Two-stage group-sequential designs with delayed responses - what is the point of applying corresponding methods?

IF 3.9 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES
Stephen Schüürhuis, Gernot Wassmer, Meinhard Kieser, Friedrich Pahlke, Cornelia Ursula Kunz, Carolin Herrmann
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引用次数: 0

Abstract

Background: In group-sequential designs, it is typically assumed that there is no time gap between patient enrollment and outcome measurement in clinical trials. However, in practice, there is usually a lag between the two time points. This can affect the statistical analysis of the data, especially in trials with interim analyses. One approach to address delayed responses has been introduced by Hampson and Jennison (J R Stat Soc Ser B Stat Methodol 75:3-54, 2013), who proposed the use of error-spending stopping boundaries for patient enrollment, followed by critical values to reject the null hypothesis if the stopping boundaries are crossed beforehand. Regarding the choice of a trial design, it is important to consider the efficiency of trial designs, e.g. in terms of the probability of trial success (power) and required resources (sample size and time).

Methods: This article aims to shed more light on the performance comparison of group sequential clinical trial designs that account for delayed responses and designs that do not. Suitable performance measures are described and designs are evaluated using the R package rpact. By doing so, we provide insight into global performance measures, discuss the applicability of conditional performance characteristics, and finally whether performance gain justifies the use of complex trial designs that incorporate delayed responses.

Results: We investigated how the delayed response group sequential test (DR-GSD) design proposed by Hampson and Jennison (J R Stat Soc Ser B Stat Methodol 75:3-54, 2013) can be extended to include nonbinding lower recruitment stopping boundaries, illustrating that their original design framework can accommodate both binding and nonbinding rules when additional constraints are imposed. Our findings indicate that the performance enhancements from methods incorporating delayed responses heavily rely on the sample size at interim and the volume of data in the pipeline, with overall performance gains being limited.

Conclusion: This research extends existing literature on group-sequential designs by offering insights into differences in performance. We conclude that, given the overall marginal differences, discussions regarding appropriate trial designs can pivot towards practical considerations of operational feasibility.

延迟反应的两阶段分组序列设计--应用相应方法的意义何在?
背景:在分组序列设计中,通常假定临床试验中患者入组和结果测量之间没有时间差。但实际上,这两个时间点之间通常存在滞后。这会影响数据的统计分析,尤其是在进行中期分析的试验中。Hampson 和 Jennison(J R Stat Soc Ser B Stat Methodol 75:3-54,2013 年)提出了一种解决延迟反应的方法,他们建议在患者注册时使用误差-支出停止界限,如果事先越过停止界限,则使用临界值拒绝零假设。关于试验设计的选择,重要的是要考虑试验设计的效率,例如试验成功的概率(功率)和所需资源(样本量和时间):本文旨在进一步阐明考虑延迟反应的分组顺序临床试验设计与不考虑延迟反应的分组顺序临床试验设计之间的性能比较。本文使用 R 软件包 rpact 描述了合适的性能测量方法并对设计进行了评估。通过这些研究,我们深入了解了全局绩效衡量标准,讨论了条件绩效特征的适用性,最后还讨论了绩效收益是否证明使用包含延迟反应的复杂试验设计是合理的:我们研究了如何将 Hampson 和 Jennison(J R Stat Soc Ser B Stat Methodol 75:3-54, 2013)提出的延迟反应分组顺序试验(DR-GSD)设计扩展到非约束性招募下限停止边界,说明在施加额外约束时,他们最初的设计框架可以同时容纳约束性和非约束性规则。我们的研究结果表明,包含延迟响应的方法所带来的性能提升在很大程度上依赖于临时样本量和管道中的数据量,总体性能提升有限:本研究扩展了现有关于分组序列设计的文献,提供了关于性能差异的见解。我们的结论是,考虑到总体上的边际差异,有关适当试验设计的讨论可以转向对操作可行性的实际考虑。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
BMC Medical Research Methodology
BMC Medical Research Methodology 医学-卫生保健
CiteScore
6.50
自引率
2.50%
发文量
298
审稿时长
3-8 weeks
期刊介绍: BMC Medical Research Methodology is an open access journal publishing original peer-reviewed research articles in methodological approaches to healthcare research. Articles on the methodology of epidemiological research, clinical trials and meta-analysis/systematic review are particularly encouraged, as are empirical studies of the associations between choice of methodology and study outcomes. BMC Medical Research Methodology does not aim to publish articles describing scientific methods or techniques: these should be directed to the BMC journal covering the relevant biomedical subject area.
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