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上消化道癌患者在线自适应放疗中基于磁共振成像驱动的当日剂量程序的开发与验证

Development and validation of an MR-driven dose-of-the-day procedure for online adaptive radiotherapy in upper gastrointestinal cancer patients.

作者信息

Semeniuk Oleksii, Shessel Andrea, Velec Michael, Fodor Tudor, Rocca Cathy-Carpino, Barry Aisling, Lukovic Jelena, Yan Michael, Mesci Aruz, Kim John, Wong Rebecca, Dawson Laura A, Hosni Ali, Stanescu Teo

机构信息

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada.

Department of Radiation Oncology, University of Toronto, Toronto, ON M5T 1P5, Canada.

出版信息

Phys Med Biol. 2024 Aug 1;69(16). doi: 10.1088/1361-6560/ad6745.

Abstract

To develop and validate a dose-of-the-day (DOTD) treatment plan verification procedure for liver and pancreas cancer patients treated with an magnetic resonance (MR)-Linac system.DOTD was implemented as an automated process that uses 3D datasets collected during treatment delivery. Particularly, the DOTD pipeline's input included the adapt-to-shape (ATS) plan-i.e. 3D-MR dataset acquired at beginning of online session, anatomical contours, dose distribution-and 3D-MR dataset acquired during beam-on (BON). The DOTD automated analysis included (a) ATS-to-BON image intensity-based deformable image registration (DIR), (b) ATS-to-BON contours mapping via DIR, (c) BON-to-ATS contours copying through rigid registration, (d) determining ATS-to-BON dosimetric differences, and (e) PDF report generation. The DIR process was validated by two expert reviewers. ATS-plans were recomputed on BON datasets to assess dose differences. DOTD analysis was performed retrospectively for 75 treatment fractions (12-liver and 5-pancreas patients).The accuracy of DOTD process relied on DIR and mapped contours quality. Most DIR-generated contours (99.6%) were clinically acceptable. DICE correlated with depreciation of DIR-based region of interest mapping process. The ATS-BON plan difference was found negligible (<1%). The duodenum and large bowel exhibited highest variations, 24% and 39% from fractional values, for 5-fraction liver and pancreas. For liver 1-fraction, a 62% variation was observed for duodenum.The DOTD methodology provides an automated approach to quantify 3D dosimetric differences between online plans and their delivery. This analysis offers promise as a valuable tool for plan quality assessment and decision-making in the verification stage of the online workflow.

摘要

为开发并验证一种针对使用磁共振(MR)直线加速器系统治疗的肝癌和胰腺癌患者的当日剂量(DOTD)治疗计划验证程序。DOTD被实现为一个自动化流程,该流程使用治疗实施过程中收集的3D数据集。具体而言,DOTD流程的输入包括适应形状(ATS)计划,即在线治疗开始时获取的3D-MR数据集、解剖轮廓、剂量分布以及束流开启(BON)期间获取的3D-MR数据集。DOTD自动化分析包括(a)基于ATS到BON图像强度的可变形图像配准(DIR),(b)通过DIR进行ATS到BON轮廓映射,(c)通过刚性配准将BON到ATS轮廓复制,(d)确定ATS到BON的剂量差异,以及(e)生成PDF报告。DIR过程由两名专家评审员进行验证。在BON数据集上重新计算ATS计划以评估剂量差异。对75个治疗分次(12名肝癌患者和5名胰腺癌患者)进行了DOTD分析的回顾性研究。DOTD流程的准确性依赖于DIR和映射轮廓的质量。大多数DIR生成的轮廓(99.6%)在临床上是可接受的。骰子系数与基于DIR的感兴趣区域映射过程的衰减相关。发现ATS-BON计划差异可忽略不计(<1%)。对于5分次的肝癌和胰腺癌患者,十二指肠和大肠的变化最大,分别比分次值高24%和39%。对于肝癌1分次患者,十二指肠观察到62% 的变化。DOTD方法提供了一种自动化方法来量化在线计划与其实施之间的3D剂量差异。该分析有望成为在线工作流程验证阶段计划质量评估和决策的有价值工具。

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