Automatic delineation of on-line head-and-neck computed tomography images: Toward on-line adaptive radiotherapy

被引:150
作者
Zhang, Tiezhi [1 ]
Chi, Yuwei [1 ]
Meldolesi, Elisa [1 ]
Yan, Di [1 ]
机构
[1] William Beaumont Hosp, Dept Radiat Oncol, Royal Oak, MI 48073 USA
来源
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS | 2007年 / 68卷 / 02期
关键词
region-of-interest delineation; deformable image registration; adaptive radiotherapy; image-guided radiotherapy;
D O I
10.1016/j.ijrobp.2007.01.038
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: To develop and validate a fully automatic region-of-interest (ROT) delineation method for on-line adaptive radiotherapy. Methods and Materials: On-line adaptive radiotherapy requires a robust and automatic image segmentation method to delineate ROIs in on-line volumetric images. We have implemented an atlas-based image segmentation method to automatically delineate ROIs of head-and-neck helical computed tomography images. A total of 32 daily computed tomography images from 7 head-and-neck patients were delineated using this automatic image segmentation method. Manually drawn contours on the daily images were used as references in the evaluation of automatically delineated ROIs. Two methods were used in quantitative validation: (1) the dice similarity coefficient index, which indicates the overlapping ratio between the manually and automatically delineated ROIs; and (2) the distance transformation, which yields the distances between the manually and automatically delineated ROT surfaces. Results: Automatic segmentation showed agreement with manual contouring. For most ROIs, the dice similarity coefficient indexes were approximately 0.8. Similarly, the distance transformation evaluation results showed that the distances between the manually and automatically delineated ROT surfaces were mostly within 3 mm. The distances between two surfaces had a mean of 1 mm and standard deviation of < 2 mm in most ROIs. Conclusion: With atlas-based image segmentation, it is feasible to automatically delineate ROIs on the head-and-neck helical computed tomography images in on-line adaptive treatments. (C) 2007 Elsevier Inc.
引用
收藏
页码:522 / 530
页数:9
相关论文
共 28 条
[1]   Evaluation of three-dimensional finite element-based deformable registration of pre- and intraoperative prostate imaging [J].
Bharatha, A ;
Hirose, M ;
Hata, N ;
Warfield, SK ;
Ferrant, M ;
Zou, KH ;
Suarez-Santana, E ;
Ruiz-Alzola, J ;
D'Amico, A ;
Cormack, RA ;
Kikinis, R ;
Jolesz, FA ;
Tempany, CMC .
MEDICAL PHYSICS, 2001, 28 (12) :2551-2560
[2]   A novel method to correct for pitch and yaw patient setup errors in helical tomotherapy [J].
Boswell, SA ;
Jeraj, R ;
Ruchala, KJ ;
Olivera, GH ;
Jaradat, HA ;
James, JA ;
Gutierrez, A ;
Pearson, D ;
Frank, G ;
Mackie, TR .
MEDICAL PHYSICS, 2005, 32 (06) :1630-1639
[3]   Evaluation of mechanical precision and alignment uncertainties for an integrated CT/LINAC system [J].
Court, L ;
Rosen, I ;
Mohan, R ;
Dong, L .
MEDICAL PHYSICS, 2003, 30 (06) :1198-1210
[4]  
Fischer B, 2004, METHOD INFORM MED, V43, P327
[5]   Potential for reduced toxicity and dose escalation in the treatment of inoperable non-small-cell lung cancer: A comparison of intensity-modulated radiation therapy (IMRT), 3D conformal radiation, and elective nodal irradiation [J].
Grills, IS ;
Yan, D ;
Martinez, AA ;
Vicini, FA ;
Wong, JW ;
Kestin, LL .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2003, 57 (03) :875-890
[6]   Dose escalation with 3D conformal treatment: Five year outcomes, treatment optimization, and future directions [J].
Hanks, GE ;
Hanlon, AL ;
Schultheiss, TE ;
Pinover, WH ;
Movsas, B ;
Epstein, BE ;
Hunt, MA .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1998, 41 (03) :501-510
[7]   Laryngeal tumor volume measurements determined with CT: A study on intra- and interobserver variability [J].
Hermans, R ;
Feron, M ;
Bellon, E ;
Dupont, P ;
Van den Bogaert, W ;
Baert, AL .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1998, 40 (03) :553-557
[8]   Cone-beam computed tomography with a flat-panel imager: Initial performance characterization [J].
Jaffray, DA ;
Siewerdsen, JH .
MEDICAL PHYSICS, 2000, 27 (06) :1311-1323
[9]   Biweekly dose escalation in curative accelerated hyperfractionation for advanced head and neck cancer: A feasibility study [J].
Kajanti, M ;
Blomqvist, C ;
Lehtonen, H ;
Kouri, M ;
Wiklund, T ;
Holsti, LR .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1997, 39 (04) :837-840
[10]   Consistency of three-dimensional planning target volumes across physicians and institutions [J].
Ketting, CH ;
AustinSeymour, M ;
Kalet, I ;
Unger, J ;
Hummel, S ;
Jacky, J .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1997, 37 (02) :445-453