Zheng Yue, Samant Pratik, Merill Jack, Chen Yong, Ahmad Salahuddin, Li Dengwang, Xiang Liangzhong
Shandong Key Laboratory of Medical Physics and Image Processing & Shandong Provincial Engineering and Technical Center of Light Manipulations, School of Physics and Electronics, Shandong Normal University, Jinan, 250358, China.
School of Electrical and Computer Engineering, University of Oklahoma, Norman, OK, 73019, USA.
Med Phys. 2020 Sep;47(9):4386-4395. doi: 10.1002/mp.14245. Epub 2020 Jun 15.
The aim of this study is to investigate the feasibility of x-ray-induced acoustic computed tomography (XACT) as an image guidance tool for tracking x-ray beam location and monitoring radiation dose delivered to the patient during stereotactic partial breast irradiation (SPBI).
An in-house simulation workflow was developed to assess the ability of XACT to act as an in vivo dosimetry tool for SPBI. To evaluate this simulation workflow, a three-dimensional (3D) digital breast phantom was created by a series of two-dimensional (2D) breast CT slices from a patient. Three different tissue types (skin, adipose tissue, and glandular tissue) were segmented and the postlumpectomy seroma was simulated inside the digital breast phantom. A treatment plan was made with three beam angles to deliver radiation dose to the seroma in breast to simulate SPBI. The three beam angles for 2D simulations were 17°, 90° and 159° (couch angles were 0 degrees) while the angles were 90 degrees (couch angles were 0°, 27°, 90°) in 3D simulation. A multi-step simulation platform capable of modelling XACT was developed. First, the dose distribution was converted to an initial pressure distribution. The propagation of this pressure disturbance in the form of induced acoustic waves was then modeled using the k-wave MATLAB toolbox. The waves were then detected by a hemispherical-shaped ultrasound transducer array (6320 transducer locations distributed on the surface of the breast). Finally, the time-varying pressure signals detected at each transducer location were used to reconstruct an image of the initial pressure distribution using a 3D time-reversal reconstruction algorithm. Finally, the reconstructed XACT images of the radiation beams were overlaid onto the structure breast CT.
It was found that XACT was able to reconstruct the dose distribution of SPBI in 3D. In the reconstructed 3D volumetric dose distribution, the average doses in the GTV (Gross Target Volume) and PTV (Planning Target Volume) were 86.15% and 80.89%, respectively. When compared to the treatment plan, the XACT reconstructed dose distribution in the GTV and PTV had a RMSE (root mean square error) of 2.408 % and 2.299 % over all pixels. The 3D breast XACT imaging reconstruction with time-reversal reconstruction algorithm can be finished within several minutes.
This work explores the feasibility of using the novel imaging modality of XACT as an in vivo dosimeter for SPBI radiotherapy. It shows that XACT imaging can provide the x-ray beam location and dose information in deep tissue during the treatment in real time in 3D. This study lays the groundwork for a variety of future studies related to the use of XACT as a dosimeter at different cancer sites.
本研究旨在探讨X射线诱导声学计算机断层扫描(XACT)作为一种图像引导工具,用于在立体定向部分乳腺照射(SPBI)过程中跟踪X射线束位置并监测输送给患者的辐射剂量的可行性。
开发了一种内部模拟工作流程,以评估XACT作为SPBI体内剂量测定工具的能力。为了评估此模拟工作流程,通过来自一名患者的一系列二维(2D)乳腺CT切片创建了一个三维(3D)数字乳腺模型。对三种不同的组织类型(皮肤、脂肪组织和腺体组织)进行了分割,并在数字乳腺模型内模拟了乳房切除术后的血清肿。制定了一个治疗计划,采用三个射束角度向乳腺中的血清肿输送辐射剂量,以模拟SPBI。二维模拟的三个射束角度为17°、90°和159°(治疗床角度为0度),而三维模拟中的角度为90度(治疗床角度为0°、27°、90°)。开发了一个能够对XACT进行建模的多步骤模拟平台。首先,将剂量分布转换为初始压力分布。然后使用k波MATLAB工具箱对这种以诱导声波形式存在的压力扰动的传播进行建模。然后通过一个半球形超声换能器阵列(6320个换能器位置分布在乳房表面)检测这些波。最后,使用三维时间反转重建算法,将在每个换能器位置检测到的随时间变化的压力信号用于重建初始压力分布的图像。最后,将辐射束的重建XACT图像叠加到乳腺CT结构上。
发现XACT能够在三维中重建SPBI的剂量分布。在重建的三维体积剂量分布中,大体肿瘤体积(GTV)和计划靶体积(PTV)中的平均剂量分别为86.15%和80.89%。与治疗计划相比,XACT在GTV和PTV中重建的剂量分布在所有像素上的均方根误差(RMSE)分别为2.408%和2.299%。采用时间反转重建算法的三维乳腺XACT成像重建可在几分钟内完成。
本研究探索了使用新型成像模式XACT作为SPBI放射治疗体内剂量计的可行性。结果表明,XACT成像能够在治疗过程中实时提供三维深部组织中的X射线束位置和剂量信息。本研究为未来各种与在不同癌症部位使用XACT作为剂量计相关的研究奠定了基础。