A robust Bayesian dose-finding design for phase I/II clinical trials

被引:44
|
作者
Liu, Suyu [1 ]
Johnson, Valen E. [2 ]
机构
[1] Univ Texas MD Anderson Canc Ctr, Dept Biostat, Houston, TX 77030 USA
[2] Texas A&M Univ, Dept Stat, College Stn, TX 77843 USA
关键词
Adaptive design; Bayesian method; Phase I; II trial; Trade-off; Utility; CONTINUAL REASSESSMENT METHOD; I TRIALS; TOXICITY; EFFICACY; SAFETY; MODELS;
D O I
10.1093/biostatistics/kxv040
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We propose a Bayesian phase I/II dose-finding trial design that simultaneously accounts for toxicity and efficacy. We model the toxicity and efficacy of investigational doses using a flexible Bayesian dynamic model, which borrows information across doses without imposing stringent parametric assumptions on the shape of the dose-toxicity and dose-efficacy curves. An intuitive utility function that reflects the desirability trade-offs between efficacy and toxicity is used to guide the dose assignment and selection. We also discuss the extension of this design to handle delayed toxicity and efficacy. We conduct extensive simulation studies to examine the operating characteristics of the proposed method under various practical scenarios. The results show that the proposed design possesses good operating characteristics and is robust to the shape of the dose-toxicity and dose-efficacy curves.
引用
收藏
页码:249 / 263
页数:15
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