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首页> 外文期刊>Statistical methods in medical research >Phase I/II dose-finding design for molecularly targeted agent: Plateau determination using adaptive randomization
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Phase I/II dose-finding design for molecularly targeted agent: Plateau determination using adaptive randomization

机译:分子靶向剂的I / II剂量发现设计:使用自适应随机化的平台测定

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Conventionally, phase I dose-finding trials aim to determine the maximum tolerated dose of a new drug under the assumption that both toxicity and efficacy monotonically increase with the dose. This paradigm, however, is not suitable for some molecularly targeted agents, such as monoclonal antibodies, for which efficacy often increases initially with the dose and then plateaus. For molecularly targeted agents, the goal is to find the optimal dose, defined as the lowest safe dose that achieves the highest efficacy. We develop a Bayesian phase I/II dose-finding design to find the optimal dose. We employ a logistic model with a plateau parameter to capture the increasing-then-plateau feature of the dose–efficacy relationship. We take the weighted likelihood approach to accommodate for the case where efficacy is possibly late-onset. Based on observed data, we continuously update the posterior estimates of toxicity and efficacy probabilities and adaptively assign patients to the optimal dose. The simulation studies show that the proposed design has good operating characteristics. This method is going to be applied in more than two phase I clinical trials as no other method is available for this specific setting. We also provide an R package dfmta that can be downloaded from CRAN website.
机译:传统上,I次剂量发现试验的目的是在假设中确定新药物的最大耐受剂量,即毒性和功效随剂量单调增加。然而,该范例不适用于一些分子靶向剂,例如单克隆抗体,其中功效通常随着剂量和平坦的效果而初始增加。对于分子靶向剂,目标是找到最佳剂量,定义为实现最高疗效的最低安全剂量。我们开发贝叶斯期I / II剂量查找设计以找到最佳剂量。我们采用了一个逻辑模型,具有平台参数来捕获剂量效能关系的增加的高原特征。我们采取加权似然方法,以适应疗效可能是晚期的情况。基于观察到的数据,我们不断更新毒性和疗效概率的后验估计,并自适应将患者分配给最佳剂量。仿真研究表明,该设计具有良好的操作特性。该方法将应用于两个以上的I阶段I临床试验,因为该特定设置没有其他方法。我们还提供了可从CRAN网站下载的R包DFMTA。

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