Rxivist logo

Rxivist combines preprints from bioRxiv with data from Twitter to help you find the papers being discussed in your field. Currently indexing 62,734 bioRxiv papers from 278,354 authors.

What explains the effect of education on cardiovascular disease? Applying Mendelian randomization to identify the consequences of education inequality

By Alice R Carter, Dipender Gill, Neil M Davies, Amy E Taylor, Taavi Tillmann, Julien Vaucher, Robyn E Wootton, Marcus R. Munafò, Gibran Hemani, Rainer Malik, Sudha Seshadri, Daniel Woo, Stephen Burgess, George Davey Smith, Michael V Holmes, Ioanna Tzoulaki, Laura D Howe, Abbas Dehghan

Posted 07 Dec 2018
bioRxiv DOI: 10.1101/488254 (published DOI: 10.1136/bmj.l1855)

Importance: Lower levels of education are causally related to higher cardiovascular risk, but the extent to which this is driven by modifiable risk factors also associated with education is unknown. Objective: To investigate the role of body mass index, systolic blood pressure and smoking in explaining the effect of education on risk of cardiovascular disease outcomes. Design: Multivariable regression analysis of observational data and Mendelian randomization (MR) analysis of genetic data. Setting: UK Biobank and international genome-wide association study consortia. Participants: Predominantly individuals of European ancestry. Main outcomes and measures: The effects of education (per 1-standard deviation increase, equivalent to 3.6 years) on coronary heart disease, cardiovascular disease (all subtypes), myocardial infarction and stroke risk (all measured in odds ratio, OR), and the degree to which this is mediated through body mass index, systolic blood pressure and smoking. Results: Each additional standard deviation of education associated with 13% lower risk of coronary heart disease (OR 0.87, 95% confidence interval [CI] 0.84 to 0.89) in observational analysis and 37% lower risk (OR 0.63, 95% CI 0.60 to 0.67) in Mendelian randomization analysis. As a proportion of the total risk reduction, body mass index mediated 15% (95% CI 13% to 17%) and 18% (95% CI 14% to 23%) in the observational and Mendelian randomization estimates, respectively. Corresponding estimates for systolic blood pressure were 11% (95% CI 9% to 13%) and 21% (95% CI 15% to 27%), and for smoking, 19% (15% to 22%) and 33% (95% CI 17% to 49%). All three risk factors combined mediated 42% (95% CI 36% to 48%) and 36% (95 % CI 16% to 63%) of the effect of education on coronary heart disease in observational and Mendelian randomization respectively. Similar results were obtained when investigating risk of stroke, myocardial infarction and all-cause cardiovascular disease. Conclusions and relevance: BMI, SBP and smoking mediate a substantial proportion of the protective effect of education on risk of cardiovascular outcomes and intervening on these would lead to reductions in cases of CVD attributable to lower levels of education. However, more than half of the protective effect of education remains unexplained and requires further investigation.

Download data

  • Downloaded 352 times
  • Download rankings, all-time:
    • Site-wide: 28,282 out of 62,734
    • In epidemiology: 417 out of 1,556
  • Year to date:
    • Site-wide: 16,807 out of 62,734
  • Since beginning of last month:
    • Site-wide: 43,007 out of 62,734

Altmetric data


Downloads over time

Distribution of downloads per paper, site-wide


Sign up for the Rxivist weekly newsletter! (Click here for more details.)


News