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Hypotheses Tests of Strain-specific Vaccine Efficacy Adjusted for Covariate Effects

机译:调整协变量效应的菌株特异性疫苗功效的假设检验

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In the evaluation of efficacy of a vaccine to protect against disease caused by finitely many diverse infectious pathogens, it is often important to assess if vaccine protection depends on variations of the exposing pathogen. This problem can be formulated under a competing risks model where the endpoint event is the infection and the cause of failure is the infecting strain type determined after the infection is diagnosed. The strain-specific vaccine efficacy is defined as one minus the cause-specific hazard ratio (vaccine/placebo). This paper develops some simple procedures for testing if the vaccine affords protection against various strains and if and how the strain-specific vaccine efficacy depends on the type of exposing strain, adjusting for covariate effects. The Cox proportional hazards model is used to relate the cause-specific outcomes to explanatory variables. The finite sample properties of proposed tests are studied through simulations and are shown to have good performances. The tests developed are applied to the data collected from an oral cholera vaccine trial.
机译:在评估疫苗预防由有限多种感染性病原体引起的疾病的功效时,评估疫苗保护是否取决于暴露的病原体的变异通常很重要。可以在竞争风险模型下提出此问题,其中终点事件是感染,而失败的原因是在诊断出感染后确定的感染菌株类型。特定菌株的疫苗功效定义为减去特定原因的危害比(疫苗/安慰剂)之一。本文开发了一些简单的程序来测试该疫苗是否能够针对各种菌株提供保护,以及针对菌株的疫苗效力以及是否以及如何取决于暴露菌株的类型,并针对协变量效应进行调整。考克斯比例风险模型用于将特定原因的结果与解释变量相关联。通过仿真研究了拟议测试的有限样本属性,并证明它们具有良好的性能。开发的测试适用于从口服霍乱疫苗试验收集的数据。

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