在心理学研究中使用多基因风险评分作为协变量

Q2 Psychology
Md Jamal Uddin , Carsten Hjorthøj , Tanvir Ahammed , Merete Nordentoft , Claus Thorn Ekstrøm
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引用次数: 1

摘要

多基因风险评分(PRS)越来越多地用于预测疾病(如精神分裂症)。然而,PRS在心理学研究中的正确应用却很少。我们的目的是评估在心理学因果关联研究中使用PRS作为协变量的方法学方面。我们利用基因与暴露或混杂因素相互作用、基因与基因相互作用、基因作为混杂因素和工具变量等现实场景进行模拟研究,并将每个场景复制1000次。我们发现,当用于计算PRS的基因型与暴露相互作用时,如果分析考虑了这种相互作用,则暴露效应与真实值相似。然而,即使在对测量的混杂因素进行调整后,也存在大量的偏倚:1)当基因与未测量的混杂因素相互作用时,当相互作用效应强两倍时,这种偏倚就会放大;ii)当基因作为混杂因素或工具变量时。因此,在运用PRS进行心理因果关联研究时,应结合心理学的理论知识,以减少系统偏差,提高暴露效应的准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The use of polygenic risk scores as a covariate in psychological studies

Polygenic risk scores (PRS) are increasingly used to predict diseases (e.g., schizophrenia). However, the proper application of the PRS in psychological studies is sparse. We aimed to evaluate the methodological aspects of using PRS as a covariate in causal association studies in psychology. We conducted a simulation study using realistic scenarios, such as gene and exposure or confounder interaction, gene and gene interaction, gene acts as confounding and instrumental variable and replicated each scenario 1000 times. We found that when the genotype(s) that was used for calculating PRS interacted with the exposure and if the analyses considering this interaction, the exposure effect similar with the true value. However, a significant amount of bias was present even after adjustment for the measured confounders i) when the gene interacted with the unmeasured confounder and this bias amplified when the interaction effect was two times stronger; and ii) when the gene acts as a confounder or instrumental variable. Therefore, theoretical knowledge of psychology should be incorporated when the PRS is utilized in psychological causal association studies in order to reduce systematic bias and improve the precision of the exposure effect.

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来源期刊
Methods in Psychology (Online)
Methods in Psychology (Online) Experimental and Cognitive Psychology, Clinical Psychology, Developmental and Educational Psychology
CiteScore
5.50
自引率
0.00%
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审稿时长
16 weeks
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