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Combining high quality data with rigorous methods: emulation of a target trial using electronic health records and a nested case-control design

Bahareh Rasouli, Jessica Chubak, James S. Floyd, Bruce M. Psaty, Matthew Nguyen, Rod Walker, Kerri L. Wiggins, Roger Logan, Goodarz Danaei

2023BMJ10 citationsDOIOpen Access PDF

Abstract

Emulating a target trial reduces the potential for bias in observational comparative effectiveness research. Owing to feasibility constraints, large cohort studies often use electronic health records without validating key variables or collecting additional data. A case-control design allows researchers to validate, supplement, or collect additional data on key measurements in a much smaller sample compared with the entire cohort. In this article, Rasouli and colleagues describe methods to emulate a target trial using a nested case-control design, and provide a detailed guideline, an analytical program, and results of a clinical example.

Topics & Concepts

Computer scienceObservational studyData miningKey (lock)Control (management)Quality (philosophy)EmulationGuidelineData scienceResearch designHealth recordsData qualitySample size determinationMedical physicsMedicineStatisticsArtificial intelligenceComputer securityHealth careEngineeringPsychologyOperations managementEconomicsPathologyMathematicsSocial psychologyPhilosophyEconomic growthEpistemologyMetric (unit)Advanced Causal Inference TechniquesHealth Systems, Economic Evaluations, Quality of LifeStatistical Methods and Inference
Combining high quality data with rigorous methods: emulation of a target trial using electronic health records and a nested case-control design | Litcius