SynthesisHypertension (Dallas, Tex. : 1979)2023
Independent Associations of Education, Intelligence, and Cognition With Hypertension and the Mediating Effects of Cardiometabolic Risk Factors: A Mendelian Randomization Study.
Synthesis in Hypertension (Dallas, Tex. : 1979), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 51 papers, 2 of them syntheses 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
51 citing papers in PubMed, 2 syntheses or guidelines pooled it, 79 citations in OpenAlex.
- Genetic estimation of causalities between educational attainment with common digestive tract diseases and the mediating pathways.BMC gastroenterology · 2024Pooled it
- Causal Effect of Relative Carbohydrate Intake on Hypertension through Psychological Well-Being and Adiposity: A Mendelian Randomization Study.Nutrients · 2023Pooled it
- Application of AI in Hypertension Health Education: Scoping Review.Journal of medical Internet research · 2026Article
- Article
- Body mass index is closely correlated with blood lipids, blood pressure, serum uric acid and hepatic steatosis in middle-aged and elderly hypertensive health examinees.American journal of translational research · 2026Article
- Association Between Educational Attainment and the Risk of Gynecological Malignancies: A Mediation Mendelian Randomization Study.International journal of women's health · 2026Article
- Knowledge, Attitudes, and Practices Regarding Venous Thromboembolism Among Elderly Chinese Patients: A Cross-Sectional Study.International journal of general medicine · 2026Article
- Causal associations between environmental factors and risk of IgA nephropathy and membranous nephropathy: a bidirectional Mendelian randomization and mediation analysis.Renal failure · 2025Article
- A National Dyadic Study of Spousal Education and Hypertension Among Older Couples in the United States.Research on aging · 2025Article
- An Integrative Polygenic and Epigenetic Risk Score for Overweight-related Hypertension in Chinese Population.Genomics, proteomics & bioinformatics · 2025Article
- Causal Associations Between Socioeconomic Status, Intelligence, Cognition and Atrial Fibrillation: Evidence From Mendelian Randomization.JACC. Asia · 2025Article
- 3-Hydroxybutyrate, a metabolite in sustaining neuronal cell vitality: a mendelian randomization and in vitro experimentation.Nutrition & metabolism · 2025Article
- Article
- Associations of socioeconomic status and healthy lifestyle with incident early-onset and late-onset hypertension: a nationwide prospective cohort study in the UK.Population health metrics · 2025Article
- Association between educational attainment and blood pressure in older adults: a study of two Finnish generational cohorts born 20 years apart.International journal of cardiology. Cardiovascular risk and prevention · 2025Article
- The 2-Step Mendelian Randomisation Study Assesses Genetic Causality and Potential Mediators of Periodontal Disease and Atrial Fibrillation.International dental journal · 2025Article
- Smoking and asthma mediate the protective effect of educational attainment on chronic obstructive pulmonary disease risk: a mediation Mendelian randomization analysis.BMC pulmonary medicine · 2025Article
- Exploring the Impact of Neuroticism on Lung Cancer Risk: Insights From Mediated Mendelian Randomization.Brain and behavior · 2025Article
- Complex interplay between type 2 diabetes mellitus and pancreatic cancer: insights from observational and mendelian randomization analyses.BMC cancer · 2025Observational
- Association between cardiometabolic index and biological ageing among adults: a population-based study.BMC public health · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
14 authors at 1 institution in 2 countries.
Funding
Abstract
backgroundEducation, intelligence, and cognition are associated with hypertension, but which one plays the most prominent role in the pathogenesis of hypertension and which modifiable risk factors mediate the causal effects remains unknown.
methodsUsing summary statistics of genome-wide association studies of predominantly European ancestry, we conducted 2-sample multivariable Mendelian randomization to estimate the independent effects of education, intelligence, or cognition on hypertension (FinnGen study, 70 651 cases/223 663 controls; UK Biobank, 77 723 cases/330 366 controls) and blood pressure (International Consortium of Blood Pressure, 757 601 participants), and used 2-step Mendelian randomization to evaluate 25 potential mediators of the association and calculate the mediated proportions.
resultsMeta-analysis of inverse variance weighted Mendelian randomization results from FinnGen and UK Biobank showed that genetically predicted 1-SD (4.2 years) higher education was associated with 44% (95% CI: 0.40-0.79) decreased hypertension risk and 1.682 mm Hg lower systolic and 0.898 mm Hg lower diastolic blood pressure, independently of intelligence and cognition. While the causal effects of intelligence and cognition on hypertension were not independent of education; 6 out of 25 cardiometabolic risk factors were identified as mediators of the association between education and hypertension, ranked by mediated proportions, including body mass index (mediated proportion: 30.1%), waist-to-hip ratio (22.8%), body fat percentage (14.1%), major depression (7.0%), high-density lipoprotein cholesterol (4.7%), and triglycerides (3.4%). These results were robust to sensitivity analyses.
conclusionsOur findings illustrated the causal, independent impact of education on hypertension and blood pressure and outlined cardiometabolic mediators as priority targets for prevention of hypertension attributable to low education.
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.