ArticleBMC public health2022
The relationship between Social Determinants of Health (SDoH) and death from cardiovascular disease or opioid use in counties across the United States (2009-2018).
Article in BMC public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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Who cites it
17 citing papers in PubMed, 37 citations in OpenAlex.
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- A scoping review of interventions addressing social determinants of health and their influence on opioid use disorder outcomes.Drug and alcohol dependence · 2025Article
- Establishing a research advisory committee in addictions services with a focus on social needs and social isolation.Research involvement and engagement · 2025Article
- Evaluation of Federally Mandated Smoke-Free Housing Policy and Health Outcomes Among Adults Over the Age of 50 in Low-Income, Public Housing in New York City, 2015-2022.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2025Article
- Identifying spatiotemporal patterns in opioid vulnerability: investigating the links between disability, prescription opioids and opioid-related mortality.BMC public health · 2025Article
- Impact of Social Determinants of Health on Cardiovascular Disease.Journal of the American Heart Association · 2025Review
- Social Determinants of Health and US Health Care Expenditures by Insurer.JAMA network open · 2024Article
- Drug Use Patterns in Wastewater and Socioeconomic and Demographic Indicators.JAMA network open · 2024Article
- Article
- Identifying social determinants of health from clinical narratives: A study of performance, documentation ratio, and potential bias.Journal of biomedical informatics · 2024Article
- Social associations and cardiovascular mortality in the United States counties, 2016 to 2020.BMC cardiovascular disorders · 2024Article
- Disparities in structural brain imaging in older adults from rural communities in Southern Nevada.Frontiers in aging neuroscience · 2024Article
- Article
- Socioeconomic inequalities in high-risk fertility behaviour among Nigerian women: A non-experimental population-based study.PloS one · 2024Article
- The Imperative of Regulation: The Co-creation of a Medical and Non-medical US Opioid Crisis.Psychoactives · 2023Article
- The Future of the United States Overdose Crisis: Challenges and Opportunities.The Milbank quarterly · 2023Article
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Authors and funding
5 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundDeath from cardiovascular disease (CVD) has been a longstanding public health challenge in the US, whereas death from opioid use is a recent, growing public health crisis. While population-level approaches to reducing CVD risk are known to be effective in preventing CVD deaths, more targeted approaches in high-risk communities are known to work better for reducing risk of opioid overdose. For communities to plan effectively in addressing both public health challenges, they need information on significant community-level (vs individual-level) predictors of death from CVD or opioid use. This study addresses this need by examining the relationship between 1) county-level social determinants of health (SDoH) and CVD deaths and 2) county-level SDoH and opioid-use deaths in the US, over a ten-year period (2009-2018).
methodsA single national county-level ten-year 'SDoH Database' is analyzed, to address study objectives. Fixed-effects panel-data regression analysis, including county, year, and state-by-year fixed effects, is used to examine the relationship between 1) SDoH and CVD death-rate and 2) SDoH and opioid-use death-rate. Eighteen independent (SDoH) variables are included, spanning three contexts: socio-economic (e.g., race/ethnicity, income); healthcare (e.g., system-characteristics); and physical-infrastructure (e.g., housing).
resultsAfter adjusting for county, year, and state-by-year fixed effects, the significant county-level positive SDoH predictors for CVD death rate were, median age and percentage of civilian population in armed forces. The only significant negative predictor was percentage of population reporting White race. On the other hand, the four significant negative predictors of opioid use death rate were median age, median household income, percent of population reporting Hispanic ethnicity and percentage of civilian population consisting of veterans. Notably, a dollar increase in median household income, was estimated to decrease sample mean opioid death rate by 0.0015% based on coefficient value, and by 20.05% based on effect size.
conclusionsThe study provides several practice and policy implications for addressing SDoH barriers at the county level, including population-based approaches to reduce CVD mortality risk among people in military service, and policy-based interventions to increase household income (e.g., by raising county minimum wage), to reduce mortality risk from opioid overdoses.
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