Integration of microdosimetry into treatment planning systems using look-up tables (LUT): A proof-of-concept

IF 2.7 3区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Jacopo Magini , Pietro Pisciotta , Mohammad Hussein , Stefan Both , Alexander Gerbershagen , Erik Traneus , Giuseppe Schettino , Francesco Romano
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引用次数: 0

Abstract

Introduction

Microdosimetry provides a statistical, measurable description of energy deposition at the sub-cellular level, directly linked to biological effectiveness. In recent years its application to proton therapy has shown promising improvements in the accuracy of radiobiological modelling. This paper introduces a novel approach for integrating microdosimetric quantities into the treatment planning process.

Material and methods

This study aims to demonstrate the feasibility of a method for incorporating microdosimetric quantities into TPS, through the creation of look-up tables (LUT) that account for the stochastic nature of energy deposition occurring during a proton treatment irradiation.

Results

This work provides a preliminary set of LUT that relate the kinetic energy of incoming protons to the first-order stochastic means obtained from the corresponding microdosimetric spectra to proton kinetic energy. Such LUT are pre-produced via Monte Carlo simulations with sub-micrometre precision and can be immediately implemented into commercial TPSs. The resulting quantities are validated against complete Monte Carlo simulations, showing an agreement within 1 keV/µm for y¯F, y, and y¯D from the entrance region through the 20 % distal fall-off, and within 3 keV/µm at greater depths. Applying the MKM model to y, this process enables a microdosimetric RBE prediction with an agreement exceeding 98.5 %.

Conclusion

This work represents a promising initial step toward the successful implementation of microdosimetry in routine clinical practice. Establishing a standardized approach will enhance consistency and comparability across institutions.
使用查找表(LUT)将微剂量学整合到治疗计划系统:概念验证
微剂量学提供了亚细胞水平能量沉积的统计、可测量描述,与生物有效性直接相关。近年来,它在质子治疗中的应用表明,放射生物学建模的准确性有了很大的提高。本文介绍了一种将微剂量计量整合到治疗计划过程中的新方法。材料和方法本研究旨在通过创建查找表(LUT)来证明将微剂量学量纳入TPS的方法的可行性,该表考虑了质子治疗辐照期间发生的能量沉积的随机性。结果本工作提供了一组初步的LUT,将入射质子的动能与从相应的微剂量谱获得的质子动能的一阶随机均值联系起来。这种LUT是通过蒙特卡罗模拟以亚微米精度预先产生的,可以立即实施到商业tps中。通过完整的蒙特卡罗模拟验证了所得量,显示从入口区域到20%远端衰减,y¯F, y∗和y¯D在1 keV/µm内一致,在更大深度在3 keV/µm内一致。将MKM模型应用于y *,该过程使微剂量RBE预测的一致性超过98.5%。结论本研究为微剂量学在常规临床实践中的成功应用迈出了有希望的第一步。建立标准化方法将加强各机构之间的一致性和可比性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.80
自引率
14.70%
发文量
493
审稿时长
78 days
期刊介绍: Physica Medica, European Journal of Medical Physics, publishing with Elsevier from 2007, provides an international forum for research and reviews on the following main topics: Medical Imaging Radiation Therapy Radiation Protection Measuring Systems and Signal Processing Education and training in Medical Physics Professional issues in Medical Physics.
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