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Profiling Sensitivity to Targeted Therapies in EGFR-Mutant NSCLC Patient-Derived Organoids
Published on: November 22, 2021
Making efficient use of patients in designing phase III trials investigating simultaneously a set of targeted
Werner Vach1, Rene dePont Christensen
1Department of Statistics, University of Southern Denmark. werner.v@stat.sdu.dk
Abstract:
Targeted therapies are a recent development in cancer treatment research. As these therapies can only be administered to patients with certain individual characteristics, it is a straightforward idea to investigate several of such therapies simultaneously in a given patient population in order to compare each targeted therapy with the current standard therapy. This raises the question how patients satisfying several characteristics should be handled. We consider in this paper several designs to allocate treatments in a random manner to these patients, such that the evaluation of each single targeted therapy can be based on a simple comparison of patients receiving the targeted therapies versus those receiving the standard therapy within a well defined subgroup of patients satisfying the corresponding characteristic. We show how one can ensure that patients with several characteristics can contribute simultaneously to the evaluation of several targeted therapies and that this is the key point for an efficient use of the patients available. We further discuss some ethical and practical issues in applying the new designs and outline strategies to evaluate the overall effect of all targeted therapies together.
Insights
This study introduces novel designs for clinical trials comparing targeted cancer therapies. These methods efficiently evaluate multiple targeted treatments simultaneously, even in patients with diverse characteristics.
Area of Science:
- Oncology
- Clinical Trial Design
- Biostatistics
Background:
- Targeted therapies offer personalized cancer treatment but require specific patient biomarkers.
- Evaluating multiple targeted therapies against standard care necessitates efficient clinical trial designs.
- Patient heterogeneity poses challenges for simultaneously assessing several targeted therapies.
Purpose of the Study:
- To develop and present novel randomized treatment allocation designs for clinical trials.
- To enable simultaneous evaluation of multiple targeted therapies in patient populations with specific characteristics.
- To ensure efficient utilization of patient data for comparative effectiveness research.
Main Methods:
- Introduction of several innovative designs for randomizing patients to treatments.
- Focus on subgroup analysis to compare targeted therapies against standard therapy.
- Development of strategies for simultaneous patient contribution to multiple therapy evaluations.
Main Results:
- Proposed designs allow patients with multiple characteristics to contribute to several targeted therapy evaluations concurrently.
- Demonstration of enhanced efficiency in patient data utilization.
- Methodologies presented facilitate direct comparisons within relevant patient subgroups.
Conclusions:
- The developed designs enhance the efficiency of clinical trials for targeted cancer therapies.
- These methods address the challenge of evaluating multiple treatments in heterogeneous patient populations.
- The study provides a framework for ethical and practical implementation of advanced trial designs.
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