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Development of fast patient position verification software using 2D-3D image registration and its clinical experience

机译:利用2D-3D图像配准开发快速患者位置验证软件及其临床经验

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摘要

To improve treatment workflow, we developed a graphic processing unit (GPU)-based patient positional verification software application and integrated it into carbon-ion scanning beam treatment. Here, we evaluated the basic performance of the software. The algorithm provides 2D/3D registration matching using CT and orthogonal X-ray flat panel detector (FPD) images. The participants were 53 patients with tumors of the head and neck, prostate or lung receiving carbon-ion beam treatment. 2D/3D-ITchi-Gime (ITG) calculation accuracy was evaluated in terms of computation time and registration accuracy. Registration calculation was determined using the similarity measurement metrics gradient difference (GD), normalized mutual information (NMI), zero-mean normalized cross-correlation (ZNCC), and their combination. Registration accuracy was dependent on the particular metric used. Representative examples were determined to have target registration error (TRE) = 0.45 ± 0.23 mm and angular error (AE) = 0.35 ± 0.18° with ZNCC + GD for a head and neck tumor; TRE = 0.12 ± 0.07 mm and AE = 0.16 ± 0.07° with ZNCC for a pelvic tumor; and TRE = 1.19 ± 0.78 mm and AE = 0.83 ± 0.61° with ZNCC for lung tumor. Calculation time was less than 7.26 s.The new registration software has been successfully installed and implemented in our treatment process. We expect that it will improve both treatment workflow and treatment accuracy.
机译:为了改善治疗工作流程,我们开发了基于图形处理单元(GPU)的患者位置验证软件应用程序,并将其集成到碳离子扫描束治疗中。在这里,我们评估了该软件的基本性能。该算法使用CT和正交X射线平板探测器(FPD)图像提供2D / 3D配准匹配。参加者是接受碳离子束治疗的53例头颈部,前列腺或肺部肿瘤患者。根据计算时间和配准精度评估了2D / 3D-ITchi-Gime(ITG)的计算精度。使用相似性度量指标梯度差(GD),归一化互信息(NMI),零均值归一化互相关(ZNCC)及其组合来确定配准计算。注册准确性取决于所使用的特定度量。对于ZNCC + GD,头颈部肿瘤的目标配准误差(TRE)= 0.45±0.23 mm,角度误差(AE)= 0.35±0.18°。对于骨盆肿瘤,ZNCC的TRE = 0.12±0.07 mm和AE = 0.16±0.07°; ZNCC的TRE = 1.19±0.78 mm和AE = 0.83±0.61°。计算时间少于7.26 s。新的注册软件已成功安装并在我们的治疗过程中实施。我们希望它将改善治疗工作流程和治疗准确性。

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