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基于三维 MRI 的非侵入性眼部质子治疗计划方法。

Three-dimensional MRI-based treatment planning approach for non-invasive ocular proton therapy.

机构信息

Department of Radiation Oncology, Erasmus Medical Center, Rotterdam, The Netherlands.

Department of Radiation Oncology, HollandPTC, Delft, The Netherlands.

出版信息

Med Phys. 2021 Mar;48(3):1315-1326. doi: 10.1002/mp.14665. Epub 2021 Jan 17.

Abstract

PURPOSE

To develop a high-resolution three-dimensional (3D) magnetic resonance imaging (MRI)-based treatment planning approach for uveal melanomas (UM) in proton therapy.

MATERIALS/METHODS: For eight patients with UM, a segmentation of the gross tumor volume (GTV) and organs-at-risk (OARs) was performed on T1- and T2-weighted 7 Tesla MRI image data to reconstruct the patient MR-eye. An extended contour was defined with a 2.5-mm isotropic margin derived from the GTV. A broad beam algorithm, which we have called πDose, was implemented to calculate relative proton absorbed doses to the ipsilateral OARs. Clinically favorable gazing angles of the treated eye were assessed by calculating a global weighted-sum objective function, which set penalties for OARs and extreme gazing angles. An optimizer, which we have named OPT'im-Eye-Tool, was developed to tune the parameters of the functions for sparing critical-OARs.

RESULTS

In total, 441 gazing angles were simulated for every patient. Target coverage including margins was achieved in all the cases (V  > 95%). Over the whole gazing angles solutions space, maximum dose (D ) to the optic nerve and the macula, and mean doses (D ) to the lens, the ciliary body and the sclera were calculated. A forward optimization was applied by OPT'im-Eye-Tool in three different prioritizations: iso-weighted, optic nerve prioritized, and macula prioritized. In each, the function values were depicted in a selection tool to select the optimal gazing angle(s). For example, patient 4 had a T2 equatorial tumor. The optimization applied for the straight gazing angle resulted in objective function values of 0.46 (iso-weighted situation), 0.90 (optic nerve prioritization) and 0.08 (macula prioritization) demonstrating the impact of that angle in different clinical approaches.

CONCLUSIONS

The feasibility and suitability of a 3D MRI-based treatment planning approach have been successfully tested on a cohort of eight patients diagnosed with UM. Moreover, a gaze-angle trade-off dose optimization with respect to OARs sparing has been developed. Further validation of the whole treatment process is the next step in the goal to achieve both a non-invasive and a personalized proton therapy treatment.

摘要

目的

开发一种基于高分辨率三维(3D)磁共振成像(MRI)的用于质子治疗葡萄膜黑色素瘤(UM)的治疗计划方法。

材料/方法:对 8 名 UM 患者,在 7T MRI T1 和 T2 加权图像数据上进行了大体肿瘤体积(GTV)和危及器官(OAR)的分割,以重建患者的眼部 MRI。从 GTV 衍生出 2.5mm 各向同性边界,定义了一个扩展轮廓。我们称之为π剂量的宽束算法被用于计算同侧 OAR 的相对质子吸收剂量。通过计算全局加权和目标函数来评估受治疗眼睛的临床有利注视角度,该函数对 OAR 和极端注视角度设置了惩罚。我们开发了一个名为 OPT'im-Eye-Tool 的优化器,用于调整为保护关键 OAR 而优化函数的参数。

结果

为每个患者总共模拟了 441 个注视角度。所有病例均实现了包括边缘在内的靶区覆盖(V>95%)。在整个注视角度解空间中,计算了视神经和黄斑的最大剂量(D)以及晶状体、睫状体和巩膜的平均剂量(D)。通过 OPT'im-Eye-Tool 在三种不同优先级下进行正向优化:等权重、视神经优先和黄斑优先。在每种情况下,将函数值显示在选择工具中以选择最佳注视角度(多个)。例如,患者 4 患有 T2 赤道肿瘤。对直视角度的优化导致目标函数值为 0.46(等权重情况)、0.90(视神经优先)和 0.08(黄斑优先),这表明该角度在不同临床方法中的影响。

结论

已经成功地在 8 名被诊断为 UM 的患者队列上测试了基于 3D MRI 的治疗计划方法的可行性和适用性。此外,还开发了一种针对 OAR 保护的注视角度权衡剂量优化。下一步是验证整个治疗过程,以实现非侵入性和个性化的质子治疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0a1b/7986198/9a41269f527b/MP-48-1315-g004.jpg

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