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模拟宫颈癌外照射放疗和近距离放疗图像之间乙状结肠的复杂变形。

Modeling Complex Deformations of the Sigmoid Colon Between External Beam Radiation Therapy and Brachytherapy Images of Cervical Cancer.

机构信息

Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas.

Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas.

出版信息

Int J Radiat Oncol Biol Phys. 2020 Apr 1;106(5):1084-1094. doi: 10.1016/j.ijrobp.2019.12.028. Epub 2020 Feb 3.

Abstract

PURPOSE

In this study, we investigated registration methods for estimating the large interfractional sigmoid deformations that occur between external beam radiation therapy (EBRT) and brachytherapy (BT) for cervical cancer.

METHODS AND MATERIALS

Sixty-three patients were retrospectively analyzed. The sigmoid colon was delineated on 2 computed tomography images acquired during EBRT (without applicator) and BT (with applicator) for each patient. Five registration approaches were compared to propagate the contour of the sigmoid from BT to EBRT anatomies: rigid registration, commercial hybrid (ANAtomically CONstrained Deformation Algorithm), controlling ROI surface projection of RayStation, and the classical and constrained symmetrical thin-plate spline robust point matching (sTPS-RPM) methods. Deformation of the sigmoid due to insertion of the BT applicator was reported. Registration performance was compared by using the Dice similarity coefficient (DSC), distance to agreement, and Hausdorff distance. The 2 sTPS-RPM methods were compared by using surface triangle quality criteria between deformed surfaces. Using the deformable approaches, the BT dose of the sigmoid was deformed toward the EBRT anatomy. The displacement and discrepancy between the deformable methods to propagate the planned D1cm and D2cm of the sigmoid from BT to EBRT anatomies were reported for 55 patients.

RESULTS

Large and complex deformations of the sigmoid were observed for each patient. Rigid registration resulted in poor sigmoid alignment with a mean DSC of 0.26. Using the contour to drive the deformation, ANAtomically CONstrained Deformation Algorithm was able to slightly improve the alignment of the sigmoid with a mean DSC of 0.57. Using only the sigmoid surface as controlling ROI, the mean DSC was improved to 0.79. The classical and constrained sTPS-RPM methods provided mean DSCs of 0.95 and 0.96, respectively, with an average inverse consistency error <1 mm. The constrained sTPS-RPM provided more realistic deformations and better surface topology of the deformed sigmoids. The planned mean (range) D1cm and D2cm of the sigmoid were 13.4 Gy (1-24.1) and 12.2 Gy (1-21.5) on the BT anatomy, respectively. Using the constrained sTPS-RPM to deform the sigmoid from BT to EBRT anatomies, these hotspots had a mean (range) displacement of 27.1 mm (6.8-81).

CONCLUSIONS

Large deformations of the sigmoid were observed between the EBRT and BT anatomies, suggesting that the D1cm and D2cm of the sigmoid would unlikely to be at the same position throughout treatment. The proposed constrained sTPS-RPM seems to be the preferred approach to manage the large deformation due to BT applicator insertion. Such an approach could be used to map the EBRT dose to the BT anatomy for personalized BT planning optimization.

摘要

目的

本研究旨在探讨用于估计宫颈癌外照射放疗(EBRT)和近距离放疗(BT)之间发生的大的肠曲分节运动的配准方法。

方法和材料

对 63 例患者进行回顾性分析。为每位患者勾画乙状结肠轮廓,分别在 EBRT(无施源器)和 BT(有施源器)的 2 张 CT 图像上进行。比较了 5 种配准方法将乙状结肠轮廓从 BT 解剖结构传播到 EBRT 解剖结构:刚性配准、商业混合(基于解剖学约束的变形算法)、控制 RayStation 的感兴趣区域表面投影、经典和约束对称薄板样条稳健点匹配(sTPS-RPM)方法。报告了由于 BT 施源器插入导致乙状结肠变形。通过使用 Dice 相似系数(DSC)、一致距离和 Hausdorff 距离比较配准性能。使用表面三角形质量标准比较了 2 种 sTPS-RPM 方法之间的变形表面。使用可变形方法,将 BT 剂量的乙状结肠向 EBRT 解剖结构变形。对于 55 例患者,报告了从 BT 到 EBRT 解剖结构中,BT 计划的 D1cm 和 D2cm 乙状结肠的位移和不同方法之间的差异。

结果

每位患者的乙状结肠都观察到了大而复杂的变形。刚性配准导致乙状结肠配准效果不佳,DSC 平均值为 0.26。使用轮廓来驱动变形,基于解剖学约束的变形算法能够略微改善乙状结肠的配准,DSC 平均值为 0.57。仅使用乙状结肠表面作为控制 ROI,DSC 平均值提高到 0.79。经典和约束 sTPS-RPM 方法分别提供了 0.95 和 0.96 的 DSC,平均反向一致性误差<1mm。约束 sTPS-RPM 提供了更真实的变形和更好的变形乙状结肠的拓扑结构。BT 解剖结构上计划的乙状结肠的平均(范围)D1cm 和 D2cm 分别为 13.4Gy(1-24.1)和 12.2Gy(1-21.5)。使用约束 sTPS-RPM 将乙状结肠从 BT 到 EBRT 解剖结构变形,这些热点的平均(范围)位移为 27.1mm(6.8-81)。

结论

EBRT 和 BT 解剖结构之间观察到乙状结肠的大变形,表明在整个治疗过程中,乙状结肠的 D1cm 和 D2cm 不太可能在同一位置。所提出的约束 sTPS-RPM 似乎是处理 BT 施源器插入引起的大变形的首选方法。这种方法可用于将 EBRT 剂量映射到 BT 解剖结构,以实现个性化 BT 计划优化。

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