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Activity Number: 482
Type: Contributed
Date/Time: Thursday, August 7, 2008 : 8:30 AM to 10:20 AM
Sponsor: Section on Bayesian Statistical Science
Abstract - #301965
Title: Bayesian Evaluation of Surrogate Endpoints Using Power Priors
Author(s): Chunyao (Amy) Feng*+ and John W. Seaman, Jr. and Stacy Lindborg
Companies: Amgen, Inc and Baylor University and Eli Lilly and Company
Address: One Amgen Center Dr., Thousand Oaks, CA, 91362,
Keywords: Bayesian Analysis ; Surrogate Endpoint ; Power Prior
Abstract:

To save time and reduce the size and cost of clinical trials, surrogate endpoints are frequently measured instead of true endpoints. The proportion of the treatment effect explained by surrogate endpoints (PTE) is a widely used, albeit controversial, validation criteria. As an alternative to the use of PTE, we develop a Bayesian model for relative effect and the association between surrogate and true endpoints. Three prior structures are used: diffuse normal, informative, and power priors. The latter two prior structures are based on historical data. The power priors, developed by Ibrahim and Chen (2000) are used to attenuate the influence of the historical data on the current likelihood.


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