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组间-治疗相互作用在比较生物等效性研究中的应用。

Group-by-Treatment Interaction Effects in Comparative Bioavailability Studies.

机构信息

Center for Medical Data Science of the Medical University of Vienna, 1090, Vienna, Austria.

Faculty of Pharmacy, Universidade de Lisboa, 1649-004, Lisbon, Portugal.

出版信息

AAPS J. 2024 Apr 17;26(3):50. doi: 10.1208/s12248-024-00921-x.

Abstract

Comparative bioavailability studies often involve multiple groups of subjects for a variety of reasons, such as clinical capacity limitations. This raises questions about the validity of pooling data from these groups in the statistical analysis and whether a group-by-treatment interaction should be evaluated. We investigated the presence or absence of group-by-treatment interactions through both simulation techniques and a meta-study of well-controlled trials. Our findings reveal that the test falsely detects an interaction when no true group-by-treatment interaction exists. Conversely, when a true group-by-treatment interaction does exist, it often goes undetected. In our meta-study, the detected group-by-treatment interactions were observed at approximately the level of the test and, thus, can be considered false positives. Testing for a group-by-treatment interaction is both misleading and uninformative. It often falsely identifies an interaction when none exists and fails to detect a real one. This occurs because the test is performed between subjects in crossover designs, and studies are powered to compare treatments within subjects. This work demonstrates a lack of utility for including a group-by-treatment interaction in the model when assessing single-site comparative bioavailability studies, and the clinical trial study structure is divided into groups.

摘要

由于各种原因,例如临床能力限制,比较生物等效性研究通常涉及多组受试者。这就提出了一个问题,即是否可以在统计分析中对这些组的数据进行汇总,以及是否应该评估组间-治疗相互作用。我们通过模拟技术和对精心控制的试验的荟萃研究来研究是否存在组间-治疗相互作用。我们的研究结果表明,当不存在真正的组间-治疗相互作用时,该检验错误地检测到相互作用。相反,当确实存在真正的组间-治疗相互作用时,它往往未被检测到。在我们的荟萃研究中,检测到的组间-治疗相互作用约在检验水平,因此可以被认为是假阳性。检验组间-治疗相互作用是误导性的,且没有信息量。当不存在相互作用时,它经常错误地识别出相互作用,而当存在真实的相互作用时,它又未能检测到。这是因为该检验是在交叉设计中的受试者之间进行的,并且研究的目的是在受试者内部比较治疗效果。这项工作表明,在评估单点比较生物等效性研究时,在模型中包含组间-治疗相互作用缺乏实用性,并且临床试验的研究结构分为组。

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