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Mendelian Randomization as an Approach to Assess Causality Using Observational Data

机译:孟德尔随机化作为使用观测数据评估因果关系的一种方法

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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.
机译:孟德尔随机化是指一种分析方法,用于评估可改变的暴露或风险因素与临床相关结局之间观察到的关联的因果关系。它提供了一种有价值的工具,尤其是在检查因果关系的随机对照试验不可行且观察性研究因混杂或逆因果关系而提供有偏见的关联时尤其如此。通过使用遗传变异作为测试暴露的工具变量来解决这些问题:与该暴露相关的遗传变异的等位基因是随机分配的,并且不受反向因果关系的影响。这与已发布的遗传协会对筛选合适的遗传工具变量的广泛可用性一起,使孟德尔随机化成为一种省时省钱的方法,并有助于其在评估和筛选潜在因果联系方面日益普及。在遗传工具变量和结果之间观察到的关联支持以下假设:所讨论的暴露与结果有因果关系。这篇综述概述了孟德尔随机方法,阐述了假设和含义,并包括了示例性例子。我们还将讨论肾脏病学中的特殊问题,例如晚期疾病中的逆向危险因素关联,并概述围绕肾脏功能和疾病设计孟德尔随机研究的机会。

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