McClure Leslie A, Szychowski Jeff M, Benavente Oscar, Hart Robert G, Coffey Christopher S
Department of Biostatistics, University of Alabama at Birmingham, Birmingham, AL, USA
Department of Biostatistics, University of Alabama at Birmingham, Birmingham, AL, USA.
Clin Trials. 2016 Oct;13(5):537-44. doi: 10.1177/1740774516643689. Epub 2016 Apr 19.
BACKGROUND/AIMS: The use of adaptive designs has been increasing in randomized clinical trials. Sample size re-estimation is a type of adaptation in which nuisance parameters are estimated at an interim point in the trial and the sample size re-computed based on these estimates. The Secondary Prevention of Small Subcortical Strokes study was a randomized clinical trial assessing the impact of single- versus dual-antiplatelet therapy and control of systolic blood pressure to a higher (130-149 mmHg) versus lower (<130 mmHg) target on recurrent stroke risk in a two-by-two factorial design. A sample size re-estimation was performed during the Secondary Prevention of Small Subcortical Strokes study resulting in an increase from the planned sample size of 2500-3020, and we sought to determine the impact of the sample size re-estimation on the study results.
We assessed the results of the primary efficacy and safety analyses with the full 3020 patients and compared them to the results that would have been observed had randomization ended with 2500 patients. The primary efficacy outcome considered was recurrent stroke, and the primary safety outcomes were major bleeds and death. We computed incidence rates for the efficacy and safety outcomes and used Cox proportional hazards models to examine the hazard ratios for each of the two treatment interventions (i.e. the antiplatelet and blood pressure interventions).
In the antiplatelet intervention, the hazard ratio was not materially modified by increasing the sample size, nor did the conclusions regarding the efficacy of mono versus dual-therapy change: there was no difference in the effect of dual- versus monotherapy on the risk of recurrent stroke hazard ratios (n = 3020 HR (95% confidence interval): 0.92 (0.72, 1.2), p = 0.48; n = 2500 HR (95% confidence interval): 1.0 (0.78, 1.3), p = 0.85). With respect to the blood pressure intervention, increasing the sample size resulted in less certainty in the results, as the hazard ratio for higher versus lower systolic blood pressure target approached, but did not achieve, statistical significance with the larger sample (n = 3020 HR (95% confidence interval): 0.81 (0.63, 1.0), p = 0.089; n = 2500 HR (95% confidence interval): 0.89 (0.68, 1.17), p = 0.40). The results from the safety analyses were similar to 3020 and 2500 patients for both study interventions. Other trial-related factors, such as contracts, finances, and study management, were impacted as well.
Adaptive designs can have benefits in randomized clinical trials, but do not always result in significant findings. The impact of adaptive designs should be measured in terms of both trial results, as well as practical issues related to trial management. More post hoc analyses of study adaptations will lead to better understanding of the balance between the benefits and the costs.
背景/目的:在随机临床试验中,适应性设计的应用日益增加。样本量重新估计是一种适应性类型,即在试验的中期估计干扰参数,并基于这些估计重新计算样本量。小皮质下卒中二级预防研究是一项随机临床试验,采用二乘二析因设计,评估单药与双药抗血小板治疗以及将收缩压控制在较高(130 - 149 mmHg)与较低(<130 mmHg)目标对复发性卒中风险的影响。在小皮质下卒中二级预防研究期间进行了样本量重新估计,导致样本量从计划的2500例增加到3020例,我们试图确定样本量重新估计对研究结果的影响。
我们评估了全部3020例患者的主要疗效和安全性分析结果,并将其与随机分组2500例患者结束时可能观察到的结果进行比较。所考虑的主要疗效结局是复发性卒中,主要安全性结局是严重出血和死亡。我们计算了疗效和安全性结局的发生率,并使用Cox比例风险模型来检验两种治疗干预措施(即抗血小板和血压干预)各自的风险比。
在抗血小板干预中,增加样本量并未实质性改变风险比,关于单药治疗与双药治疗疗效的结论也未改变:双药治疗与单药治疗对复发性卒中风险比的影响无差异(n = 3020,风险比(95%置信区间):0.92(0.72, 1.2),p = 0.48;n = 2500,风险比(95%置信区间):1.0(0.78, 1.3),p = 0.85)。对于血压干预,增加样本量导致结果的确定性降低,因为较高与较低收缩压目标的风险比接近但未达到统计学显著性(n = 3020,风险比(95%置信区间):0.81(0.63, 1.0),p = 0.089;n = 2500,风险比(95%置信区间):0.89(0.68, 1.17),p = 0.40)。两项研究干预措施的安全性分析结果在3020例和2500例患者中相似。其他与试验相关的因素,如合同、财务和研究管理,也受到了影响。
适应性设计在随机临床试验中可能有好处,但并不总是能得出显著结果。适应性设计的影响应从试验结果以及与试验管理相关的实际问题两方面来衡量。对研究适应性进行更多的事后分析将有助于更好地理解收益与成本之间的平衡。