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May 30, 1998Statistics in Medicine626 citations

Cancer phase I clinical trials: efficient dose escalation with overdose control

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JBJames S. BabbARAndré RogatkoSZShelemyahu Zacks

Key Points

  • To develop and evaluate an adaptive dose-escalation method for cancer phase I clinical trials that rapidly approaches the maximum tolerated dose while controlling the probability of overdosing.
  • Designed a fully adaptive dose-escalation framework that integrates all available patient outcome data to constrain the predicted proportion of overdosed patients below a specified threshold.
  • Conducted simulation studies comparing the proposed scheme against four up-and-down designs, two stochastic approximation methods, and a variant of the continual reassessment method.
  • Relative to the continual reassessment method, the proposed scheme overdosed a smaller proportion of patients and produced fewer toxicities while achieving comparable accuracy in estimating the maximum tolerated dose.
  • Compared to non-parametric designs, the method treated fewer patients at subtherapeutic or severely toxic doses, allocated more patients to optimal dose levels, and estimated the maximum tolerated dose with lower average bias and mean squared error.

Abstract

We describe an adaptive dose escalation scheme for use in cancer phase I clinical trials. The method is fully adaptive, makes use of all the information available at the time of each dose assignment, and directly addresses the ethical need to control the probability of overdosing. It is designed to approach the maximum tolerated dose as fast as possible subject to the constraint that the predicted proportion of patients who receive an overdose does not exceed a specified value. We conducted simulations to compare the proposed method with four up-and-down designs, two stochastic approximation methods, and with a variant of the continual reassessment method. The results showed the proposed method effective as a means to control the frequency of overdosing. Relative to the continual reassessment method, our scheme overdosed a smaller proportion of patients, exhibited fewer toxicities and estimated the maximum tolerated dose with comparable accuracy. When compared to the non-parametric schemes, our method treated fewer patients at either subtherapeutic or severely toxic dose levels, treated more patients at optimal dose levels and estimated the maximum tolerated dose with smaller average bias and mean squared error. Hence, the proposed method is promising alternative to currently used cancer phase I clinical trial designs.

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Cite This Study

Babb et al. (1998) studied this question.

synapsesocial.com/papers/6a0f5e7ed8c5cf602efca70bhttps://doi.org/10.1002/(sici)1097-0258(19980530)17:10<1103::aid-sim793>3.0.co;2-9
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