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Present developments in reaching an international consensus for a model-based approach to particle beam therapy
Anussara Prayongrat1, Kikuo Umegaki2,3, Arjen van der Schaaf4
1Department of Radiation Oncology, Graduate School of Medicine, Hokkaido University, North-15 West-7, Kita-ku, Sapporo, 0608638, Japan.
Particle beam therapy (PBT) offers innovative cancer treatment. Developing accurate, PBT-specific models is crucial for patient selection and cost-effectiveness, ensuring optimal treatment outcomes.
Area of Science:
- Oncology
- Medical Physics
- Radiotherapy Research
Background:
- Particle beam therapy (PBT), encompassing proton and carbon ion therapy, represents an advanced cancer treatment modality.
- High treatment costs and limited accessibility necessitate precise patient selection to maximize PBT benefits over standard X-ray therapy (XRT).
- Model-based approaches (MBA) are increasingly vital for generating evidence due to the resource intensity of randomized controlled trials.
Purpose of the Study:
- To address the need for PBT-specific predictive models by highlighting limitations of existing models derived from XRT data.
- To emphasize the necessity of prospective toxicity analysis for developing PBT-compatible normal tissue complication probability (NTCP) models.
- To outline a systematic, multi-step approach for developing and validating robust PBT predictive models.
Main Methods:
- Reviewing the principles and applications of the model-based approach (MBA) in radiotherapy.
- Identifying critical steps for developing reliable PBT predictive models, including patient selection, treatment planning, and data analysis.
- Discussing the integration of advanced technologies in radiotherapy and computer science for enhanced treatment efficacy.
Main Results:
- Existing normal tissue complication probability (NTCP) models are often based on historical XRT data, limiting their direct applicability to PBT.
- An international consensus underscores the requirement for systematically developed models to ensure accuracy and performance in PBT.
- Six key steps are identified: patient selection, treatment planning, beam delivery, dose verification, response assessment, and data analysis.
Conclusions:
- Developing PBT-compatible predictive models, particularly NTCP models, requires prospective analysis of treatment-specific toxicities.
- A systematic, evidence-based approach integrating advanced technologies is essential for accurate PBT patient selection and treatment optimization.
- Model validation, cost-effectiveness analysis, and quality assurance are critical prerequisites for the clinical implementation of PBT.
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