ArticlePLoS medicine2019
Educational attainment and cardiovascular disease in the United States: A quasi-experimental instrumental variables analysis.
Article in PLoS medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 39 papers, 1 of them a synthesis that pooled it.
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Who cites it
39 citing papers in PubMed, 1 synthesis or guideline pooled it, 94 citations in OpenAlex.
- Preventing depression in high-income countries-A systematic review of studies evaluating change in social determinants.PloS one · 2025Pooled it
- Educational Attainment Level and Risk of Mortality and Cardiopulmonary Outcomes in High-Risk Patients With Cardiovascular Disease: The INVESTED Trial.Journal of the American Heart Association · 2025Trial
- Educational Attainment and the Effect of Intensive Blood Pressure Reduction: A Post Hoc Analysis of the SPRINT Study.Journal of the American Heart Association · 2025Trial
- Educational Disparities in the Impact of Suicidal Ideation on Long-Term Cardio-Cerebrovascular Outcomes: A Prospective Cohort Study.Psychiatry investigation · 2026Article
- Social Determinants of Cardiovascular Health: Yes, They Matter-But What Can We Do to Address Them?Current cardiology reports · 2026Review
- Setting the standard for high-quality studies using open health datasets.PLoS medicine · 2025Article
- Prevalence and risk factors of cerebral microhemorrhages and superficial siderosis in cognitively unimpaired older adults: analysis from the CHARIOT-PRO SubStudy.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Article
- Cardiovascular Risk Evaluation in a Latin American Population With Severe Mental Illness: An Observational Study.Actas espanolas de psiquiatria · 2025Observational
- Association between life's essential 8 and colorectal cancer: A population-based study.Medicine · 2025Article
- Trends and Disparities in Cardiovascular Disease in US Adults with Metabolic Dysfunction-Associated Steatotic Liver Disease.Biomedicines · 2025Article
- Article
- Income, education, and the clustering of risk in cardiovascular disease in the US, 1999-2018: an observational study.Lancet regional health. Americas · 2025Article
- Unlocking the link: predicting cardiovascular disease risk with a focus on airflow obstruction using machine learning.BMC medical informatics and decision making · 2025Article
- Association between the cumulative estimated glucose disposal rate and incident cardiovascular disease in individuals over the age of 50 years and without diabetes: data from two large cohorts in China and the United States.Cardiovascular diabetology · 2025Article
- Adolescent risk behaviours are associated with educational attainment in early adulthood: results from the Raine Study cohort.BMC public health · 2024Article
- Impact of Vietnam-era G.I. Bill eligibility on later-life blood pressure distribution: evidence from the Vietnam draft lottery natural experiment.American journal of epidemiology · 2024Article
- Quantile regressions as a tool to evaluate how an exposure shifts and reshapes the outcome distribution: A primer for epidemiologists.American journal of epidemiology · 2024Article
- Low income and education are associated with greater ASCVD risk scores among adults in the US.Preventive medicine reports · 2024Article
- Disentangling potential causal effects of educational duration on well-being, and mental and physical health outcomes.Psychological medicine · 2024Article
- Socioeconomic inequalities in cardiovascular disease: a causal perspective.Nature reviews. Cardiology · 2024Review
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundThere is ongoing debate about whether education or socioeconomic status (SES) should be inputs into cardiovascular disease (CVD) prediction algorithms and clinical risk adjustment models. It is also unclear whether intervening on education will affect CVD, in part because there is controversy regarding whether education is a determinant of CVD or merely correlated due to confounding or reverse causation. We took advantage of a natural experiment to estimate the population-level effects of educational attainment on CVD and related risk factors. METHODS AND
findingsWe took advantage of variation in United States state-level compulsory schooling laws (CSLs), a natural experiment that was associated with geographic and temporal differences in the minimum number of years that children were required to attend school. We linked census data on educational attainment (N = approximately 5.4 million) during childhood with outcomes in adulthood, using cohort data from the 1992-2012 waves of the Health and Retirement Study (HRS; N = 30,853) and serial cross-sectional data from 1971-2012 waves of the National Health and Nutrition Examination Survey (NHANES; N = 44,732). We examined self-reported CVD outcomes and related risk factors, as well as relevant serum biomarkers. Using instrumental variables (IV) analysis, we found that increased educational attainment was associated with reduced smoking (HRS β -0.036, 95%CI: -0.06, -0.02, p < 0.01; NHANES β -0.032, 95%CI: -0.05, -0.02, p < 0.01), depression (HRS β -0.049, 95%CI: -0.07, -0.03, p < 0.01), triglycerides (NHANES β -0.039, 95%CI: -0.06, -0.01, p < 0.01), and heart disease (HRS β -0.025, 95%CI: -0.04, -0.002, p = 0.01), and improvements in high-density lipoprotein (HDL) cholesterol (HRS β 1.50, 95%CI: 0.34, 2.49, p < 0.01; NHANES β 0.86, 95%CI: 0.32, 1.48, p < 0.01), but increased BMI (HRS β 0.20, 95%CI: 0.002, 0.40, p = 0.05; NHANES β 0.13, 95%CI: 0.01, 0.32, p = 0.05) and total cholesterol (HRS β 2.73, 95%CI: 0.09, 4.97, p = 0.03). While most findings were cross-validated across both data sets, they were not robust to the inclusion of state fixed effects. Limitations included residual confounding, use of self-reported outcomes for some analyses, and possibly limited generalizability to more recent cohorts.
conclusionsThis study provides rigorous population-level estimates of the association of educational attainment with CVD. These findings may guide future implementation of interventions to address the social determinants of CVD and strengthen the argument for including educational attainment in prediction algorithms and primary prevention guidelines for CVD.
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