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

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2014-10-10 eCollection Date: 2014-01-01 DOI:10.1371/journal.pone.0108891
Stephen Burgess, Daniel F Freitag, Hassan Khan, Donal N Gorman, Simon G Thompson
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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.

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使用多变量孟德尔随机化来解开脂质组分的因果效应。
背景:先前的孟德尔随机化研究表明,虽然低密度脂蛋白胆固醇(LDL-c)和甘油三酯与冠状动脉疾病(CAD)风险有因果关系,但高密度脂蛋白蛋白胆固醇(HDL-c)可能不是,因果效应估计值与零值一致。主要发现:使用“多变量孟德尔随机化”的扩展方法可以更好地确定这三种脂质组分的因果效应。我们使用了这一方法,在188578名参与者中使用了185种脂质相关遗传变异及其与脂质组分的关联的已发表数据,在22233例病例和64762名对照中使用了CAD风险。我们的研究结果表明,HDL-c可能对CAD风险具有因果保护作用,与LDL-c和甘油三酯的影响无关。基于162种与血压或体重指数无多效性关联的变异,每标准差增加的估计因果优势比LDL-c为1.57(95%可信区间1.45至1.70),0.91(0.83至0.99,p值 = 0.028)和甘油三酯1.29(1.16-1.43)。意义:对HDL-c浓度的一些干预措施可能会影响CAD的风险,但程度低于对LDL的干预措施。对这些估计的因果解释依赖于这样一种假设,即遗传变异与CAD其他途径的风险因素没有多效性关联。如果他们这样做了,一个较弱的结论是LDL-c、HDL-c和甘油三酯的遗传预测因子与CAD风险都有独立的相关性。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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