Using multivariable Mendelian randomization to disentangle the causal effects of lipid fractions

PLoS One. 2014 Oct 10;9(10):e108891. doi: 10.1371/journal.pone.0108891. eCollection 2014.

Abstract

Background: Previous Mendelian randomization studies have suggested that, while low-density lipoprotein cholesterol (LDL-c) and triglycerides are causally implicated in coronary artery disease (CAD) risk, high-density lipoprotein cholesterol (HDL-c) may not be, with causal effect estimates compatible with the null.

Principal findings: The causal effects of these three lipid fractions can be better identified using the extended methods of 'multivariable Mendelian randomization'. We employ this approach using published data on 185 lipid-related genetic variants and their associations with lipid fractions in 188,578 participants, and with CAD risk in 22,233 cases and 64,762 controls. Our results suggest that HDL-c may be causally protective of CAD risk, independently of the effects of LDL-c and triglycerides. Estimated causal odds ratios per standard deviation increase, based on 162 variants not having pleiotropic associations with either blood pressure or body mass index, are 1.57 (95% credible interval 1.45 to 1.70) for LDL-c, 0.91 (0.83 to 0.99, p-value = 0.028) for HDL-c, and 1.29 (1.16 to 1.43) for triglycerides.

Significance: Some interventions on HDL-c concentrations may influence risk of CAD, but to a lesser extent than interventions on LDL-c. A causal interpretation of these estimates relies on the assumption that the genetic variants do not have pleiotropic associations with risk factors on other pathways to CAD. If they do, a weaker conclusion is that genetic predictors of LDL-c, HDL-c and triglycerides each have independent associations with CAD risk.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Cholesterol, HDL / blood
  • Cholesterol, HDL / genetics
  • Cholesterol, LDL / blood
  • Cholesterol, LDL / genetics
  • Coronary Artery Disease / blood
  • Coronary Artery Disease / epidemiology*
  • Coronary Artery Disease / genetics*
  • Genetic Variation
  • Humans
  • Mendelian Randomization Analysis*
  • Risk Factors
  • Triglycerides / blood
  • Triglycerides / genetics

Substances

  • Cholesterol, HDL
  • Cholesterol, LDL
  • Triglycerides

Associated data

  • figshare/10.6084/M9.FIGSHARE.1116328