Elucidating the causal role of age of menarche, adiposity, lipid fractions, and blood pressure upon cardiovascular disease: A multivariable Mendelian randomization study
Jee, Y.; Spiller, W.; Sanderson, E.; Tilling, K.; Palmer, T.; Ha, E.; Kim, Y. J.
Show abstract
This study evaluates the potential role of multiple correlated risk factors upon coronary heart disease (CHD) and ischemic stroke, and the extent to which using GWAS summary data including prevalent cases of stroke, as opposed to incident cases, can influence Mendelian randomization (MR) analyses. Initially, thirteen candidate risk factors were identified through a literature review, including age of menarche, adiposity, blood pressure, lipid fractions, physical activity, type-II diabetes, smoking, sleep duration, alcohol consumption, and kidney function. Using publicly available summary data from genome-wide association studies (GWAS), the total effect of each exposure on CHD, ischemic, and cardioembolic stroke was estimated using univariable summary MR. Multivariable MR (MVMR) analyses were then used to estimate the conditional effects of low-density lipoprotein (LDL), high-density lipoprotein (HDL), triglycerides and systolic blood pressure (SBP) on each outcome. To select the MVMR model a novel forward selection algorithm was applied to include the greatest number of exposures while maintaining sufficient conditional instrument strength for estimation. To examine potential bias from using GWAS summary data derived from prevalent cases of ischemic stroke a GWAS of incident ischemic stroke was conducted using data from the UK Biobank. In univariable MR analyses negative effects of blood pressure were observed across all outcomes, while the effects of remaining exposures differed markedly. HDL was also estimated to have a protective effect on all outcomes except cardioembolic stroke. Univariable and MVMR estimates were directionally consistent, though MVMR estimates were attenuated. Finally, repeating analyses using incident stroke cases yielded results in agreement with prevalent stroke data, suggesting the use of prevalent outcome data did not bias our initial analysis.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Mendelian randomisation for mediation analysis: current methods and challenges for implementation 94%
- Associations of polygenic inheritance of physical activity with aerobic fitness, cardiometabolic risk factors and diseases: the HUNT Study 93%
- A comparison of regression discontinuity and propensity score matching to estimate the causal effects of statins using electronic health records 93%
Similar papers in this journal
- Educational attainment as a modifier of the effect of polygenic scores for cardiovascular risk factors: cross-sectional and prospective analysis of UK Biobank 96%
- High-throughput multivariable Mendelian randomization analysis prioritizes apolipoprotein B as key lipid risk factor for coronary artery disease 94%
- An empirical investigation into the impact of winner's curse on estimates from Mendelian randomization 94%
Similar papers in this journal
- Causal effect of atrial fibrillation on brain white or grey matter volume: A Mendelian randomization study 93%
- Puberty Timing and Markers of Cardiovascular Structure and Function at 25 Years: A Prospective Cohort Study 92%
- The effect of maternal BMI, smoking and alcohol on congenital heart diseases: a Mendelian randomization study 92%
Similar papers in this journal
- Diet-derived antioxidants do not decrease the risk of ischemic stroke: a Mendelian Randomization Study in over 1 million participants 95%
- Leveraging genetic data to elucidate the relationship between Covid-19 and ischemic stroke 94%
- Age at menopause and the risk of stroke: Observational and Mendelian Randomization analysis in 204,244 postmenopausal women 93%
Similar papers in this journal
- Joint association of genetic risk and accelerometer-based step count with cardiovascular disease: a UK-Biobank cohort study 93%
- Polygenic prediction of coronary heart disease among 130,000 Mexican adults 93%
- Familial risk of myocardial infarction with non-obstructive and obstructive coronary arteries-A nation-wide cohort study 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.