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Published on: July 25, 2020
Novel designs for multi-arm clinical trials with survival outcomes with an application in ovarian cancer
Patrick Royston1, Mahesh K B Parmar, Wendi Qian
1Cancer Division, MRC Clinical Trials Unit, 222 Euston Road, London NW1 2DA, UK. patrick.royston@ctu.mrc.ac.uk
Abstract:
With the increasing pace of drug development, it is not unusual for several promising treatment regimens to be ready simultaneously for testing in a randomized phase III setting. Various limiting factors, including the time needed to transfer research results to clinical practice and a narrow 'window of opportunity', may make it unfeasible to perform trials to test such regimens sequentially against a control treatment in a traditional two-arm parallel group design. We present an approach to trial design based on eliminating inferior contenders at an early stage, allowing through to a second stage only treatments that show a predefined degree of advantage against a control treatment. The first stage of testing utilizes a marker known to be a valid intermediate outcome measure or surrogate for the definitive outcome. The experimental arms are compared pairwise with control according to this intermediate outcome measure. Arms that survive the comparison enter a second stage of patient accrual culminating in comparisons against control on the outcome measure of primary interest. We show how the design may be realized in practice by considering hypothetically distinct trials at stages 1 and 2, each with their own operating characteristics. The overall operating characteristics are computed from the stage 1 and 2 size and power and the correlation between the treatment effects on the intermediate and primary outcome measures according to a bivariate Normal approximation. The correlation is estimated by bootstrapping individual patient data from previous trials. We illustrate the general approach in a design of a real trial of four new chemotherapy regimens for advanced ovarian cancer. The intermediate outcome measure is progression-free survival. An international randomized controlled trial using the new design is already under way.
Insights
This study introduces a novel clinical trial design that efficiently eliminates inferior drug treatments early. This adaptive approach allows promising regimens to advance to later stages, optimizing drug development timelines and resource allocation.
Area of Science:
- Clinical Trials
- Biostatistics
- Drug Development
Background:
- Rapid drug development necessitates efficient clinical trial designs.
- Sequential testing of multiple regimens in traditional trials is often infeasible due to time constraints and limited 'windows of opportunity'.
Purpose of the Study:
- To present an innovative randomized phase III trial design for simultaneously testing multiple treatment regimens.
- To enable early elimination of inferior treatments, focusing resources on those with demonstrated advantage.
Main Methods:
- A two-stage adaptive design is proposed, utilizing an intermediate outcome measure (surrogate endpoint) in the first stage.
- Experimental arms are compared pairwise against a control using the surrogate endpoint.
- Arms demonstrating a predefined advantage proceed to a second stage for definitive outcome assessment.
Main Results:
- The design's operating characteristics are calculated using bivariate Normal approximation, incorporating stage 1 and 2 power and treatment effect correlations.
- Correlation between intermediate and primary outcome measures is estimated via bootstrapping from prior trial data.
- The approach is illustrated with a hypothetical trial for advanced ovarian cancer chemotherapy, using progression-free survival as the intermediate outcome.
Conclusions:
- This adaptive trial design offers a practical solution for evaluating multiple promising treatments concurrently.
- It optimizes the drug development process by efficiently identifying and advancing superior regimens.
- An international randomized controlled trial employing this design is currently underway.
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