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两阶段二期临床试验中具有两个主要终点的二项式概率估计。

Estimation of the binomial probabilities in a two-stage phase II clinical trial with two co-primary endpoints.

机构信息

Department of Mathematics and Statistics, Queen's University, Kingston, ON K7L 3N6, Canada.

Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.

出版信息

Contemp Clin Trials. 2021 Jun;105:106390. doi: 10.1016/j.cct.2021.106390. Epub 2021 Apr 2.

Abstract

In cancer research, two-stage designs are usually used to assess the effect of a new agent in phase II clinical trials. Optimal two-stage designs with two co-primary endpoints have been proposed to assess the effects of new cancer treatments, such as cytostatic or molecularly targeted agents (MTAs), based on both response rate and early progression rate. Accurate estimation of response and early progression rates based on the data from the phase II trials conducted according to the optimal two-stage designs would be very useful for further testing of the agents in phase II trials. In this paper, we derive some estimation procedures, which include both standard and bias-corrected maximum likelihood estimates (MLE) and uniformly minimum variance unbiased estimate (UMVUE), for two binomial probabilities which are used to define the hypotheses for two co-primary endpoints tested in a two-stage phase II clinical trial. Simulation studies were performed to evaluate the performance of these procedures. These procedures are also applied to analyze the data from a phase II trial conducted by the Canadian Cancer Trials Group.

摘要

在癌症研究中,两阶段设计通常用于评估新药物在 II 期临床试验中的效果。已经提出了具有两个主要终点的最优两阶段设计,以基于反应率和早期进展率来评估新的癌症治疗方法,如细胞抑制剂或分子靶向药物(MTAs)的效果。根据根据最优两阶段设计进行的 II 期试验的数据,准确估计反应率和早期进展率对于在 II 期试验中进一步测试这些药物非常有用。在本文中,我们推导了一些估计程序,包括标准和偏倚校正最大似然估计(MLE)以及一致最小方差无偏估计(UMVUE),这些程序用于定义用于在两阶段 II 期临床试验中测试的两个主要终点的两个二项式概率的假设。进行了模拟研究以评估这些程序的性能。还将这些程序应用于分析由加拿大癌症试验组进行的 II 期试验的数据。

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