Adjusting for misclassification in a stratified biomarker clinical trial
- PMID: 24733510
- PMCID: PMC4107031
- DOI: 10.1002/sim.6164
Adjusting for misclassification in a stratified biomarker clinical trial
Abstract
Clinical trials utilizing predictive biomarkers have become a research focus in personalized medicine. We investigate the effects of biomarker misclassification on the design and analysis of stratified biomarker clinical trials. For a variety of inference problems including marker-treatment interaction in particular, we show that marker misclassification may have profound adverse effects on the coverage of confidence intervals, power of the tests, and required sample sizes. For each inferential problem, we propose methods to adjust for the classification errors.
Keywords: biomarkers; classification error; correction for error; personalized medicine; power and sample size; prevalence; randomized controlled clinical trials; sensitivity and specificity.
Copyright © 2014 John Wiley & Sons, Ltd.
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References
-
- Gordon AN, Tonda M, Sun S, Rackoff W Doxil study 30–49 investigators. Long-term survival advantage for women treated with pegylated liposomal doxorubicin compared with topotecan in a phase 3 randomized study of recurrent and refractory epithelial ovarian cancer. Gynecologic Oncology. 2004;95:1–8. - PubMed
-
- Simon R, Maitournam A. Evaluating the efficiency of targeted designs for randomized clinical trials. Clinical Cancer Research. 2004;10:6759–6763. - PubMed
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