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A Change-Point Regression Approach for Efficacy Evaluation of Dietary Supplements

机译:膳食补充剂功效评估的变点回归方法

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摘要

In clinical trials for dietary supplements and functional foods, the study population tends to be a mixture of healthy subjects and those who are not so healthy but are not definitely diseased (called “borderline subjects”). For such heterogeneous populations, the t-test and ANCOVA method often fail to provide the desired treatment efficacy. We propose an alternative approach for the efficacy evaluation of dietary supplements and functional foods based on a change-point linear regression model. The model does not require the assumption of a constant treatment effect and provides clinically interpretable results. By employing the AIC-based profile likelihood method, inferences can be made easily using standard statistical software. The proposed method was applied to the Garcinia study data, and the merit of the method was demonstrated by comparing it with traditional methods.
机译:在膳食补充剂和功能性食品的临床试验中,研究人群往往是健康受试者与那些不太健康但并未明确患病的受试者(称为“边界受试者”)的混合物。对于此类异类人群,t检验和ANCOVA方法通常无法提供所需的治疗功效。我们提出了一种基于变化点线性回归模型的膳食补充剂和功能食品功效评估的替代方法。该模型不需要假设恒定的治疗效果,并且可以提供临床上可解释的结果。通过采用基于AIC的轮廓似然方法,可以使用标准统计软件轻松进行推断。将该方法应用于藤黄的研究数据,并与传统方法进行比较,证明了该方法的优点。

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