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A Bayesian decision-theoretic sequential response-adaptive randomization design

机译:贝叶斯决策定义响应 - 自适应随机化设计

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摘要

We propose a class of phase II clinical trial designs with sequential stopping and adaptive treatment allocation to evaluate treatment efficacy. Our work is based on two-arm (control and experimental treatment) designs with binary endpoints. Our overall goal is to construct more efficient and ethical randomized phase II trials by reducing the average sample sizes and increasing the percentage of patients assigned to the better treatment arms of the trials. The designs combine the Bayesian decision-theoretic sequential approach with adaptive randomization procedures in order to achieve simultaneous goals of improved efficiency and ethics. The design parameters represent the costs of different decisions, e.g., the decisions for stopping or continuing the trials. The parameters enable us to incorporate the actual costs of the decisions in practice. The proposed designs allow the clinical trials to stop early for either efficacy or futility. Furthermore, the designs assign more patients to better treatment arms by applying adaptive randomization procedures. We develop an algorithm based on the constrained backward induction and forward simulation to implement the designs. The algorithm overcomes the computational difficulty of the backward induction method, thereby making our approach practicable. The designs result in trials with desirable operating characteristics under the simulated settings. Moreover, the designs are robust with respect to the response rate of the control group.
机译:我们提出了一类II期临床试验设计,其顺序停药和适应性治疗分配以评估治疗效果。我们的工作基于带有二进制端点的双臂(对照和实验处理)设计。我们的总体目标是通过减少平均样本量并增加分配到试验中更好治疗组的患者比例来构建更有效,符合伦理道德的II期随机试验。设计将贝叶斯决策理论顺序方法与自适应随机过程相结合,以实现同时提高效率和道德标准的目标。设计参数代表不同决策的成本,例如停止或继续试验的决策。这些参数使我们能够在实践中纳入决策的实际成本。拟议的设计允许临床试验因疗效或无效性而尽早停止。此外,该设计通过应用自适应随机程序将更多患者分配给更好的治疗方案。我们基于受限的反向感应和正向仿真开发了一种算法来实现设计。该算法克服了反向归纳法的计算困难,从而使我们的方法可行。该设计可在模拟设置下进行具有理想运行特性的试验。此外,该设计在对照组的响应率方面也很强大。

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