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Abstract
Background
As there are limited patients for chronic lymphocytic leukaemia trials, it is important that statistical methodologies in Phase II efficiently select regimens for subsequent evaluation in larger-scale Phase III trials.
Methods
We propose the screened selection design (SSD), which is a practical multi-stage, randomised Phase II design for two experimental arms. Activity is first evaluated by applying Simon’s two-stage design (1989) on each arm. If both are active, the play-the-winner selection strategy proposed by Simon, Wittes and Ellenberg (SWE) (1985) is applied to select the superior arm. A variant of the design, Modified SSD, also allows the arm with the higher response rates to be recommended only if its activity rate is greater by a clinically-relevant value. The operating characteristics are explored via a simulation study and compared to a Bayesian Selection approach.
Results
Simulations showed that with the proposed SSD, it is possible to retain the sample size as required in SWE and obtain similar probabilities of selecting the correct superior arm of at least 90%; with the additional attractive benefit of reducing the probability of selecting ineffective arms. This approach is comparable to a Bayesian Selection Strategy. The Modified SSD performs substantially better than the other designs in selecting neither arm if the underlying rates for both arms are desirable but equivalent, allowing for other factors to be considered in the decision making process. Though its probability of correctly selecting a superior arm might be reduced, it still performs reasonably well. It also reduces the probability of selecting an inferior arm.
Conclusions
SSD provides an easy to implement randomised Phase II design that selects the most promising treatment that has shown sufficient evidence of activity, with available R codes to evaluate its operating characteristics.
As there are limited patients for chronic lymphocytic leukaemia trials, it is important that statistical methodologies in Phase II efficiently select regimens for subsequent evaluation in larger-scale Phase III trials.
Methods
We propose the screened selection design (SSD), which is a practical multi-stage, randomised Phase II design for two experimental arms. Activity is first evaluated by applying Simon’s two-stage design (1989) on each arm. If both are active, the play-the-winner selection strategy proposed by Simon, Wittes and Ellenberg (SWE) (1985) is applied to select the superior arm. A variant of the design, Modified SSD, also allows the arm with the higher response rates to be recommended only if its activity rate is greater by a clinically-relevant value. The operating characteristics are explored via a simulation study and compared to a Bayesian Selection approach.
Results
Simulations showed that with the proposed SSD, it is possible to retain the sample size as required in SWE and obtain similar probabilities of selecting the correct superior arm of at least 90%; with the additional attractive benefit of reducing the probability of selecting ineffective arms. This approach is comparable to a Bayesian Selection Strategy. The Modified SSD performs substantially better than the other designs in selecting neither arm if the underlying rates for both arms are desirable but equivalent, allowing for other factors to be considered in the decision making process. Though its probability of correctly selecting a superior arm might be reduced, it still performs reasonably well. It also reduces the probability of selecting an inferior arm.
Conclusions
SSD provides an easy to implement randomised Phase II design that selects the most promising treatment that has shown sufficient evidence of activity, with available R codes to evaluate its operating characteristics.
Original language | English |
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Article number | 87 |
Journal | BMC Medical Research Methodology |
Volume | 13 |
Issue number | 1 |
DOIs | |
Publication status | Published - 3 Jul 2013 |
Keywords
- Randomised Phase II
- Selection Design
- Screening Design
- Play-the-Winner
- Oncology
- Moderate Sample Sizes
Fingerprint
Dive into the research topics of 'Screened selection design for randomised phase II oncology trials : an example in chronic lymphocytic leukaemia'. Together they form a unique fingerprint.Projects
- 1 Finished
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Linked to a/c DMAB.RRAK14731 Midland Hub for Trials Methodology Research at University of Birmingham
Billingham, L. (Principal Investigator), Bryan, S. (Co-Investigator), Calvert, M. (Co-Investigator), Deeks, J. (Co-Investigator), Delaney, B. (Co-Investigator), Freemantle, N. (Co-Investigator), Gray, R. (Co-Investigator), Hobbs, R. (Co-Investigator), Johnson, P. (Co-Investigator), Lilford, R. (Co-Investigator), Wheatley, K. (Co-Investigator), Zeegers, M. (Co-Investigator) & Wilson, S. (Co-Investigator)
1/06/09 → 31/05/14
Project: Research Councils