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分子靶向药物的I/II期剂量探索设计:使用适应性随机化确定平台期

Phase I/II dose-finding design for molecularly targeted agent: Plateau determination using adaptive randomization.

作者信息

Riviere Marie-Karelle, Yuan Ying, Jourdan Jacques-Henri, Dubois Frédéric, Zohar Sarah

机构信息

1 INSERM, U1138, Team 22, Centre de Recherche des Cordeliers, Université Paris 5, Université Paris 6, France.

2 IRIS (Institut de Recherches Internationales Servier), Suresnes, France.

出版信息

Stat Methods Med Res. 2018 Feb;27(2):466-479. doi: 10.1177/0962280216631763. Epub 2016 Mar 17.

Abstract

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.

摘要

传统上,I期剂量探索试验旨在在毒性和疗效均随剂量单调增加的假设下确定新药的最大耐受剂量。然而,这种模式并不适用于某些分子靶向药物,如单克隆抗体,其疗效通常最初随剂量增加,然后趋于平稳。对于分子靶向药物,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。我们开发了一种贝叶斯I/II期剂量探索设计来寻找最佳剂量。我们采用带有平稳参数的逻辑模型来捕捉剂量-疗效关系的先增加后平稳的特征。我们采用加权似然方法来处理疗效可能延迟出现的情况。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,并自适应地将患者分配到最佳剂量。模拟研究表明,所提出的设计具有良好的操作特性。由于没有其他方法可用于这种特定情况,该方法将应用于两个以上的I期临床试验。我们还提供了一个可以从CRAN网站下载的R包dfmta。

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