Mitigating the impact of FLASH-model uncertainties through personalized FLASH optimization functions for delivery
Manon van Zon1,2, Sebastiaan Breedveld1, Mischa Hoogeman1,2
1Department of Radiotherapy, Erasmus MC Cancer Institute, University Medical Center Rotterdam, Rotterdam, The Netherlands.
Physics in Medicine and Biology
|December 18, 2025
Summary
This study introduces dose-rate-dependent delivery pattern optimization to enhance the FLASH effect in radiotherapy, improving dose distributions across a wider range of dose rates.
Area of Science:
- Radiotherapy
- Medical Physics
- Radiation Oncology
Background:
- The FLASH effect in radiotherapy is traditionally triggered at high dose rates (DRs) of ≥40 Gy/s.
- Recent evidence suggests a sigmoid relationship, not a binary threshold, for the FLASH effect across different patient samples.
- Current FLASH models do not account for this variability, potentially limiting treatment efficacy.
Purpose of the Study:
- To develop and evaluate a method for optimizing FLASH-weighted dose (FWD) distributions.
- To maximize the FLASH effect over a broader range of dose rates using dose-rate-dependent FLASH delivery pattern optimization (DPO).
- To maintain the FLASH effect at the established threshold of 40 Gy/s while exploring lower DRs.
Main Methods:
- Optimized and evaluated 1397 FLASH optimization functions for FWD distributions using DPO.
- Assessed FWD distributions across a dose rate range of 10–60 Gy/s.
- Compared optimized FWD distributions against those optimized assuming a binary threshold at 40 Gy/s.
Main Results:
- FLASH optimization functions significantly improved FWD distributions.
- Optimal FLASH optimization functions were patient- and beam-specific.
- Class solutions for FLASH optimization functions also yielded overall FWD distribution improvements.
Conclusions:
- Dose-rate-dependent FLASH optimization functions can substantially improve FWD distributions.
- Exploiting the FLASH effect over a wider dose rate range is feasible and beneficial.
- Personalized optimization strategies are key to maximizing FLASH radiotherapy benefits.
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