Using Multivariable Mendelian Randomization to Disentangle the Causal Effects of Lipid Fractions

被引:71
作者
Burgess, Stephen [1 ]
Freitag, Daniel F. [1 ]
Khan, Hassan [1 ]
Gorman, Donal N. [1 ]
Thompson, Simon G. [1 ]
机构
[1] Univ Cambridge, Dept Publ Hlth & Primary Care, Cardiovasc Epidemiol Unit, Cambridge, England
来源
PLOS ONE | 2014年 / 9卷 / 10期
基金
英国惠康基金;
关键词
CORONARY-HEART-DISEASE; GENETIC-VARIANTS; RISK-FACTORS; TRIGLYCERIDES;
D O I
10.1371/journal.pone.0108891
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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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页数:8
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