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使用专门开发的可变形体模对用于表面引导放射治疗的商业可变形图像配准进行验证。

Validation of a commercial deformable image registration for surface-guided radiotherapy using an ad hoc-developed deformable phantom.

作者信息

Pallotta Stefania, Kugele Malin, Redapi Laura, Ceberg Sofie

机构信息

Department of Biomedical, Experimental and Clinical Sciences "Mario Serio", University of Florence, Florence, Italy.

Medical Physics Unit AOU Careggi, Florence, Italy.

出版信息

Med Phys. 2020 Dec;47(12):6310-6318. doi: 10.1002/mp.14527. Epub 2020 Oct 27.

Abstract

PURPOSE

The use of optical surface systems (OSSs) for patient setup verification in external radiation therapy is increasing. To manage potential deformations in a patient's anatomy, a novel deformable image registration (DIR) tool has been applied in a commercial OSS. In this study we investigate the accuracy of the DIR as compared to rigid image registration (RR).

METHODS AND MATERIALS

The positioning accuracy of the DIR and RR implemented in the OSS was investigated using an ad hoc-developed anthropomorphic deformable phantom, named Mary. The phantom consists of 33 slices of expanded polystyrene slabs shaped thus to simulate part of a female body. Anatomical details, simulating the ribs and spinal cord, together with 10 inner targets at different depths are included in thorax and abdominal parts. Mary is capable of realistic body movements and deformations, such as head and arm rotations, body torsion and moderate breast/abdomen swelling. The accuracy of DIR and RR was investigated for four internal targets after deliberately deforming the phantom nine times. Breast and abdomen enlargements and torsions around x, y, and z axes were applied. For reference purposes, rigid displacements (where Mary's anatomy was kept intact) were included. The phantom was positioned on the linac couch under the OSS guidance and for each target and displacement a CBCT was acquired. The accuracy of DIR and RR was assessed evaluating the difference in means of absolute values between CBCT and the OSS registration parameters (lateral, longitudinal, vertical, rot, pitch, and roll), using both a reference surface extracted from CT (CTr) or acquired with the OSS (OSSr). A comparison of the four different combinations, DIR + OSSr, DIR + CTr, RR + OSSr, and RR + CTr, was carried out to evaluate the position accuracy for the various combinations. Finally, the positioning accuracy of the different target positions using only OSSr was investigated for the DIR. A paired sample Wilcoxon signed-rank test (P < 0.05) and a two-tailed Mann-Whitney test (P < 0.05) were carried out.

RESULTS

The DIR in combination with OSSr showed significantly (P < 0.05) improved positioning accuracy in the lateral and longitudinal directions and in pitch, compared to RR, when deformations were applied to Mary. The positioning accuracy improved from 1.9 ± 1.5 mm, 1.1 ± 0.8 mm to 1.1 ± 1.2 mm, 0.6 ± 0.5 mm in lateral and longitudinal directions, respectively, and from 0.8 ± 0.6° to 0.4 ± 0.4° in pitch, using DIR compared to RR. Both the DIR and RR showed a similar positioning accuracy when rigid displacements of Mary were applied. For DIR, the OSSr generally showed improved calculation accuracy compared to CTr. Independent of the reference image used, the target position influenced the registration accuracy, and hence, one target could not be evaluated using RR due to its inability to calculate the correct position.

CONCLUSIONS

Improved positioning accuracy was observed for DIR with respect to RR when deformations of Mary's anatomy were applied. For both DIR and RR, improved positioning accuracy was observed using OSSr as compared to CTr. The position of the target inside the phantom influenced the positioning accuracy for DIR.

摘要

目的

在体外放射治疗中,光学表面系统(OSS)用于患者摆位验证的应用正在增加。为了处理患者解剖结构中的潜在变形,一种新型的可变形图像配准(DIR)工具已应用于商业OSS中。在本研究中,我们调查了DIR与刚性图像配准(RR)相比的准确性。

方法和材料

使用专门开发的名为玛丽的拟人化可变形体模,研究了OSS中实现的DIR和RR的定位准确性。该体模由33片膨胀聚苯乙烯板组成,其形状模拟女性身体的一部分。胸部和腹部包含模拟肋骨和脊髓的解剖细节,以及10个不同深度的内部靶区。玛丽能够进行逼真的身体运动和变形,如头部和手臂旋转、身体扭转以及适度的乳房/腹部肿胀。在故意使体模变形九次后,对四个内部靶区研究了DIR和RR的准确性。施加了乳房和腹部增大以及绕x、y和z轴的扭转。为了参考,还包括了刚性位移(玛丽的解剖结构保持完整)。在OSS引导下将体模放置在直线加速器治疗床上,对于每个靶区和位移,采集一次CBCT。使用从CT提取的参考表面(CTr)或通过OSS获取的参考表面(OSSr),通过评估CBCT与OSS配准参数(横向、纵向、垂直、旋转、俯仰和滚动)绝对值的均值差异,来评估DIR和RR的准确性。对四种不同组合DIR + OSSr、DIR + CTr、RR + OSSr和RR + CTr进行比较,以评估各种组合的位置准确性。最后,针对DIR研究了仅使用OSSr时不同靶区位置的定位准确性。进行了配对样本Wilcoxon符号秩检验(P < 0.05)和双尾Mann-Whitney检验(P < 0.05)。

结果

当对玛丽施加变形时,与RR相比,DIR与OSSr组合在横向和纵向以及俯仰方向上显示出显著(P < 0.05)提高的定位准确性。使用DIR时,横向和纵向方向的定位准确性分别从1.9 ± 1.5 mm、1.1 ± 0.8 mm提高到了1.1 ± 1.2 mm、0.6 ± 0.5 mm,俯仰方向从0.8 ± 0.6°提高到了0.4 ± 0.4°。当对玛丽施加刚性位移时,DIR和RR显示出相似的定位准确性。对于DIR,与CTr相比,OSSr通常显示出更高的计算准确性。无论使用何种参考图像,靶区位置都会影响配准准确性,因此,由于RR无法计算出正确位置,有一个靶区无法使用RR进行评估。

结论

当玛丽的解剖结构发生变形时,观察到DIR相对于RR的定位准确性有所提高。对于DIR和RR,与CTr相比,使用OSSr时观察到定位准确性有所提高。体模内靶区的位置影响DIR的定位准确性。

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