Weighted log-rank test for time-to-event data in immunotherapy trials with random delayed treatment effect and cure rate

被引:24
作者
Liu, Shufang [1 ]
Chu, Chenghao [2 ]
Rong, Alan [1 ]
机构
[1] Astellas Pharma Inc, Data Sci, Northbrook, IL USA
[2] Indiana Univ, Fairbanks Sch Publ Hlth, Dept Biostat, Indianapolis, IN 46204 USA
关键词
cure rate; immunotherapy; piece-wise proportional hazards cure rate model; random delayed treatment effect; sample size; weighted log-rank test; SAMPLE-SIZE CALCULATION; CLINICAL-TRIALS; SURVIVAL-DATA; END-POINTS; MODELS; DESIGN; LAG;
D O I
10.1002/pst.1878
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
A cancer clinical trial with an immunotherapy often has 2 special features, which are patients being potentially cured from the cancer and the immunotherapy starting to take clinical effect after a certain delay time. Existing testing methods may be inadequate for immunotherapy clinical trials, because they do not appropriately take the 2 features into consideration at the same time, hence have low power to detect the true treatment effect. In this paper, we proposed a piece-wise proportional hazards cure rate model with a random delay time to fit data, and a new weighted log-rank test to detect the treatment effect of an immunotherapy over a chemotherapy control. We showed that the proposed weight was nearly optimal under mild conditions. Our simulation study showed a substantial gain of power in the proposed test over the existing tests and robustness of the test with misspecified weight. We also introduced a sample size calculation formula to design the immunotherapy clinical trials using the proposed weighted log-rank test.
引用
收藏
页码:541 / 554
页数:14
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