| Title: | High-throughput multivariable Mendelian randomization analysis prioritizes apolipoprotein B as key lipid risk factor for coronary artery disease |
| Journal: | International Journal of Epidemiology |
| Published: | 11 Jan 2020 |
| Pubmed: | https://pubmed.ncbi.nlm.nih.gov/33130851/ |
| DOI: | https://doi.org/10.1093/ije/dyaa216 |
| URL: | https://academic.oup.com/ije/article-pdf/50/3/893/38891845/dyaa216.pdf |
Publication 13683
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Abstract
BACKGROUND: Genetic variants can be used to prioritize risk factors as potential therapeutic targets via Mendelian randomization (MR). An agnostic statistical framework using Bayesian model averaging (MR-BMA) can disentangle the causal role of correlated risk factors with shared genetic predictors. Here, our objective is to identify lipoprotein measures as mediators between lipid-associated genetic variants and coronary artery disease (CAD) for the purpose of detecting therapeutic targets for CAD.</p>
METHODS: As risk factors we consider 30 lipoprotein measures and metabolites derived from a high-throughput metabolomics study including 24 925 participants. We fit multivariable MR models of genetic associations with CAD estimated in 453 595 participants (including 113 937 cases) regressed on genetic associations with the risk factors. MR-BMA assigns to each combination of risk factors a model score quantifying how well the genetic associations with CAD are explained. Risk factors are ranked by their marginal score and selected using false-discovery rate (FDR) criteria. We perform supplementary and sensitivity analyses varying the dataset for genetic associations with CAD.</p>
RESULTS: In the main analysis, the top combination of risk factors ranked by the model score contains apolipoprotein B (ApoB) only. ApoB is also the highest ranked risk factor with respect to the marginal score (FDR <0.005). Additionally, ApoB is selected in all sensitivity analyses. No other measure of cholesterol or triglyceride is consistently selected otherwise.</p>
CONCLUSIONS: Our agnostic genetic investigation prioritizes ApoB across all datasets considered, suggesting that ApoB, representing the total number of hepatic-derived lipoprotein particles, is the primary lipid determinant of CAD.</p>
8 Keywords
- Apolipoproteins B
- Bayes Theorem
- Cholesterol, LDL
- Coronary Artery Disease
- Humans
- Lipids
- Mendelian Randomization Analysis
- Risk Factors
7 Authors
- Verena Zuber
- Dipender Gill
- Mika Ala-Korpela
- Claudia Langenberg
- Adam Butterworth
- Leonardo Bottolo
- Stephen Burgess
1 Application
| Application ID | Title |
|---|---|
| 26865 | Risk factors for `less-frequent` cardiovascular diseases |
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