一种多角度闪光强度调制放射治疗平台治疗头角排列优化方法。

IF 3.5 3区 医学 Q2 ONCOLOGY
Frontiers in Oncology Pub Date : 2025-09-17 eCollection Date: 2025-01-01 DOI:10.3389/fonc.2025.1628281
Weijie Cui, Chenlei Guo, Zhihui Hu, Yunxiang Wang, Kuo Men, Jianrong Dai
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引用次数: 0

摘要

目的:闪电疗法技术已经被引入,并为其实施开发了几个系统。其中一个FLASH放射治疗平台采用多个治疗头,同时向目标提供辐射。然而,治疗头的最佳数量及其精确的角度配置需要最好地满足临床要求仍有待确定。方法与材料:本研究将每个治疗头角作为自变量,将临床使用的平面图的一组光束方向与虚拟FLASH放疗平台产生的光束方向的总角度差定义为目标函数。这个问题是通过一种被称为自适应模拟退火(ASA)的优化技术来解决的。所提出的优化模型的性能使用来自我科两年期间收集的8,866个调强放射治疗(IMRT)计划的69,928束数据集进行评估。这些图代表了各种类型的常见肿瘤,包括鼻咽癌、乳腺癌、食管癌、肺癌和直肠癌。比较优化治疗头排列后获得的光束方向与临床使用的光束方向的总角差。结果:对于配备五个治疗头的虚拟FLASH治疗平台,我们在有和没有成像系统约束的情况下获得了最佳的治疗头角度安排。在成像系统约束下,优化角度分别为0°、40.4°、169.4°、201.2°和239.8°,与参考治疗方案队列中使用的光束方向平均相差38.9°。在不受成像系统约束的情况下,优化角度分别为0°、155.4°、234.4°、266.2°和304.8°,平均误差为37.8°。相比之下,等间距处理头角产生的平均差异为78.4°。结论:提出了一种优化多角度FLASH放射治疗平台治疗头角度布置的方法。优化后的结构为临床应用提供了有效的解决方案,平衡了性能和实际可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A methodology for optimizing treatment head angle arrangement for multi-angle FLASH intensity modulated radiation therapy platforms.

Purpose: Flash therapy technology has been introduced, and several systems have been developed for its implementation. One such FLASH radiotherapy platform employs multiple treatment heads that deliver radiation to a target simultaneously. However, the optimal number of treatment heads and their precise angular configuration needed to best meet clinical requirements remain to be determined.

Methods and materials: In this study, each treatment head angle is treated as an independent variable, and the total angular discrepancy between a set of beam directions from clinically used plans and those generated by a virtual FLASH radiotherapy platform is defined as the objective function. This problem is solved using an optimization technique known as Adaptive Simulated Annealing (ASA). The performance of the proposed optimization model was evaluated using a dataset of 69,928 beams from 8,866 intensity-modulated radiation therapy (IMRT) plans collected over a two-year period in our department. These plans represent various types of common tumors, including nasopharyngeal, breast, esophageal, lung, and rectal cancers. The total angular discrepancy was compared between the beam directions obtained through the optimized treatment head arrangement and the directions used in clinical practice.

Results: For a virtual FLASH therapy platform equipped with five treatment heads, we obtained the optimized treatment head angle arrangements both with and without the constraint of an imaging system. Under the imaging system constraint, the optimized angles were 0°, 40.4°, 169.4°, 201.2°, and 239.8°, resulting in an average discrepancy of 38.9°compared to the beam directions used in the reference treatment plan cohort. Without the imaging system constraint, the optimized angles were 0°, 155.4°, 234.4°, 266.2°, and 304.8°, yielding an average discrepancy of 37.8°. In contrast, equally spaced treatment head angles produced an average discrepancy of 78.4°.

Conclusion: A methodology for optimizing the treatment head angle arrangement for multi-angle FLASH radiotherapy platforms is proposed. The optimized configuration provides an effective solution for clinical applications, balancing performance with practical feasibility.

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来源期刊
Frontiers in Oncology
Frontiers in Oncology Biochemistry, Genetics and Molecular Biology-Cancer Research
CiteScore
6.20
自引率
10.60%
发文量
6641
审稿时长
14 weeks
期刊介绍: Cancer Imaging and Diagnosis is dedicated to the publication of results from clinical and research studies applied to cancer diagnosis and treatment. The section aims to publish studies from the entire field of cancer imaging: results from routine use of clinical imaging in both radiology and nuclear medicine, results from clinical trials, experimental molecular imaging in humans and small animals, research on new contrast agents in CT, MRI, ultrasound, publication of new technical applications and processing algorithms to improve the standardization of quantitative imaging and image guided interventions for the diagnosis and treatment of cancer.
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