title: A practical simulation method to calculate sample size of group sequential trials for time-to-event data under exponential and Weibull distribution.
abstract: Group sequential design has been widely applied in clinical trials in the past few decades. The sample size estimation is a vital concern of sponsors and investigators. Especially in the survival group sequential trials, it is a thorny question because of its ambiguous distributional form, censored data and different definition of information time. A practical and easy-to-use simulation-based method is proposed for multi-stage two-arm survival group sequential design in the article and its SAS program is available. Besides the exponential distribution, which is usually assumed for survival data, the Weibull distribution is considered here. The incorporation of the probability of discontinuation in the simulation leads to the more accurate estimate. The assessment indexes calculated in the simulation are helpful to the determination of number and timing of the interim analysis. The use of the method in the survival group sequential trials is illustrated and the effects of the varied shape parameter on the sample size under the Weibull distribution are explored by employing an example. According to the simulation results, a method to estimate the shape parameter of the Weibull distribution is proposed based on the median survival time of the test drug and the hazard ratio, which are prespecified by the investigators and other participants. 10+ simulations are recommended to achieve the robust estimate of the sample size. Furthermore, the method is still applicable in adaptive design if the strategy of sample size scheme determination is adopted when designing or the minor modifications on the program are made.
authors.affiliation: Department of Health Statistics and the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Preventative Medicine, Fourth Military Medical University, Xi'an, Shaanxi, China.
authors.forename: Zhiwei
authors.initials: Z
authors.lastname: Jiang
authors.forename: Ling
authors.initials: L
authors.lastname: Wang
authors.forename: Chanjuan
authors.initials: C
authors.lastname: Li
authors.forename: Jielai
authors.initials: J
authors.lastname: Xia
authors.forename: Hongxia
authors.initials: H
authors.lastname: Jia
mesh_terms: D002986:Clinical Trials as Topic; D003198:Computer Simulation; D006801:Humans; D015233:Models, Statistical; D011336:Probability; D012107:Research Design; D018401:Sample Size; D016008:Statistical Distributions; D015996:Survival Rate