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Biostatistics Seminar Series – Design and Analysis Strategies with “Secondary” Use Data

March 9, 2022 - 12:00 pm - 1:30 pm

The Fred Hutch Biostatistics Program hosts seminars featuring presentations by Hutch and outside scientists to share their latest developments and recent research. Each seminar includes an hour-long presentation and discussion during which speakers showcase their work and findings.

This seminar will be held on Zoom due to the COVID-19 pandemic.

The growing availability of observational databases like electronic health records (EHR) provides unprecedented opportunities for secondary use of such data in biomedical research. However, these data can be error-prone and need to be validated before use. It is usually unrealistic to validate the whole database due to resource constraints. A cost-effective alternative is to implement a two-phase design that validates a subset of patient records that are enriched for information about the research question of interest. In this talk, I will discuss proper statistical approaches to analyze such two-phase studies, which can efficiently use the information in the unvalidated data in Phase I and address the potential biased validation sample selection in Phase II. I will demonstrate the advantages of the proposed methods over existing ones through extensive simulations and an application to an ongoing HIV observational study.

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