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Explaining Behavior Change after Genetic Testing: The Problem of Collinearity between Test Results and Risk Estimates

机译:解释基因测试后的行为变化:测试结果与风险估计之间的共线性问题

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This paper explores whether and how the behavioral impact of genotype disclosure can be disentangled from the impact of numerical risk estimates generated by genetic tests. Secondary data analyses are presented from a randomized controlled trial of 162 first-degree relatives of Alzheimer's disease (AD) patients. Each participant received a lifetime risk estimate of AD. Control group estimates were based on age, gender, family history, and assumed e4-negative apolipoprotein E (APOE) genotype; intervention group estimates were based upon the first three variables plus true APOE genotype, which was also disclosed. AD-specific self-reported behavior change (diet, exercise, and medication use) was assessed at 12 months. Behavior change was significantly more likely with increasing risk estimates, and also more likely, but not significantly so, in e4-positive intervention group participants (53% changed behavior) than in control group participants (31%). Intervention group participants receiving e4-negative genotype feedback (24% changed behavior) and control group participants had similar rates of behavior change and risk estimates, the latter allowing assessment of the independent effects of genotype disclosure. However, collinearity between risk estimates and s4-positive genotypes, which engender high-risk estimates, prevented assessment of the independent effect of the disclosure of an e4 genotype. Novel study designs are proposed to determine whether genotype disclosure has an impact upon behavior beyond that of numerical risk estimates.
机译:本文探讨了基因型披露的行为影响是否以及如何与基因测试产生的数字风险估计的影响区分开。二级数据分析来自162个阿尔茨海默氏病(AD)患者一级亲属的随机对照试验。每个参与者都收到了AD的终生风险评估。对照组的估计基于年龄,性别,家族病史和假定的e4阴性载脂蛋白E(APOE)基因型。干预组的估计是基于前三个变量加上真实的APOE基因型,这也已被披露。在12个月时评估AD特有的自我报告的行为变化(饮食,运动和药物使用)。 e4阳性干预组参与者(行为改变的53%)比对照组(31%)的行为估计随着风险估计的增加更可能发生,而且可能性更大,但并非如此。接受e4阴性基因型反馈(行为改变了24%)的干预组参与者和对照组参与者的行为改变和风险估计率相似,后者可以评估基因型披露的独立影响。但是,风险估计和s4阳性基因型之间的共线性(导致高风险估计)阻止了e4基因型公开的独立影响的评估。提出了新颖的研究设计来确定基因型披露是否对行为产生影响,而影响程度超出数字风险估计。

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