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放射治疗中可变形图像配准的客观评估:一项多机构研究。

Objective assessment of deformable image registration in radiotherapy: a multi-institution study.

作者信息

Kashani Rojano, Hub Martina, Balter James M, Kessler Marc L, Dong Lei, Zhang Lifei, Xing Lei, Xie Yaoqin, Hawkes David, Schnabel Julia A, McClelland Jamie, Joshi Sarang, Chen Quan, Lu Weiguo

机构信息

Department of Radiation Oncology, University of Michigan, Ann Arbor Michigan 48109-0010, USA.

出版信息

Med Phys. 2008 Dec;35(12):5944-53. doi: 10.1118/1.3013563.

Abstract

The looming potential of deformable alignment tools to play an integral role in adaptive radiotherapy suggests a need for objective assessment of these complex algorithms. Previous studies in this area are based on the ability of alignment to reproduce analytically generated deformations applied to sample image data, or use of contours or bifurcations as ground truth for evaluation of alignment accuracy. In this study, a deformable phantom was embedded with 48 small plastic markers, placed in regions varying from high contrast to roughly uniform regional intensity, and small to large regional discontinuities in movement. CT volumes of this phantom were acquired at different deformation states. After manual localization of marker coordinates, images were edited to remove the markers. The resulting image volumes were sent to five collaborating institutions, each of which has developed previously published deformable alignment tools routinely in use. Alignments were done, and applied to the list of reference coordinates at the inhale state. The transformed coordinates were compared to the actual marker locations at exhale. A total of eight alignment techniques were tested from the six institutions. All algorithms performed generally well, as compared to previous publications. Average errors in predicted location ranged from 1.5 to 3.9 mm, depending on technique. No algorithm was uniformly accurate across all regions of the phantom, with maximum errors ranging from 5.1 to 15.4 mm. Larger errors were seen in regions near significant shape changes, as well as areas with uniform contrast but large local motion discontinuity. Although reasonable accuracy was achieved overall, the variation of error in different regions suggests caution in globally accepting the results from deformable alignment.

摘要

可变形配准工具在自适应放疗中发挥不可或缺作用的潜在可能性日益凸显,这表明需要对这些复杂算法进行客观评估。该领域以往的研究基于配准再现应用于样本图像数据的解析生成变形的能力,或者使用轮廓或分叉作为评估配准精度的基准真值。在本研究中,一个可变形体模嵌入了48个小塑料标记物,放置在从高对比度到大致均匀区域强度、从小到大地域运动不连续的不同区域。在不同变形状态下获取该体模的CT容积。在手动定位标记物坐标后,编辑图像以去除标记物。将所得图像容积发送给五个合作机构,每个机构都开发了先前发表的、常规使用的可变形配准工具。进行配准,并将其应用于吸气状态下的参考坐标列表。将变换后的坐标与呼气时标记物的实际位置进行比较。从六个机构共测试了八种配准技术。与先前的出版物相比,所有算法总体表现良好。预测位置的平均误差范围为1.5至3.9毫米,具体取决于技术。没有一种算法在体模的所有区域都能始终保持准确,最大误差范围为5.1至15.4毫米。在显著形状变化附近的区域以及对比度均匀但局部运动不连续较大的区域,误差更大。尽管总体上达到了合理的精度,但不同区域误差的变化表明在全局接受可变形配准结果时需谨慎。

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