An automatic contour propagation method to follow parotid gland deformation during head-and-neck cancer tomotherapy

被引:59
作者
Faggiano, E. [1 ,2 ,3 ]
Fiorino, C. [4 ]
Scalco, E. [1 ]
Broggi, S. [4 ]
Cattaneo, M. [4 ]
Maggiulli, E. [4 ]
Dell'Oca, I. [5 ]
Di Muzio, N. [5 ]
Calandrino, R. [4 ]
Rizzo, G. [1 ,6 ]
机构
[1] CNR, IBFM, I-20133 Milan, Italy
[2] Univ Milano Bicocca, Ctr Bioimmagini Mol, Milan, Italy
[3] Politecn Milan, Dept Biomed Engn, I-20133 Milan, Italy
[4] Ist Sci San Raffaele, Dept Med Phys, I-20132 Milan, Italy
[5] Ist Sci San Raffaele, Dept Radiotherapy, I-20132 Milan, Italy
[6] Ist Sci San Raffaele, Dept Nucl Med, I-20132 Milan, Italy
关键词
COMPUTED-TOMOGRAPHY IMAGES; CERVICAL-CANCER; PLANNING CT; REGISTRATION; SEGMENTATION; RADIOTHERAPY; DELINEATION; FORM; TUMOR; IMRT;
D O I
10.1088/0031-9155/56/3/015
中图分类号
R318 [生物医学工程];
学科分类号
100103 [病原生物学];
摘要
We developed an efficient technique to auto-propagate parotid gland contours from planning kVCT to daily MVCT images of head-and-neck cancer patients treated with helical tomotherapy. The method deformed a 3D surface mesh constructed from manual kVCT contours by B-spline free-form deformation to generate optimal and smooth contours. Deformation was calculated by elastic image registration between kVCT and MVCT images. Data from ten head-and-neck cancer patients were considered and manual contours by three observers were included in both kVCT and MVCT images. A preliminary inter-observer variability analysis demonstrated the importance of contour propagation in tomotherapy application: a high variability was reported in MVCT parotid volume estimation (p = 0.0176, ANOVA test) and a larger uncertainty of MVCT contouring compared with kVCT was demonstrated by DICE and volume variability indices (Wilcoxon signed rank test, p < 10(-4) for both indices). The performance analysis of our method showed no significant differences between automatic and manual contours in terms of volumes (p > 0.05, in a multiple comparison Tukey test), center-of-mass distances (p = 0.3043, ANOVA test), DICE values (p = 0.1672, Wilcoxon signed rank test) and average and maximum symmetric distances (p = 0.2043, p = 0.8228 Wilcoxon signed rank tests). Results suggested that our contour propagation method could successfully substitute human contouring on MVCT images.
引用
收藏
页码:775 / 791
页数:17
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