Exploring the benefits of adaptive sequential designs in time-to-event endpoint settings

被引:13
|
作者
Emerson, Sarah C. [1 ]
Rudser, Kyle D. [2 ]
Emerson, Scott S. [3 ]
机构
[1] Oregon State Univ, Dept Stat, Corvallis, OR 97331 USA
[2] Univ Minnesota, Div Biostat, Minneapolis, MN 55455 USA
[3] Univ Washington, Dept Biostat, Seattle, WA 98195 USA
关键词
adaptive design; clinical trial; group sequential test; group sequential trial; statistical efficiency; survival analysis; CLINICAL-TRIAL DESIGNS; BOUNDARIES;
D O I
10.1002/sim.4156
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Sequential analysis is frequently employed to address ethical and financial issues in clinical trials. Sequential analysis may be performed using standard group sequential designs, or, more recently, with adaptive designs that use estimates of treatment effect to modify the maximal statistical information to be collected. In the general setting in which statistical information and clinical trial costs are functions of the number of subjects used, it has yet to be established whether there is any major efficiency advantage to adaptive designs over traditional group sequential designs. In survival analysis, however, statistical information (and hence efficiency) is most closely related to the observed number of events, while trial costs still depend on the number of patients accrued. As the number of subjects may dominate the cost of a trial, an adaptive design that specifies a reduced maximal possible sample size when an extreme treatment effect has been observed may allow early termination of accrual and therefore a more cost-efficient trial. We investigate and compare the tradeoffs between efficiency (as measured by average number of observed events required), power, and cost (a function of the number of subjects accrued and length of observation) for standard group sequential methods and an adaptive design that allows for early termination of accrual. We find that when certain trial design parameters are constrained, an adaptive approach to terminating subject accrual may improve upon the cost efficiency of a group sequential clinical trial investigating time-to-event endpoints. However, when the spectrum of group sequential designs considered is broadened, the advantage of the adaptive designs is less clear. Copyright (C) 2010 John Wiley & Sons, Ltd.
引用
收藏
页码:1199 / 1217
页数:19
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