Division of Biostatistics and Health Data Science
Regular meeting time: Every other Friday 1:00 - 2:00 pm, Skylab Conference Room (UOP 3-351) or online (with possible different day/time/place for webinars/invited talks)
September 25, Friday
9:00 - 10:00 AM in the Fishbowl Conference Room (UOP 254): watch an ISBS webinar together. Title: "Sensitivity analyses for estimating treatment effects in post-baseline biomarker responders in cardiovascular outcome studies" by Drs. Arianna Nuti from University of Florence and Björn Bornkamp from Novartis AG. Abstract: Post-baseline biomarker responder analyses in clinical trials face well-known methodological challenges, including selection bias from observed and unobserved patient characteristics as well as immortal-time bias in time-to-event outcomes. This presentation reviews this problem and proposes a sensitivity analysis framework for estimating treatment effects in the principal stratum of the biomarker responders on treatment using a Gaussian copula approach. The methodology transparently separates quantities that can be identified from observed data (the treatment-specific distributions of biomarker and clinical outcomes) from those requiring unverifiable assumptions about cross-treatment dependencies. Rather than imposing simple conditional independence assumptions, we parameterize residual dependence between potential outcomes across treatment arms through a copula, which is then varied in sensitivity analyses. We present the approach through a motivating example based on cardiovascular trials, develop the framework and illustrate it on a simulated data set.
1:00-2:00 PM in the Skylab Conference Room (UOP 351): (1) introduction and welcome to the first meeting of the semester (snacks will be provided!) and (2) discuss the webinar from the morning.
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