混淆
自举(财务)
医学
队列
考试(生物学)
仿真
疫苗试验
观察研究
临床研究设计
标杆管理
采样(信号处理)
统计
计算机科学
临床试验
计量经济学
数学
心理学
内科学
古生物学
社会心理学
生物
滤波器(信号处理)
营销
计算机视觉
业务
作者
Guilin Li,Hanna Gerlovin,Michael J. Figueroa Muñiz,Jessica K. Wise,Arin L. Madenci,James M. Robins,Mihaela Aslan,Kelly Cho,John Michael Gaziano,Marc Lipsitch,Juan P. Casas,Miguel A. Hernán,Barbra A. Dickerman
出处
期刊:Epidemiology
[Ovid Technologies (Wolters Kluwer)]
日期:2023-12-18
卷期号:35 (2): 137-149
被引量:4
标识
DOI:10.1097/ede.0000000000001709
摘要
Background: Observational studies are used for estimating vaccine effectiveness under real-world conditions. The practical performance of two common approaches—cohort and test-negative designs—need to be compared for COVID-19 vaccines. Methods: We compared the cohort and test-negative designs to estimate the effectiveness of the BNT162b2 vaccine against COVID-19 outcomes using nationwide data from the United States Department of Veterans Affairs. Specifically, we (1) explicitly emulated a target trial using follow-up data and evaluated the potential for confounding using negative controls and benchmarking to a randomized trial, (2) performed case–control sampling of the cohort to confirm empirically that the same estimate is obtained, (3) further restricted the sampling to person–days with a test, and (4) implemented additional features of a test-negative design. We also compared their performance in limited datasets. Results: Estimated BNT162b2 vaccine effectiveness was similar under all four designs. Empirical results suggested limited residual confounding by healthcare-seeking behavior. Analyses in limited datasets showed evidence of residual confounding, with estimates biased downward in the cohort design and upward in the test-negative design. Conclusion: Vaccine effectiveness estimates under a cohort design with explicit target trial emulation and a test-negative design were similar when using rich information from the VA healthcare system, but diverged in opposite directions when using a limited dataset. In settings like ours with sufficient information on confounders and other key variables, the cohort design with explicit target trial emulation may be preferable as a principled approach that allows estimation of absolute risks and facilitates interpretation of effect estimates.
科研通智能强力驱动
Strongly Powered by AbleSci AI