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Sample Size Determination for Stratified Phase II Cancer Trials With Monotone Order Constraints
- Publication Year :
- 2020
- Publisher :
- Taylor & Francis, 2020.
-
Abstract
- –It is common for clinical trials to include strata of patients with different risks of disease. In cancer trial settings, patients with different prior treatment history, tumor stages, metastatic sites may be included in a single trial. This is especially so for early phase studies that are exploratory in nature. In many cases, patient responses from these strata may be ordered. For example, earlier stage patients should have better outcomes than later stage patients. Incorporating such stratum information can lead to increased statistical efficiency and therefore possibly reduce sample sizes. Recent works have begun to deal with this issue for single-arm phase II cancer trials in terms of sample size determination. However, no approaches yet exist to explicitly consider the order constraint. In this article, we propose to use likelihood ratio tests with order constraints for both one-stage and two-stage designs. Our numerical results show that the proposed designs tend to have better power profiles compared with existing methods. A real application of our method to an ongoing phase II study is also included.
- Subjects :
- Statistics and Probability
Oncology
Prior treatment
medicine.medical_specialty
business.industry
Pharmaceutical Science
Cancer
Phases of clinical research
Disease
medicine.disease
01 natural sciences
Clinical trial
010104 statistics & probability
03 medical and health sciences
0302 clinical medicine
Monotone polygon
Sample size determination
Internal medicine
Tumor stage
medicine
030212 general & internal medicine
0101 mathematics
business
Subjects
Details
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....5473332705c97ca6038049a086de16b4
- Full Text :
- https://doi.org/10.6084/m9.figshare.12410765