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一种临床试验自适应序贯设计的系统方法:使用模拟选择具有预期操作特性的设计。

A systematic approach to adaptive sequential design for clinical trials: using simulations to select a design with desired operating characteristics.

机构信息

Innovatio Statistics, Inc, Bridgewater, NJ, USA.

Sana Biotechnology, Inc, Cambridge, MA, USA.

出版信息

J Biopharm Stat. 2024 Aug;34(5):737-752. doi: 10.1080/10543406.2024.2358796. Epub 2024 May 30.

Abstract

The failure rates of phase 3 trials are high. Incorrect sample size due to uncertainty of effect size could be a critical contributing factor. Adaptive sequential design (ASD), which may include one or more sample size re-estimations (SSR), has been a popular approach for dealing with such uncertainties. The operating characteristics (OCs) of ASD, including the unconditional power and mean sample size, can be substantially affected by many factors, including the planned sample size, the interim analysis schedule and choice of critical boundaries and rules for interim analysis. We propose a systematic, comprehensive strategy which uses iterative simulations to investigate the operating characteristics of adaptive designs and help achieve adequate unconditional power and cost-effective mean sample size if the effect size is in a pre-identified range.

摘要

3 期临床试验的失败率很高。由于效应大小的不确定性而导致的不正确样本量可能是一个关键的促成因素。适应性序贯设计(ASD),可能包括一个或多个样本量重新估计(SSR),是处理此类不确定性的一种流行方法。ASD 的操作特性(OC),包括无条件功效和平均样本量,可能会受到许多因素的影响,包括计划的样本量、中期分析计划以及关键边界和中期分析规则的选择。如果效应大小在预先确定的范围内,我们提出了一种系统的、全面的策略,该策略使用迭代模拟来研究适应性设计的操作特性,并有助于实现足够的无条件功效和具有成本效益的平均样本量。

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