一个新的基于gpu的蒙特卡罗代码用于氦离子治疗。

IF 2.7 3区 医学 Q3 ONCOLOGY
Strahlentherapie und Onkologie Pub Date : 2025-07-01 Epub Date: 2025-02-07 DOI:10.1007/s00066-024-02357-w
Shijun Li, Ning Gao, Bo Cheng, Junyi Liu, Yankui Chang, Xi Pei, Xie George Xu
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引用次数: 0

摘要

目的:这项工作提出了一项努力,以扩展以前介绍的基于gpu的蒙特卡罗代码ARCHER用于氦离子治疗的能力。方法:ARCHER在体素化几何中进行氦离子输运模拟,覆盖高达220 MeV/u的动能水平。物理过程使用II类压缩历史算法建模,考虑到电离,能量分散,多重散射以及弹性和非弹性核相互作用。提出了一种新的核事件重复算法来生成非弹性核反应产物。次级质子、氘核、氚和3He粒子被跟踪,而其他粒子要么在局部储存能量,要么被忽略。该代码是在计算统一设备架构(CUDA)平台下开发的,以提高计算效率。验证是通过在不同的模型中根据TOPAS对我们的代码进行基准测试来执行的。结果:剂量分布比较表明我们的代码与TOPAS之间有很强的一致性。在剂量超过最大剂量10%的区域内,所有幻像的平均逐点局部相对误差范围为0.25% ~ 1.31%。在严格的1%/1 mm标准下,头颈部病例、胸部病例和前列腺病例的伽玛通过率分别为99.8%、96.9%和99.6%。除了肺幻影,ARCHER使用单个NVIDIA GeForce RTX 3080卡(NVIDIA Corporation, Santa Clara, USA)只需不到10 s的时间就可以模拟1000万个主氦离子,而TOPAS在具有两个Intel Xeon Gold 6348 cpu (Intel Corporation, Santa Clara, USA)的56核计算平台上需要几分钟。结论:本工作介绍了首个基于gpu的氦离子治疗剂量引擎的开发和基准测试。该代码已被证明可以实现高水平的准确性和效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A new GPU-based Monte Carlo code for helium ion therapy.

Purpose: This work presents an effort to extend the capabilities of the previously introduced GPU-based Monte Carlo code ARCHER for helium ion therapy.

Methods: ARCHER performs helium ion transport simulations in voxelized geometry, covering kinetic energy levels up to 220 MeV/u. The physical processes are modeled using a class II condensed-history algorithm, considering ionization, energy straggling, multiple scattering, and elastic and inelastic nuclear interactions. A new nuclear-event-repeat algorithm is proposed to generate inelastic nuclear reaction products. Secondary protons, deuterons, tritons, and 3He particles are tracked, while other particles either deposit their energy locally or are ignored. The code is developed under the compute unified device architecture (CUDA) platform to improve computational efficiency. Validations are conducted by benchmarking our code against TOPAS in different phantoms.

Results: Dose distribution comparisons demonstrate strong agreement between our code and TOPAS. The mean point-by-point local relative errors in the region where the dose exceeds 10% of the maximum dose range from 0.25% to 1.31% for all phantoms. In the strict 1%/1 mm criterion, gamma passing rates for a head-neck case, chest case, and prostate case are 99.8%, 96.9%, and 99.6%, respectively. Except for the lung phantom, ARCHER takes less than 10 s to simulate 10 million primary helium ions using a single NVIDIA GeForce RTX 3080 card (NVIDIA Corporation, Santa Clara, USA), while TOPAS requires several minutes on a computational platform with two Intel Xeon Gold 6348 CPUs (Intel Corporation, Santa Clara, USA) with 56 cores.

Conclusion: This work presents the development and benchmarking of the first GPU-based dose engine for helium ion therapy. The code has been proven to achieve high levels of accuracy and efficiency.

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来源期刊
CiteScore
5.70
自引率
12.90%
发文量
141
审稿时长
3-8 weeks
期刊介绍: Strahlentherapie und Onkologie, published monthly, is a scientific journal that covers all aspects of oncology with focus on radiooncology, radiation biology and radiation physics. The articles are not only of interest to radiooncologists but to all physicians interested in oncology, to radiation biologists and radiation physicists. The journal publishes original articles, review articles and case studies that are peer-reviewed. It includes scientific short communications as well as a literature review with annotated articles that inform the reader on new developments in the various disciplines concerned and hence allow for a sound overview on the latest results in radiooncology research. Founded in 1912, Strahlentherapie und Onkologie is the oldest oncological journal in the world. Today, contributions are published in English and German. All articles have English summaries and legends. The journal is the official publication of several scientific radiooncological societies and publishes the relevant communications of these societies.
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