Immune Correlates and Vaccine Immunobridging: Statistical Innovations, Challenges, and Opportunities

Marco Carone, Charles J Wolock, Antonio Olivas-Martinez, Andrea Rotnitzky, Peter B Gilbert
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Abstract

In immunobridging, an investigational vaccine is approved based on a randomized trial of this vaccine versus an approved vaccine with an immunogenicity primary endpoint. Justification for immunobridging requires demonstration that meeting trial success criteria implies the investigational vaccine provides worthwhile protection against a relevant endpoint for a context of use. We consider recent statistical approaches whose integration supports immunobridging: (1) variable importance prediction analysis characterizing immune markers as correlates of risk; (2) controlled risk causal analysis evaluating markers as correlates of protection; and (3) transportability analysis combining data from efficacy and immunobridging trials for estimating investigational versus approved relative-vaccine efficacy.
免疫相关性和疫苗免疫桥接:统计创新、挑战和机遇
在免疫桥接中,基于该疫苗与具有免疫原性主要终点的已批准疫苗的随机试验,一种研究性疫苗被批准。免疫桥接的理由需要证明符合试验成功标准,这意味着研究疫苗在使用背景下对相关终点提供了有价值的保护。我们考虑了最近的统计方法,其整合支持免疫桥接:(1)变量重要性预测分析,表征免疫标志物作为风险的相关因素;(2)控制风险因果分析,评价与保护相关的标志物;(3)可转运性分析,结合有效性和免疫桥接试验的数据,用于估计正在研究的疫苗与已批准的相对疫苗的有效性。
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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