Comparison of the Test-negative Design and Cohort Design With Explicit Target Trial Emulation for Evaluating COVID-19 Vaccine Effectiveness

被引:10
作者
Li, Guilin [1 ,2 ]
Gerlovin, Hanna [3 ]
Muniz, Michael J. Figueroa [3 ,4 ]
Wise, Jessica K. [3 ]
Madenci, Arin L. [1 ,2 ,5 ]
Robins, James M. [1 ,2 ,6 ]
Aslan, Mihaela [7 ,8 ]
Cho, Kelly [3 ,9 ]
Gaziano, John Michael [3 ,9 ]
Lipsitch, Marc [10 ]
Casas, Juan P. [3 ,9 ]
Hernan, Miguel A. [1 ,2 ,6 ]
Dickerman, Barbra A. [1 ,2 ]
机构
[1] Harvard TH Chan Sch Publ Hlth, CAUSALab, Boston, MA USA
[2] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
[3] VA Boston Healthcare Syst, Massachusetts Vet Epidemiol Res & Informat Ctr MA, Boston, MA USA
[4] Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA USA
[5] Boston Childrens Hosp, Dept Surg, Boston, MA USA
[6] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA USA
[7] VA Connecticut Healthcare Syst, Cooperat Studies Program Clin Epidemiol Res Ctr C, West Haven, CT USA
[8] Yale Univ, Sch Med, Dept Med, New Haven, CT USA
[9] Harvard Med Sch, Brigham & Womens Hosp, Div Aging, Boston, MA USA
[10] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Ctr Communicable Dis Dynam, Boston, MA 02115 USA
关键词
Causal inference; Cohort design; COVID-19; Electronic health records; Target trial; Test-negative design; Vaccine effectiveness;
D O I
10.1097/EDE.0000000000001709
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Background: Observational studies are used for estimating vaccine effectiveness under real-world conditions. The practical performance of two common approachescohort and test-negative designsneed 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 casecontrol sampling of the cohort to confirm empirically that the same estimate is obtained, (3) further restricted the sampling to persondays 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.
引用
收藏
页码:137 / 149
页数:13
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