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gBOIN-ET: The generalized Bayesian optimal interval design for optimal dose-finding accounting for ordinal graded
Kentaro Takeda1, Satoshi Morita2, Masataka Taguri3
1Data Science, Astellas Pharma Global Development, Inc., Northbrook, IL, USA.
Abstract:
One of the primary objectives of an oncology dose-finding trial for novel therapies, such as molecular targeted agents and immune-oncology therapies, is to identify an optimal dose (OD) that is tolerable and therapeutically beneficial for subjects in subsequent clinical trials. These new therapeutic agents appear more likely to induce multiple low- or moderate-grade toxicities than dose-limiting toxicities. Besides, efficacy should be evaluated as an overall response and stable disease in solid tumors and the difference between complete remission and partial remission in lymphoma. This paper proposes the generalized Bayesian optimal interval design for dose-finding accounting for efficacy and toxicity grades. The new design, named "gBOIN-ET" design, is model-assisted, simple, and straightforward to implement in actual oncology dose-finding trials than model-based approaches. These characteristics are quite valuable in practice. A simulation study shows that the gBOIN-ET design has advantages compared with the other model-assisted designs in the percentage of correct OD selection and the average number of patients allocated to the ODs across various realistic settings.
Insights
A new generalized Bayesian optimal interval design (gBOIN-ET) efficiently identifies optimal doses for novel oncology therapies by considering both efficacy and toxicity. This approach improves dose selection and patient allocation in clinical trials.
Area of Science:
- Oncology
- Clinical Trial Design
- Biostatistics
Background:
- Identifying optimal doses (OD) for novel molecular targeted and immune-oncology agents is crucial for subsequent clinical trials.
- New therapies often present with multiple low-to-moderate grade toxicities rather than severe dose-limiting ones.
- Efficacy assessment in oncology trials requires nuanced evaluation of response categories.
Purpose of the Study:
- To propose a novel dose-finding design that integrates both efficacy and toxicity grades for oncology trials.
- To introduce the generalized Bayesian optimal interval (gBOIN-ET) design as a practical alternative to complex model-based methods.
Main Methods:
- The study introduces the gBOIN-ET design, a model-assisted approach for oncology dose-finding.
- This design accounts for various grades of toxicity and efficacy outcomes.
- Implementation is designed to be simple and straightforward for practical clinical use.
Main Results:
- Simulation studies demonstrate the gBOIN-ET design's superiority over existing model-assisted designs.
- The gBOIN-ET design shows improved percentage of correct optimal dose selection.
- It also demonstrates advantages in the average number of patients allocated to optimal doses across diverse scenarios.
Conclusions:
- The gBOIN-ET design offers a valuable, practical, and effective method for oncology dose-finding.
- It enhances the precision of identifying optimal doses for novel cancer therapeutics.
- This design facilitates more efficient patient allocation in early-phase oncology trials.
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