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迈向用于辐射剂量测量的定量电离辐射声学成像(iRAI):从模拟到实验的验证

Towards quantitative ionizing radiation acoustic imaging (iRAI) for radiation dose measurement: Validation from simulations to experiments.

作者信息

Huang Yaocai, Wei Lise, Litzenberg Dale, Li Borui, Ma Chenshuo, Kim Hyeonwoo, Liu Yiming, Zhang Claire, Carson Paul L, Naqa Issam El, Zhang Wei, Wang Xueding

机构信息

Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan, USA.

Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan, USA.

出版信息

Med Phys. 2025 Sep;52(9):e18091. doi: 10.1002/mp.18091.

Abstract

BACKGROUND

In clinical radiation therapy (RT), accurately quantifying the delivered radiation dose to the targeted tumors and surrounding tissues is essential for evaluating treatment outcomes. Ionizing radiation acoustic imaging (iRAI), a novel passive and non-invasive imaging technique, has the potential to provide real-time in vivo radiation dose mapping during RT. However, current iRAI technology does not account for spatial variations in the detection sensitivity of the ultrasound transducer used to capture the iRAI signals, leading to significant errors in dose mapping.

PURPOSE

This paper presents the first detection sensitivity-compensated quantitative iRAI approach for measuring deposited radiation dose, aiming at improving dose mapping accuracy.

METHODS

Detection sensitivity maps for the 2D matrix array transducer (MAT) were generated through both computational studies and experimental measurements. First, the Field II MATLAB toolbox was used to simulate the acoustic fields generated by the 2D MAT at various focal angles in the region of interest. Second, the prototype 2D MAT was applied to experimentally measure the acoustic signals generated by pulsed laser point sources distributed throughout the same volume as in the simulation. Then, in vitro experiments were conducted using homogeneous soft-tissue phantoms, where x-ray beams with square fields and a C-shaped treatment plan were separately delivered via a clinical linear accelerator (LINAC). Additionally, the propagation of acoustic waves induced by the x-ray beams with square fields was simulated using the K-Wave MATLAB toolbox. Correction factors derived from both the simulated and experimental sensitivity maps were applied to compensate for sensitivity-induced discrepancies in the iRAI reconstruction results. Dose distributions in uncompensated and sensitivity-compensated iRAI volumetric images were compared across various beam positions and field sizes. The agreement between the iRAI images and the treatment plan was quantitatively evaluated using structural similarity index measure (SSIM) and gamma index analysis.

RESULTS

The experimental results, including the detection sensitivity map and iRAI measurements of x-ray beams with square fields, showed strong agreement with the corresponding simulated outcomes. Following compensation, the relative amplitudes of all iRAI images for beams targeting different positions converged toward 1. The compensated iRAI images revealed greater agreement with the treatment plan in dose distribution, compared to the pre-compensation images. This improvement was further supported by global gamma index analysis, which showed an increase in the 5%/5 mm dose difference (DD) /distance-to-agreement (DTA) passing rate from 56.86% to 78.24% after compensation, indicating improved accuracy in reconstructing the dose distribution.

CONCLUSIONS

This study demonstrated that addressing inhomogeneities in transducer detection sensitivity significantly enhances the accuracy of radiation dose mapping by iRAI.

摘要

背景

在临床放射治疗(RT)中,准确量化输送到目标肿瘤和周围组织的辐射剂量对于评估治疗效果至关重要。电离辐射声成像(iRAI)是一种新型的被动非侵入性成像技术,有潜力在放射治疗期间提供体内实时辐射剂量映射。然而,当前的iRAI技术没有考虑用于捕获iRAI信号的超声换能器检测灵敏度的空间变化,导致剂量映射出现显著误差。

目的

本文提出了第一种用于测量沉积辐射剂量的检测灵敏度补偿定量iRAI方法,旨在提高剂量映射精度。

方法

通过计算研究和实验测量生成二维矩阵阵列换能器(MAT)的检测灵敏度图。首先,使用Field II MATLAB工具箱模拟二维MAT在感兴趣区域内不同焦角处产生的声场。其次,应用原型二维MAT对分布在与模拟相同体积内的脉冲激光点源产生的声信号进行实验测量。然后,使用均匀软组织体模进行体外实验,其中通过临床直线加速器(LINAC)分别输送具有方形射野和C形治疗计划的X射线束。此外,使用K-Wave MATLAB工具箱模拟具有方形射野的X射线束引起的声波传播。将从模拟和实验灵敏度图得出的校正因子应用于补偿iRAI重建结果中由灵敏度引起的差异。比较了未补偿和灵敏度补偿的iRAI体积图像在不同射束位置和射野大小下的剂量分布。使用结构相似性指数测量(SSIM)和伽马指数分析定量评估iRAI图像与治疗计划之间的一致性。

结果

实验结果,包括检测灵敏度图和具有方形射野的X射线束的iRAI测量,与相应的模拟结果显示出高度一致性。补偿后,针对不同位置的射束的所有iRAI图像的相对幅度收敛至1。与补偿前的图像相比,补偿后的iRAI图像在剂量分布上与治疗计划显示出更高的一致性。全局伽马指数分析进一步支持了这种改进,该分析表明补偿后5%/5毫米剂量差异(DD)/距离一致性(DTA)通过率从56.86%提高到78.24%,表明在重建剂量分布方面的准确性有所提高。

结论

本研究表明,解决换能器检测灵敏度的不均匀性可显著提高iRAI辐射剂量映射的准确性。

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