Mendelian randomization: causal inference leveraging genetic data

孟德尔随机化 因果推理 推论 遗传数据 计算机科学 随机化 遗传学 生物 心理学 人工智能 遗传变异 计量经济学 生物信息学 医学 数学 临床试验 基因 基因型 人口 环境卫生
作者
Lane G. Chen,Justin D. Tubbs,Zipeng Liu,TQ Thach,Pak C. Sham
出处
期刊:Psychological Medicine [Cambridge University Press]
卷期号:54 (8): 1461-1474 被引量:67
标识
DOI:10.1017/s0033291724000321
摘要

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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