F10亨廷顿舞蹈病的环境修饰因素:使用倾向评分和结果分析来确定因果关系

B. Griffin, M. Booth, M. Busse-Morris, E. Wild, C. Setodji, John H. Warner, A. Mohan
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Outcomes were compared several years later using doubly robust (DR) outcome models. The primary outcome was a composite HD severity measure that included assessments of motor, cognitive and functional abilities. Results We only found significant evidence that antidepressant use was detrimental to HD progression over time, compared with similarly matched individuals who were not taking antidepressants (effect size difference=0.13; 95% confidence interval=0.05,0.21). Conclusions This study is the first to examine the impact of non-genetic factors on HD using causal inference methods. We show that previously reported significant factors – including alcohol and recreational drug use – were no longer causally linked to HD progression after PS weighting. 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摘要

虽然亨廷顿舞蹈病(HD)是一种遗传遗传性疾病,但目前尚不清楚非遗传因素如环境和行为如何促进其进展。我们采用因果推理方法在一个大型(n=2,914)纵向数据集中进行模拟伪随机试验,研究非遗传因素暴露对HD进展的影响:教育、就业状况、吸烟、饮酒、娱乐和治疗药物的使用。方法对每个因素进行单独调查,同时控制其他19个因素(包括HD的基线严重程度),以使用倾向评分(PS)权重保证各组在基线上对所有潜在混杂因素进行良好的平衡。几年后使用双稳健(DR)结果模型对结果进行比较。主要结果是HD严重程度的综合测量,包括运动、认知和功能能力的评估。结果:与不服用抗抑郁药的相似匹配个体相比,我们只发现了显著的证据,表明抗抑郁药的使用不利于HD的长期进展(效应大小差异=0.13;95%置信区间=0.05,0.21)。本研究首次采用因果推理方法探讨非遗传因素对HD的影响。我们发现先前报道的重要因素——包括酒精和娱乐性药物的使用——在PS加权后不再与HD进展有因果关系。这突出了PS加权在检查导致HD进展的非遗传因素中可以发挥的重要作用,并且在解释未尝试使用此类方法的研究结果时需要谨慎。
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F10 Environmental modifiers of huntington’s disease: using propensity scores and outcome analyses to identify causal links
Background Although Huntington’s disease (HD) is a genetically inherited disorder, it is not clear how non-genetic factors such as environment and behavior may contribute to progression. Aims We used a causal inference approach to run simulated pseudo-randomized trials in a large (n=2,914) longitudinal dataset, to study the effects of exposure to non-genetic factors on progression of HD: education, employment status, tobacco use, alcohol use, and use of recreational and therapeutic drugs. Methods Each factor was investigated in isolation while controlling for nineteen others factors (including baseline severity of HD), to guarantee that groups were well balanced at baseline on all potential confounders using propensity score (PS) weights. Outcomes were compared several years later using doubly robust (DR) outcome models. The primary outcome was a composite HD severity measure that included assessments of motor, cognitive and functional abilities. Results We only found significant evidence that antidepressant use was detrimental to HD progression over time, compared with similarly matched individuals who were not taking antidepressants (effect size difference=0.13; 95% confidence interval=0.05,0.21). Conclusions This study is the first to examine the impact of non-genetic factors on HD using causal inference methods. We show that previously reported significant factors – including alcohol and recreational drug use – were no longer causally linked to HD progression after PS weighting. This highlights the important role PS weighting can play in examining non-genetic factors contributing to HD progression, and the caution needed when interpreting findings from studies that do not attempt to use such methods.
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