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Revisit of test-then-pool methods and some practical considerations

机译:重新审视测试当时池方法和一些实际考虑因素

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Test-then-pool is a simple statistical method that borrows historical information to improve efficiency of the drug development process. The original test-then-pool method examines the difference between the historical and current information and then pools the information if there is no significant difference. One drawback of this method is that a nonsignificant difference may not always imply consistency between the historical and current information. As a result, the original test-then-pool method is more likely to incorrectly borrow information from the historical control when the current trial has a small sample size. Statistically, it is more natural to use an equivalence test for examining the consistency. This manuscript develops an equivalence-based test-then-pool method for a continuous endpoint, explains the relationship between the two test-then-pool methods, explores the choice of an equivalence margin through the overlap probability, and proposes an adjustment to the nominal testing level for controlling type I error under the true consistency scenario. Furthermore, the analytical forms of the type I error and power for the two test-then-pool methods are derived, and practical considerations for using them are presented.
机译:然后测试池是一种简单的统计方法,它借用历史信息来提高药物开发过程的效率。最初的“先测试后汇总”方法检查历史信息和当前信息之间的差异,如果没有显著差异,则汇总信息。这种方法的一个缺点是,不显著的差异可能并不总是意味着历史和当前信息之间的一致性。因此,当当前试验的样本量较小时,最初的先测试后汇总法更可能错误地从历史对照中借用信息。从统计学上来说,使用等价性测试来检验一致性更为自然。本手稿为连续端点开发了一种基于等效性的测试-然后池方法,解释了两种测试-然后池方法之间的关系,探索了通过重叠概率选择等效裕度,并提出了在真实一致性场景下控制I型错误的标称测试水平调整。此外,还导出了两种测试池方法的I型误差和功率的分析形式,并给出了使用它们的实际考虑。

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