半参数剂量探索方法

Semiparametric Dose Finding Methods

Journal of the Royal Statistical Society. Series B: Statistical Methodology · 2017
被引 59
ABS 4

中文导读

提出一类半参数剂量探索方法,涵盖参数化的持续再评估法和非参数化的累积队列设计等,性能良好且便于理论分析。

Abstract

Summary We describe a new class of dose finding methods to be used in early phase clinical trials. Under some added parametric conditions the class reduces to the family of continual reassessment method (CRM) designs. Under some relaxation of the underlying structure the method is equivalent to the cumulative cohort design, the modified toxicity probability interval method or Bayesian optimal interval design classes of methods, which are non-parametric in nature whereas the CRM class can be viewed as being strongly parametric. The class proposed is characterized as being semiparametric since it corresponds to the CRM with a nuisance parameter. Performance is good, matching that of the CRM class and improving on it in some cases. The structure allows theoretical questions to be more easily investigated and to understand better how different classes of methods relate to one another.

临床试验剂量探索半参数模型贝叶斯统计