Covariate-adjusted adaptive randomization in a sarcoma trial with multi-stage treatments
- 15 July 2005
- journal article
- clinical trial
- Published by Wiley in Statistics in Medicine
- Vol. 24 (13) , 1947-1964
- https://doi.org/10.1002/sim.2077
Abstract
We present a Bayesian design for a multi‐centre, randomized clinical trial of two chemotherapy regimens for advanced or metastatic unresectable soft tissue sarcoma. After randomization, each patient receives up to four stages of chemotherapy, with the patient's disease evaluated after each stage and categorized on a trinary scale of severity. Therapy is continued to the next stage if the patient's disease is stable, and is discontinued if either tumour response or treatment failure is observed. We assume a probability model that accounts for baseline covariates and the multi‐stage treatment and disease evaluation structure. The design uses covariate‐adjusted adaptive randomization based on a score that combines the patient's probabilities of overall treatment success or failure. The adaptive randomization procedure generalizes the method proposed by Thompson (1933) for two binomial distributions with beta priors. A simulation study of the design in the context of the sarcoma trial is presented. Copyright © 2005 John Wiley & Sons, Ltd.Keywords
This publication has 23 references indexed in Scilit:
- Optimal Dynamic Treatment RegimesJournal of the Royal Statistical Society Series B: Statistical Methodology, 2003
- Statistical Analysis with Missing DataPublished by Wiley ,2002
- Selecting Therapeutic Strategies Based on Efficacy and Death in Multicourse Clinical TrialsJournal of the American Statistical Association, 2002
- Multi-Course Treatment Strategies for Clinical Trials of Rapidly Fatal DiseasesPublished by Springer Nature ,2002
- Evaluating multiple treatment courses in clinical trialsStatistics in Medicine, 2000
- A Design for Testing Clinical Strategies: Biased Adaptive Within-Subject RandomizationJournal of the Royal Statistical Society Series A: Statistics in Society, 2000
- New directions in adaptive designsStatistical Science, 1996
- Investigating Therapies of Potentially Great Benefit: ECMOStatistical Science, 1989
- The Two-Armed Bandit with Delayed ResponsesThe Annals of Statistics, 1988
- The Randomized Play-the-Winner Rule in Medical TrialsJournal of the American Statistical Association, 1978