一种无需单调性假设的分子靶向药物信息论I-II期设计

An Information Theoretic Phase I–II Design for Molecularly Targeted Agents That Does Not Require an Assumption of Monotonicity

Journal of the Royal Statistical Society. Series C: Applied Statistics · 2018
被引 34
ABS 3

中文导读

提出一种基于信息论的I-II期联合设计,无需参数或单调性假设即可准确选择分子靶向药物的治疗方案,适用于复杂联合用药的日程安排试验。

Abstract

For many years phase I and phase II clinical trials have been conducted separately, but there has been a recent shift to combine these phases. Although a variety of phase I-II model-based designs for cytotoxic agents have been proposed in the literature, methods for molecularly targeted agents (TAs) are just starting to develop. The main challenge of the TA setting is the unknown dose-efficacy relationship that can have either an increasing, plateau or umbrella shape. To capture these, approaches with more parameters are needed or, alternatively, more orderings are required to account for the uncertainty in the dose-efficacy relationship. As a result, designs for more complex clinical trials, e.g. trials looking at schedules of a combination treatment involving TAs, have not been extensively studied yet. We propose a novel regimen finding design which is based on a derived efficacy-toxicity trade-off function. Because of its special properties, an accurate regimen selection can be achieved without any parametric or monotonicity assumptions. We illustrate how this design can be applied in the context of a complex combination-schedule clinical trial. We discuss practical and ethical issues such as coherence, delayed and missing efficacy responses, safety and futility constraints.

临床试验设计分子靶向药物信息论剂量-疗效关系