Optimizing linear energy transfer distribution in intensity-modulated proton therapy using the alternating direction method of multipliers.
Document Type
Article
Publication Date
2-28-2024
Publication Title
Frontiers in oncology
Abstract
PURPOSE: This study develop a novel linear energy transfer (LET) optimization method for intensity-modulated proton therapy (IMPT) with minimum monitor unit (MMU) constraint using the alternating direction method of multipliers (ADMM).
MATERIAL AND METHODS: The novel LET optimization method (ADMM-LET) was proposed with (1) the dose objective and the LET objective as the optimization objective and (2) the non-convex MMU threshold as a constraint condition. ADMM was used to solve the optimization problem. In the ADMM-LET framework, the optimization process entails iteratively solving the dose sub-problem and the LET sub-problem, simultaneously ensuring compliance with the MMU constraint. Three representative cases, including brain, liver, and prostate cancer, were utilized to evaluate the performance of the proposed method. The dose and LET distributions from ADMM-LET were compared to those obtained using the published iterative convex relaxation (ICR-LET) method.
RESULTS: The results demonstrate the superiority of ADMM-LET over ICR-LET in terms of LET distribution while achieving a comparable dose distribution. More specifically, for the brain case, the maximum LET (unit:
CONCLUSION: This study establishes ADMM-LET as a new approach for LET optimization with the MMU constraint in IMPT, offering potential improvements in treatment outcomes and biological effects.
Volume
14
First Page
1328147
Recommended Citation
Fan Q, Zhang X, Dao R, Qian Y, Zhao L, Li X, et al [Ding X] Optimizing linear energy transfer distribution in intensity-modulated proton therapy using the alternating direction method of multipliers. Front Oncol. 2024 Feb 28;14:1328147. doi: 10.3389/fonc.2024.1328147. PMID: 38482200
DOI
10.3389/fonc.2024.1328147
ISSN
2234-943X
PubMed ID
38482200