ArticleScientific reports2023
Family income and cardiovascular disease risk in American adults.
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 65 papers.
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Who cites it
65 citing papers in PubMed, 102 citations in OpenAlex.
- The association of Zip Code-level income with cardiovascular disease burden in the Bronx: a two-decade analysis.American journal of preventive cardiology · 2026Article
- Adverse Pregnancy Outcomes and Prevalent Cardiovascular Disease Among an Urban Cohort in Haiti.JACC. Advances · 2026Article
- Periodontitis severity and its social and clinical determinants: An ACES framework-based NHANES analysis.Journal of periodontology · 2026Article
- Occupational and socioeconomic predictors of myocardial infarction and coronary heart disease: a machine learning analysis.BMC public health · 2026Article
- Relationship Between Dietary Choline Intake and Cognitive Function in the United States: A Cross-Sectional Study of the 2011-2014 NHANES Cycle.Food science & nutrition · 2026Article
- Social Determinants of Cardiovascular Health: Yes, They Matter-But What Can We Do to Address Them?Current cardiology reports · 2026Review
- Cumulative Effects of Multiple Modifiable Risk Factors on Cardiovascular Disease Mortality.Journal of clinical medicine · 2026Article
- Planetary Health Diet Adherence and Medication Use in Older Adults with Chronic Kidney Disease: A Cross-Sectional Study.Geriatrics (Basel, Switzerland) · 2026Article
- Cardiovascular morbidity following epilepsy: A nationwide retrospective cohort study in South Korea.Epilepsia open · 2026Article
- Association of insulin resistance-related indicators with cardiovascular disease and cardiovascular disease mortality in individuals with MASLD: a population-based study.Therapeutic advances in endocrinology and metabolism · 2026Article
- Socioeconomic disparities and life's essential 8: a focused review and considerations for improving cardiovascular health in the United States.Frontiers in cardiovascular medicine · 2026Article
- The Association Between Depression and Survival in Asthma: The Mediating Role of Income.Depression and anxiety · 2026Article
- Association of life's essential 8 with depressive symptoms in US cardiovascular disease survivors: a cross-sectional analysis from NHANES 2007-2018.BMC psychology · 2025Article
- The Interaction of Health Behaviors and Cardiovascular Diseases: Investigating Morbidity Risks of Disparities in U.S. Adults.Healthcare (Basel, Switzerland) · 2025Article
- Dietary and lifestyle factors associated with cardiovascular disease risk: a structural equation modeling approach.BMC cardiovascular disorders · 2025Article
- CVD Mortality Disparities with Risk Factor Associations Across U.S. Counties.Healthcare (Basel, Switzerland) · 2025Article
- A machine-learning-based osteoporosis screening tool integrating the Shapley Additive exPlanation (SHAP) method: model development and validation study.Archives of osteoporosis · 2025Article
- Social Determinants of Health Correlates and Atherosclerotic Cardiovascular Disease Risk Among Adults in Baltimore: The EngAGE With Heart Study.Journal of the American Heart Association · 2025Article
- The predictive value of family income to poverty ratio and diabetic retinopathy in adults aged 20 years and above in the United States: a cross-sectional study based on NHANES 1999-2020.BMC public health · 2025Article
- Exploring the Cross-Sectional Association Between Hypothyroidism and Circadian Syndrome: Insights from NHANES 2007-2012.Clocks & sleep · 2025Article
5 more citing papers are in PubMed but not listed here.
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Authors and funding
9 authors at 8 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Socioeconomic status is an overlooked risk factor for cardiovascular disease (CVD). Low family income is a measure of socioeconomic status and may portend greater CVD risk. Therefore, we assessed the association of family income with cardiovascular risk factor and disease burden in American adults. This retrospective analysis included data from participants aged ≥ 20 years from the National Health and Nutrition Examination Survey (NHANES) cycles between 2005 and 2018. Family income to poverty ratio (PIR) was calculated by dividing family (or individual) income by poverty guidelines specific to the survey year and used as a measure of socioeconomic status. The association of PIR with the presence of cardiovascular risk factors and CVD as well as cardiac mortality and all-cause mortality was examined. We included 35,932 unweighted participants corresponding to 207,073,472 weighted, nationally representative participants. Participants with lower PIR were often female and more likely to belong to race/ethnic minorities (non-Hispanic Black, Mexican American, other Hispanic). In addition, they were less likely to be married/living with a partner, to attain college graduation or higher, or to have health insurance. In adjusted analyses, the prevalence odds of diabetes mellitus, hypertension, coronary artery disease (CAD), congestive heart failure (CHF), and stroke largely decreased in a step-wise manner from highest (≥ 5) to lowest PIR (< 1). In adjusted analysis, we also noted a mostly dose-dependent association of PIR with the risk of all-cause and cardiac mortality during a mean 5.7 and 5.8 years of follow up, respectively. Our study demonstrates a largely dose-dependent association of PIR with hypertension, diabetes mellitus, CHF, CAD and stroke prevalence as well as incident all-cause mortality and cardiac mortality in a nationally representative sample of American adults. Public policy efforts should be directed to alleviate these disparities to help improve cardiovascular outcomes in vulnerable groups with low family income.
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