Mendelian Randomization as an Approach to Assess Causality Using Observational Data

孟德尔随机化 观察研究 工具变量 因果关系(物理学) 混淆 结果(博弈论) 因果推理 遗传关联 医学 计量经济学 遗传学 生物 遗传变异 内科学 单核苷酸多态性 数学 病理 数理经济学 基因型 物理 基因 量子力学
作者
Peggy Sekula,Fabiola Del Greco M,Cristian Pattaro,Anna Köttgen
出处
期刊:Journal of The American Society of Nephrology 卷期号:27 (11): 3253-3265 被引量:1657
标识
DOI:10.1681/asn.2016010098
摘要

Mendelian randomization refers to an analytic approach to assess the causality of an observed association between a modifiable exposure or risk factor and a clinically relevant outcome. It presents a valuable tool, especially when randomized controlled trials to examine causality are not feasible and observational studies provide biased associations because of confounding or reverse causality. These issues are addressed by using genetic variants as instrumental variables for the tested exposure: the alleles of this exposure-associated genetic variant are randomly allocated and not subject to reverse causation. This, together with the wide availability of published genetic associations to screen for suitable genetic instrumental variables make Mendelian randomization a time- and cost-efficient approach and contribute to its increasing popularity for assessing and screening for potentially causal associations. An observed association between the genetic instrumental variable and the outcome supports the hypothesis that the exposure in question is causally related to the outcome. This review provides an overview of the Mendelian randomization method, addresses assumptions and implications, and includes illustrative examples. We also discuss special issues in nephrology, such as inverse risk factor associations in advanced disease, and outline opportunities to design Mendelian randomization studies around kidney function and disease.
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