Exploratory development and clinical research of a mixed reality guided radiotherapy positioning system

IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Journal of Radiation Research and Applied Sciences Pub Date : 2024-09-12 DOI:10.1016/j.jrras.2024.101095
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Abstract

Purpose

This study aims to develop an application software deployed on HoloLens2 for guiding patient radiotherapy setup and assessing its feasibility and accuracy in radiotherapy.

Methods

The developed system features an application software deployed on the HoloLens2 device, enabling automatic tracking and registration of a virtual cube to the location of a real calibration cube. This functionality is achieved through the utilization of the Vuforia SDK, which determines the location point linking the virtual and real spaces. The system then generates a reference hologram based on simulated positioning computed tomography (CT) data sets and anchors this reference hologram at the determined location point. In the process of treatment positioning, the real human body in the scene of HoloLens2 is matched with the surface of the reference hologram to complete the positioning. This paper explores the factors that affect the accuracy of the system, namely the viewing distance and Angle, to determine the optimal conditions for using the system. Then, based on the optimal conditions, the error between the cone beam computed tomography (CBCT) data of patients (head, neck and chest and abdomen) obtained by the system and conventional positioning were compared by T-test method to evaluate the performance of the system.

Results

The observation distance had a minor impact on the system's accuracy, as there was no significant difference between the average six-dimensional error and the gold standard (all P > 0.05). A significant impact on the positioning error of the system was observed when the observation angle and isocentric deviation were both set at 45° (the vertical error was notably different from the gold standard, P < 0.05). The observation angle (0°–30°) exhibited a slight influence on the accuracy of the system (all P > 0.05). Patients with head and neck cancer exhibited a significant difference in positioning error between this system and the conventional method in the vertical direction (1.0 ± 0.9 mm vs. 1.8 ± 0.8 mm, P < 0.05), while no statistical significance was noted in other directions. Patients with chest and abdominal cancer showed significant discrepancies in the transformation between the two systems in lateral direction (1.9 ± 1.0 mm vs. 2.5 ± 0.7 mm, P < 0.05), vertical direction (1.4 ± 1.2 mm vs. 2.2 ± 1.1 mm, P < 0.05), and longitudinal direction (2.0 ± 1.2 mm vs. 3.1 ± 1.4 mm, P < 0.05), with no statistical significance found in rotation.

Conclusion

In this study, a radiotherapy treatment positioning system utilizing mixed reality guidance is introduced. This system demonstrates the capability to notably decrease positioning errors in the transformation of patients with chest and abdominal cancer, as well as in the vertical direction for patients with head and neck cancer. Furthermore, it shows enhancements in the overall accuracy of radiotherapy procedures.

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混合现实引导放射治疗定位系统的探索性开发和临床研究
本研究旨在开发一款部署在 HoloLens2 上的应用软件,用于指导患者的放射治疗设置,并评估其在放射治疗中的可行性和准确性。方法所开发系统的特点是在 HoloLens2 设备上部署了一款应用软件,能够自动跟踪和注册虚拟立方体与真实校准立方体的位置。这一功能是通过使用 Vuforia SDK 实现的,Vuforia SDK 可以确定连接虚拟空间和真实空间的位置点。然后,系统根据模拟定位计算机断层扫描(CT)数据集生成参考全息图,并将该参考全息图锚定在确定的位置点上。在治疗定位过程中,HoloLens2 场景中的真实人体与参考全息图的表面进行匹配,从而完成定位。本文探讨了影响该系统精度的因素,即观察距离和角度,以确定使用该系统的最佳条件。然后,在最佳条件的基础上,用 T 检验法比较了系统获得的患者(头颈部和胸腹部)锥束计算机断层扫描(CBCT)数据与传统定位之间的误差,以评价系统的性能。结果观察距离对系统的准确性影响较小,因为平均六维误差与金标准之间没有显著差异(所有 P > 0.05)。当观测角和等心偏差都设定为 45°时,系统的定位误差受到了明显影响(垂直误差与金标准有明显差异,P <0.05)。观察角度(0°-30°)对系统的准确性有轻微影响(均为 P > 0.05)。头颈部癌症患者的定位误差在垂直方向上与传统方法有显著差异(1.0 ± 0.9 mm vs. 1.8 ± 0.8 mm,P < 0.05),而在其他方向上没有统计学意义。胸部和腹部癌症患者在横向(1.9 ± 1.0 mm vs. 2.5 ± 0.7 mm,P < 0.05)、纵向(1.4 ± 1.2 mm vs. 2.2 ± 1.1 mm,P < 0.05)和纵向方向(2.0 ± 1.2 mm vs. 3.1 ± 1.4 mm,P < 0.05),旋转方向无统计学意义。该系统能够显著减少胸部和腹部癌症患者转型时的定位误差,以及头颈部癌症患者垂直方向的定位误差。此外,该系统还提高了放疗程序的整体准确性。
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
自引率
5.90%
发文量
130
审稿时长
16 weeks
期刊介绍: Journal of Radiation Research and Applied Sciences provides a high quality medium for the publication of substantial, original and scientific and technological papers on the development and applications of nuclear, radiation and isotopes in biology, medicine, drugs, biochemistry, microbiology, agriculture, entomology, food technology, chemistry, physics, solid states, engineering, environmental and applied sciences.
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