American University
Browse

Technical Report No. 2000-2 : A New Approach to Dose Finding for Phase I Clinical Trials (AU-CAS-MathStats)

Download (7.79 MB)
report
posted on 2023-08-05, 13:56 authored by Mario Stylianou, Nancy Flournoy

In a phase I clinical trial, we are interested in finding a dose L that will produce toxicity at an acceptable probability level r in the target population. In this paper, we investigate different estimators of the target dose L to be used with the up-and-down Biased Coin Design (BCD) introduced by Durham and Flournoy (1994). These estimators of L are derived using isotonic regression, maximum likelihood, weighted least squares and the simple empirical mean. Given a vector of probability of toxicity at the different doses,we show how to derive the exact distribution of these (and many other) estimators in the BCD setting. However, due to computational limitations, for modest samples (n > 15) the exact method becomes infeasible and bootstrap methods are used. A modified isotonic regression estimate is shown to perform very well, in terms of mean square error (MSE) and average time to converge, in all the scenarios we have studied.

History

Publisher

American University (Washington, D.C.)

Language

English

Notes

Technical Report No. 2000-2, 28 pages

Handle

http://hdl.handle.net/1961/16330

Usage metrics

    Mathematics & Statistics

    Categories

    No categories selected

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC