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基于改进微剂量动力学模型的matRad在碳离子治疗计划中的扩展:与蒙特卡罗计算的比较

Extension of matRad with a modified microdosimetric kinetic model for carbon ion treatment planning: Comparison with Monte Carlo calculation.

作者信息

Yoon Euntaek, Kim Jung-In, Park Jong Min, Choi Chang Heon, Jung Seongmoon

机构信息

Interdisciplinary program in Bioengineering, Graduate School, Seoul National University, Seoul, Republic of Korea.

Biomedical Research Institute, Seoul National University Hospital, Seoul, Republic of Korea.

出版信息

Med Phys. 2023 Sep;50(9):5884-5896. doi: 10.1002/mp.16449. Epub 2023 May 10.

Abstract

BACKGROUND

Treatment planning is essential for in silico particle therapy studies. matRad is an open-source research treatment planning system (TPS) based on the local effect model, which is a type of relative biological effectiveness (RBE) model.

PURPOSE

This study aims to implement a microdosimetric kinetic model (MKM) in matRad and develop an automation algorithm for Monte Carlo (MC) dose recalculation using the TOPAS code. In addition, we provide the developed MKM extension as open-source tool for users.

METHODS

Carbon beam data were generated using TOPAS MC pencil beam irradiation. We parameterized the TOPAS MC beam data with a double-Gaussian fit and modeled the integral depth doses and lateral spot profiles in the range of 100-430 MeV/u. To implement the MKM, the specific energy data table for Z = 1-6 and integrated depth-specific energy data were acquired based on the Kiefer-Chatterjee track structure and TOPAS MC simulation, respectively. Generic data were integrated into matRad, and treatment planning was performed based on these data. The optimized plan parameters were automatically converted into MC simulation input. Finally, the matRad TPS and TOPAS MC simulations were compared using the RBE-weighted dose calculation results. A comparison was made for three geometries: homogeneous water phantom, inhomogeneous phantom, and patient.

RESULTS

The RBE-weighted dose (D ) distribution agreed with TOPAS MC within 1.8% for all target sizes for the homogeneous phantom. For the inhomogeneous phantom, the relative difference in the range of 80% of the prescription dose in the distal fall-off region (R80) between the matRad TPS and TOPAS MC was 0.6% (1.1 mm). D between the TPS and the MC was within 4.0%. In the patient case, the difference in the dose-volume histogram parameters for the target volume between the TPS and the MC was less than 2.7%. The relative difference in R80 was 0.7% (1.2 mm).

CONCLUSIONS

The MKM was successfully implemented in matRad TPS, and the RBE-weighted dose was comparable to that of TOPAS MC. The MKM-implemented matRad was released as an open-source tool. Further investigations with MC simulations can be conducted using this tool, providing a good option for carbon ion research.

摘要

背景

治疗计划对于计算机模拟粒子治疗研究至关重要。matRad是一个基于局部效应模型的开源研究治疗计划系统(TPS),局部效应模型是一种相对生物效应(RBE)模型。

目的

本研究旨在在matRad中实现微剂量动力学模型(MKM),并开发一种使用TOPAS代码进行蒙特卡罗(MC)剂量重新计算的自动化算法。此外,我们将开发的MKM扩展作为开源工具提供给用户。

方法

使用TOPAS MC笔形束辐照生成碳离子束数据。我们用双高斯拟合对TOPAS MC束数据进行参数化,并对100 - 430 MeV/u范围内的积分深度剂量和横向光斑轮廓进行建模。为了实现MKM,分别基于Kiefer - Chatterjee径迹结构和TOPAS MC模拟获取了Z = 1 - 6的比能数据表和积分深度比能数据。将通用数据集成到matRad中,并基于这些数据进行治疗计划。优化后的计划参数自动转换为MC模拟输入。最后,使用RBE加权剂量计算结果对matRad TPS和TOPAS MC模拟进行比较。对三种几何形状进行了比较:均匀水体模、非均匀体模和患者。

结果

对于均匀体模的所有靶区尺寸,RBE加权剂量(D)分布与TOPAS MC的一致性在1.8%以内。对于非均匀体模,matRad TPS和TOPAS MC在处方剂量80%范围的远端剂量跌落区(R80)的相对差异为0.6%(1.1毫米)。TPS和MC之间的D在4.0%以内。在患者病例中,TPS和MC之间靶区体积的剂量体积直方图参数差异小于2.7%。R80的相对差异为0.7%(1.2毫米)。

结论

MKM在matRad TPS中成功实现,RBE加权剂量与TOPAS MC相当。实现MKM的matRad作为开源工具发布。使用该工具可以进行进一步的MC模拟研究,为碳离子研究提供了一个很好的选择。

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