
- Combining Straight-Line and Map-Based Distances to Investigate the Connection Between Proximity to Healthy Foods and Disease.Statistics in medicine · 2025Article
- County Rurality and Incidence and Prevalence of Diagnosed Diabetes in the United States.Mayo Clinic proceedings · 2024Observational
- Neighborhood built environment, obesity, and diabetes: A Utah siblings study.SSM - population health · 2024Article
- Influence of the food environment on obesity risk in a large cohort of US veterans by community type.Obesity (Silver Spring, Md.) · 2024Article
- Food Insecurity, Neighborhood Food Environment, and Health Disparities: State of the Science, Research Gaps and Opportunities.The American journal of clinical nutrition · 2024Article
- Epidemiology of Diabetic Kidney Disease among US Veterans.Diabetes, metabolic syndrome and obesity : targets and therapy · 2024Article
- Analysis of the management and therapeutic performance of diabetes mellitus employing special target.World journal of diabetes · 2023Review
- Article
- Assessing the association between food environment and dietary inflammation by community type: a cross-sectional REGARDS study.International journal of health geographics · 2023Article
- The Impact of Neighborhoods on Diabetes Risk and Outcomes: Centering Health Equity.Diabetes care · 2023Review
- Neighborhood-Level Risk Factors for Severe Hyperglycemia among Emergency Department Patients without a Prior Diabetes Diagnosis.Journal of urban health : bulletin of the New York Academy of Medicine · 2023Article
- Impact of Contextual-Level Social Determinants of Health on Newer Antidiabetic Drug Adoption in Patients with Type 2 Diabetes.International journal of environmental research and public health · 2023Article
- The role of neighborhood inequalities on diabetes prevention care: a mini-review.Frontiers in clinical diabetes and healthcare · 2023Review
- A review of factors influencing sensitive skin: an emphasis on built environment characteristics.Frontiers in public health · 2023Review
- Food insecurity, diet quality, and suboptimal diabetes management among US adults with diabetes.BMJ open diabetes research & care · 2022Article
Corrections and comments
- Commented on by
Authors and funding
12 authors.
Funding
Abstract
Importance: Diabetes causes substantial morbidity and mortality among adults in the US, yet its incidence varies across the country, suggesting that neighborhood factors are associated with geographical disparities in diabetes. Objective: To examine the association between neighborhood food environment and risk of incident type 2 diabetes across different community types (high-density urban, low-density urban, suburban, and rural). Design, Setting, and Participants: This is a national cohort study of 4 100 650 US veterans without type 2 diabetes. Participants entered the cohort between 2008 and 2016 and were followed up through 2018. The median (IQR) duration of follow-up was 5.5 (2.6-9.8) person-years. Data were obtained from Veterans Affairs electronic health records. Incident type 2 diabetes was defined as 2 encounters with type 2 diabetes International Classification of Diseases, Ninth Revision or Tenth Revision codes, a prescription for diabetes medication other than metformin or acarbose alone, or 1 encounter with type 2 diabetes International Classification of Diseases Ninth Revision or Tenth Revision codes and 2 instances of elevated hemoglobin A1c (≥6.5%). Data analysis was performed from October 2020 to March 2021. Exposures: Five-year mean counts of fast-food restaurants and supermarkets relative to other food outlets at baseline were used to generate neighborhood food environment measures. The association between food environment and time to incident diabetes was examined using piecewise exponential models with 2-year interval of person-time and county-level random effects stratifying by community types. Results: The mean (SD) age of cohort participants was 59.4 (17.2) years. Most of the participants were non-Hispanic White (2 783 756 participants [76.3%]) and male (3 779 555 participants [92.2%]). The relative density of fast-food restaurants was positively associated with a modestly increased risk of type 2 diabetes in all community types. The adjusted hazard ratio (aHR) was 1.01 (95% CI, 1.00-1.02) in high-density urban communities, 1.01 (95% CI, 1.01-1.01) in low-density urban communities, 1.02 (95% CI, 1.01-1.03) in suburban communities, and 1.01 (95% CI, 1.01-1.02) in rural communities. The relative density of supermarkets was associated with lower type 2 diabetes risk only in suburban (aHR, 0.97; 95% CI, 0.96-0.99) and rural (aHR, 0.99; 95% CI, 0.98-0.99) communities. Conclusions and Relevance: These findings suggest that neighborhood food environment measures are associated with type 2 diabetes among US veterans in multiple community types and that food environments are potential avenues for action to address the burden of diabetes. Tailored interventions targeting the availability of supermarkets may be associated with reduced diabetes risk, particularly in suburban and rural communities, whereas restrictions on fast-food restaurants may help in all community types.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.