Mendelian randomization: causal inference leveraging genetic data

IF 5.9 2区 医学 Q1 PSYCHIATRY Psychological Medicine Pub Date : 2024-04-19 DOI:10.1017/s0033291724000321
Lane G. Chen, Justin D. Tubbs, Zipeng Liu, Thuan-Quoc Thach, Pak C. Sham
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Abstract

Mendelian randomization (MR) leverages genetic information to examine the causal relationship between phenotypes allowing for the presence of unmeasured confounders. MR has been widely applied to unresolved questions in epidemiology, making use of summary statistics from genome-wide association studies on an increasing number of human traits. However, an understanding of essential concepts is necessary for the appropriate application and interpretation of MR. This review aims to provide a non-technical overview of MR and demonstrate its relevance to psychiatric research. We begin with the origins of MR and the reasons for its recent expansion, followed by an overview of its statistical methodology. We then describe the limitations of MR, and how these are being addressed by recent methodological advances. We showcase the practical use of MR in psychiatry through three illustrative examples – the connection between cannabis use and psychosis, the link between intelligence and schizophrenia, and the search for modifiable risk factors for depression. The review concludes with a discussion of the prospects of MR, focusing on the integration of multi-omics data and its extension to delineating complex causal networks.
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孟德尔随机化:利用遗传数据进行因果推断
孟德尔随机化(Mendelian randomization,MR)利用遗传信息来研究表型之间的因果关系,并允许存在未测量的混杂因素。孟德尔随机化已被广泛应用于流行病学中尚未解决的问题,利用来自全基因组关联研究的汇总统计数据研究越来越多的人类特征。然而,要适当应用和解释 MR,就必须了解其基本概念。本综述旨在提供有关 MR 的非技术性概述,并展示其与精神病学研究的相关性。我们首先介绍了 MR 的起源及其近年来发展的原因,然后概述了其统计方法。然后,我们介绍了 MR 的局限性,以及最近的方法论进步是如何解决这些问题的。我们通过三个示例展示了 MR 在精神病学中的实际应用--大麻使用与精神病之间的联系、智力与精神分裂症之间的联系,以及寻找可改变的抑郁症风险因素。综述最后讨论了磁共振成像的前景,重点是多组学数据的整合及其在描绘复杂因果网络方面的扩展。
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来源期刊
Psychological Medicine
Psychological Medicine 医学-精神病学
CiteScore
11.30
自引率
4.30%
发文量
711
审稿时长
3-6 weeks
期刊介绍: Now in its fifth decade of publication, Psychological Medicine is a leading international journal in the fields of psychiatry, related aspects of psychology and basic sciences. From 2014, there are 16 issues a year, each featuring original articles reporting key research being undertaken worldwide, together with shorter editorials by distinguished scholars and an important book review section. The journal''s success is clearly demonstrated by a consistently high impact factor.
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