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Published on: February 6, 2019
Optimal radiotherapy dose scheduling with variable fraction sizes and breaks via sequential mixed-integer convex
Anqi Fu1, Zeno Gouw2, Jeho Jeong1
1Department of Medical Physics, Memorial Sloan-Kettering, 321 East 61st Street, 10065, NY, USA.
Optimized radiotherapy schedules with variable fraction sizes and breaks improve tumor control probability (TCP). This novel approach accounts for hypoxia and cellular competition, outperforming standard treatments.
Area of Science:
- Radiation Oncology
- Mathematical Modeling
- Cancer Biology
Background:
- Standard radiotherapy uses equi-dose fractions, but non-uniform schedules may enhance tumor control.
- Tumor response is influenced by cellular resource competition and hypoxia.
Purpose of the Study:
- To develop an optimization method for constructing non-uniform radiotherapy dose schedules.
- To improve tumor control probability (TCP) by optimizing fraction size and treatment breaks.
Main Methods:
- Formulated dose scheduling as a finite-horizon optimal control problem.
- Employed a convex-concave procedure to solve the nonconvex problem with constraints on normal tissue dose and daily limits.
- Calibrated a tumor dose-response model to head-and-neck squamous cell carcinoma.
Main Results:
- Optimal schedules featured an initial "primer shot", a 1-week break, followed by smaller fractions and a final large fraction.
- The schedule leverages reoxygenation of hypoxic cells during the break for increased radiosensitivity.
- Achieved a 12% higher TCP compared to standard equi-dose schedules in computational experiments.
Conclusions:
- An optimization method for non-uniform radiotherapy schedules was successfully developed.
- The method effectively models tumor response under hypoxia, leading to significant TCP improvements.
- This approach offers a promising strategy for enhancing radiotherapy efficacy.
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