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Estimation of the odds ratio from multi-stage randomized trials.

Publication ,  Journal Article
Cao, S; Jung, S-H
Published in: Pharm Stat
2024

A multi-stage design for a randomized trial is to allow early termination of the study when the experimental arm is found to have low or high efficacy compared to the control during the study. In such a trial, an early stopping rule results in bias in the maximum likelihood estimator of the treatment effect. We consider multi-stage randomized trials on a dichotomous outcome, such as treatment response, and investigate the estimation of the odds ratio. Typically, randomized phase II cancer clinical trials have two-stage designs with small sample sizes, which makes the estimation of odds ratio more challenging. In this paper, we evaluate several existing estimation methods of odds ratio and propose bias-corrected estimators for randomized multi-stage trials, including randomized phase II cancer clinical trials. Through numerical studies, the proposed estimators are shown to have a smaller bias and a smaller mean squared error overall.

Duke Scholars

Published In

Pharm Stat

DOI

EISSN

1539-1612

Publication Date

2024

Volume

23

Issue

5

Start / End Page

662 / 677

Location

England

Related Subject Headings

  • Statistics & Probability
  • Sample Size
  • Research Design
  • Randomized Controlled Trials as Topic
  • Odds Ratio
  • Neoplasms
  • Models, Statistical
  • Likelihood Functions
  • Humans
  • Early Termination of Clinical Trials
 

Citation

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Cao, S., & Jung, S.-H. (2024). Estimation of the odds ratio from multi-stage randomized trials. Pharm Stat, 23(5), 662–677. https://doi.org/10.1002/pst.2378
Cao, Shiwei, and Sin-Ho Jung. “Estimation of the odds ratio from multi-stage randomized trials.Pharm Stat 23, no. 5 (2024): 662–77. https://doi.org/10.1002/pst.2378.
Cao S, Jung S-H. Estimation of the odds ratio from multi-stage randomized trials. Pharm Stat. 2024;23(5):662–77.
Cao, Shiwei, and Sin-Ho Jung. “Estimation of the odds ratio from multi-stage randomized trials.Pharm Stat, vol. 23, no. 5, 2024, pp. 662–77. Pubmed, doi:10.1002/pst.2378.
Cao S, Jung S-H. Estimation of the odds ratio from multi-stage randomized trials. Pharm Stat. 2024;23(5):662–677.
Journal cover image

Published In

Pharm Stat

DOI

EISSN

1539-1612

Publication Date

2024

Volume

23

Issue

5

Start / End Page

662 / 677

Location

England

Related Subject Headings

  • Statistics & Probability
  • Sample Size
  • Research Design
  • Randomized Controlled Trials as Topic
  • Odds Ratio
  • Neoplasms
  • Models, Statistical
  • Likelihood Functions
  • Humans
  • Early Termination of Clinical Trials