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Seminars

Sample Size Determination for Paired Right-censored Data Based on the Difference of Kaplan-Meier Estimates

  • 2014-03-03 (Mon.), 10:30 AM
  • Recreation Hall, 2F, Institute of Statistical Science
  • Prof. Pei-Fang Su
  • Department of Statistics, National Cheng Kung University

Abstract

Sample size determination is essential to planning clinical trials. For paired right-censored data, sample size calculation formula based on the logrank test has been well-studied. An alternative to rank-based methods for independent right-censored data, advocated by Pepe and Fleming method, tests for differences between integrated weighted Kaplan-Meier estimates and is more sensitive to the magnitude of difference in survival times between groups. In this paper, we employ the concept of the Pepe-Fleming method to determine an adequate sample size by calculating differences between Kaplan-Meier estimators considering pair-wise correlation. We specify a positive stable frailty model for the joint distribution of paired survival times. We evaluate the performance of the proposed method by simulation studies and investigate the impacts of the accrual times, follow-up times, loss to follow-up rate, and sensitivity of power under misspecification of the model. The results show that ignoring the pair-wise correlation results in overestimating the required sample size. Furthermore, the proposed method is applied to two real-world studies, and the R code is made available to users. ?

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