Huang Ying, Zhuang Yingying, Gilbert Peter
Fred Hutchinson Cancer Research Center, Seattle, WA, 98109.
Ann Appl Stat. 2022 Sep;16(3):1774-1794. doi: 10.1214/21-aoas1566. Epub 2022 Jul 19.
This article addresses the evaluation of post-randomization immune response biomarkers as principal surrogate endpoints of a vaccine's protective effect, based on data from randomized vaccine trials. An important metric for quantifying a biomarker's principal surrogacy in vaccine research is the vaccine efficacy curve, which shows a vaccine's efficacy as a function of potential biomarker values if receiving vaccine, among an 'early-always-at-risk' principal stratum of trial participants who remain disease-free at the time of biomarker measurement whether having received vaccine or placebo. Earlier work in principal surrogate evaluation relied on an 'equal-early-clinical-risk' assumption for identifiability of the vaccine curve, based on observed disease status at the time of biomarker measurement. This assumption is violated in the common setting that the vaccine has an early effect on the clinical endpoint before the biomarker is measured. In particular, a vaccine's early protective effect observed in two phase III dengue vaccine trials (CYD14/CYD15) has motivated our current research development. We relax the 'equal-early-clinical-risk' assumption and propose a new sensitivity analysis framework for principal surrogate evaluation allowing for early vaccine efficacy. Under this framework, we develop inference procedures for vaccine efficacy curve estimators based on the estimated maximum likelihood approach. We then use the proposed methodology to assess the surrogacy of post-randomization neutralization titer in the motivating dengue application.
本文基于随机疫苗试验的数据,探讨了对随机分组后免疫反应生物标志物作为疫苗保护效果主要替代终点的评估。在疫苗研究中,量化生物标志物主要替代作用的一个重要指标是疫苗效力曲线,它显示了在生物标志物测量时无论接受疫苗还是安慰剂均无疾病的“早期始终处于风险中”主要试验参与者亚组中,如果接受疫苗,疫苗效力作为潜在生物标志物值的函数。早期在主要替代评估中的工作基于生物标志物测量时观察到的疾病状态,依赖“同等早期临床风险”假设来识别疫苗曲线。在疫苗在生物标志物测量之前对临床终点有早期影响的常见情况下,这一假设会被违反。特别是,在两项III期登革热疫苗试验(CYD14/CYD15)中观察到的疫苗早期保护作用推动了我们当前的研究进展。我们放宽了“同等早期临床风险”假设,并提出了一个新的敏感性分析框架用于主要替代评估,以考虑早期疫苗效力。在此框架下,我们基于估计的最大似然方法开发了疫苗效力曲线估计量的推断程序。然后,我们使用所提出的方法来评估在激发性登革热应用中随机分组后中和滴度的替代作用。