Storer B E
Fred Hutchinson Cancer Research Center, Seattle, WA 98109-1024, USA.
Stat Med. 2001 Aug 30;20(16):2399-408. doi: 10.1002/sim.903.
Both traditional phase I designs and the increasingly popular continual reassessment method (CRM) designs select an estimate of maximum tolerable dose (MTD) from among a set of prespecified dose levels. Although CRM designs use an implied dose-response model to select the next dose level, in general it is neither assumed nor necessary that this model be tied to the actual dose of a drug. In contrast, in our two-stage design the fitting of a dose-response model after data have been collected is a necessary feature of the design, and the MTD is not constrained to be one of the prespecified dose levels. We conducted a simulation study to evaluate the performance of the two-stage design, two likelihood-based CRM designs, and two traditional designs in estimating the MTD in situations where one assumes that an explicit dose-response model exists. Under a wide variety of dose-response settings, we examined the bias and precision of estimates, and the fraction of estimates that were extremely high or low. We also studied the effect of adding a model fitting step at the end of a traditional design or a CRM design. The best performance was achieved using the two-stage and CRM designs. Although the CRM designs generally had smaller bias, the two-stage design yielded equal or somewhat smaller precision in some cases. The addition of a model-fitting step slightly improved the precision of the CRM estimates and decreased the percentage of extreme estimates. Allowing interpolation between doses for updating during CRM did not improve overall performance.
传统的I期设计和日益流行的连续重新评估方法(CRM)设计都是从一组预先指定的剂量水平中选择最大耐受剂量(MTD)的估计值。虽然CRM设计使用隐含的剂量反应模型来选择下一个剂量水平,但一般而言,既不假定也无必要将此模型与药物的实际剂量联系起来。相比之下,在我们的两阶段设计中,在收集数据后拟合剂量反应模型是该设计的一个必要特征,并且MTD并不局限于预先指定的剂量水平之一。我们进行了一项模拟研究,以评估两阶段设计、两种基于似然的CRM设计以及两种传统设计在假定存在明确剂量反应模型的情况下估计MTD的性能。在各种剂量反应设置下,我们检查了估计值的偏差和精度,以及极高或极低估计值的比例。我们还研究了在传统设计或CRM设计结束时添加模型拟合步骤的效果。两阶段设计和CRM设计取得了最佳性能。虽然CRM设计通常偏差较小,但两阶段设计在某些情况下产生的精度相同或略小。添加模型拟合步骤略微提高了CRM估计值的精度,并降低了极端估计值的百分比。在CRM期间允许在剂量之间进行插值以进行更新并没有改善整体性能。