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Comparison of response adaptive randomization features in multiarm clinical trials with control

机译:响应自适应随机化特征对多神的临床试验控制

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We investigate multiple features of response adaptive randomization (RAR) in the context of a multiple arm randomized trial with control, where the primary goal is the identification of the best arm for use in a broader patient population. We maintain constant control allocation and vary the length of time until RAR is started, interim frequency, the underlying quantity used to calculate the randomization probabilities, and a threshold resulting in temporary arm dropping. We evaluate the designs on five metrics measuring benefit to the internal trial population, the future external population, and statistical estimation. Our results indicate these features have minimal interaction within the space explored, with preference for earlier activation of RAR, more frequent interim analyses, randomizing in proportion to the probability each arm is the best, and aggressive thresholding for temporarily dropping arms. The results illustrate useful principles for maximizing the benefit of RAR in practice.
机译:我们在多组随机对照试验的背景下研究了反应适应性随机化(RAR)的多个特征,其中主要目标是确定在更广泛的患者群体中使用的最佳组。我们维持恒定的控制分配,并改变RAR开始前的时间长度、中间频率、用于计算随机化概率的基本数量,以及导致暂时性手臂下降的阈值。我们评估了五个衡量内部试验人群、未来外部人群和统计估计受益的指标的设计。我们的结果表明,这些特征在所探索的空间内具有最小的交互作用,偏好RAR的早期激活、更频繁的中期分析、根据每只手臂的最佳概率按比例随机化,以及针对暂时放下手臂的积极阈值。结果说明了在实践中实现RAR效益最大化的有用原则。

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