Automated planning of breast radiotherapy using cone beam CT imaging

被引:16
作者
Amit, Guy [1 ]
Purdie, Thomas G. [1 ,2 ,3 ]
机构
[1] Princess Margaret Canc Ctr, Radiat Med Program, Toronto, ON M5G 2M9, Canada
[2] Univ Toronto, Dept Radiat Oncol, Toronto, ON M5S 3E2, Canada
[3] Univ Toronto, Univ Hlth Network, Techna Inst, Toronto, ON M5G 1P5, Canada
关键词
cone-beam computed tomography; breast cancer; radiotherapy planning; automation; image processing; COMPUTED-TOMOGRAPHY; RADIATION-THERAPY; REGISTRATION; FEASIBILITY; ENHANCEMENT; QUALITY;
D O I
10.1118/1.4905111
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: Develop and clinically validate a methodology for using cone beam computed tomography (CBCT) imaging in an automated treatment planning framework for breast IMRT. Methods: A technique for intensity correction of CBCT images was developed and evaluated. The technique is based on histogram matching of CBCT image sets, using information from "similar" planning CT image sets from a database of paired CBCT and CT image sets (n = 38). Automated treatment plans were generated for a testing subset (n = 15) on the planning CT and the corrected CBCT. The plans generated on the corrected CBCT were compared to the CT-based plans in terms of beam parameters, dosimetric indices, and dose distributions. Results: The corrected CBCT images showed considerable similarity to their corresponding planning CTs (average mutual information 1.0 +/- 0.1, average sum of absolute differences 185 +/- 38). The automated CBCT-based plans were clinically acceptable, as well as equivalent to the CT-based plans with average gantry angle difference of 0.99 degrees +/- 1.1 degrees, target volume overlap index (Dice) of 0.89 +/- 0.04 although with slightly higher maximum target doses (4482 +/- 90 vs 4560 +/- 84, P < 0.05). Gamma index analysis (3%, 3 mm) showed that the CBCT-based plans had the same dose distribution as plans calculated with the same beams on the registered planning CTs (average gamma index 0.12 +/- 0.04, gamma < 1 in 99.4% +/- 0.3%). Conclusions: The proposed method demonstrates the potential for a clinically feasible and efficient online adaptive breast IMRT planning method based on CBCT imaging, integrating automation. (C) 2015 American Association of Physicists in Medicine.
引用
收藏
页码:770 / 779
页数:10
相关论文
共 34 条
[11]   Online planning and delivery technique for radiotherapy of spinal metastases using cone-beam CT:: Image quality and system performance [J].
Letourneau, Daniel ;
Wong, Rebecca ;
Moseley, Douglas ;
Sharpe, Michael B. ;
Ansell, Stephen ;
Gospodarowicz, Mary ;
Jaffray, David A. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2007, 67 (04) :1229-1237
[12]   A novel image-domain-based cone-beam computed tomography enhancement algorithm [J].
Li, Xiang ;
Li, Tianfang ;
Yang, Yong ;
Heron, Dwight E. ;
Huq, M. Saiful .
PHYSICS IN MEDICINE AND BIOLOGY, 2011, 56 (09) :2755-2766
[13]   Joint CT/CBCT deformable registration and CBCT enhancement for cancer radiotherapy [J].
Lou, Yifei ;
Niu, Tianye ;
Jia, Xun ;
Vela, Patricio A. ;
Zhu, Lei ;
Tannenbaum, Allen R. .
MEDICAL IMAGE ANALYSIS, 2013, 17 (03) :387-400
[14]   Evaluation of the gamma dose distribution comparison method [J].
Low, DA ;
Dempsey, JF .
MEDICAL PHYSICS, 2003, 30 (09) :2455-2464
[15]  
Papoulis A., 2002, Probability, Random Variables and Stochastic Processes (Mcgraw-Hill Series in Electrical Engineering: Communications and Signal Processing)
[16]   SCALE-SPACE AND EDGE-DETECTION USING ANISOTROPIC DIFFUSION [J].
PERONA, P ;
MALIK, J .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (07) :629-639
[17]   A fast three-dimensional gamma evaluation using a GPU utilizing texture memory for on-the-fly interpolations [J].
Persoon, Lucas C. G. G. ;
Podesta, Mark ;
van Elmpt, Wouter J. C. ;
Nijsten, Sebastiaan M. J. J. G. ;
Verhaegen, Frank .
MEDICAL PHYSICS, 2011, 38 (07) :4032-4035
[18]   The influence of the patient size and geometry on cone beam-computed tomography hounsfield unit [J].
Ping, Heng Siew ;
Kandaiya, Sivamany .
JOURNAL OF MEDICAL PHYSICS, 2012, 37 (03) :155-158
[19]   Automation and Intensity Modulated Radiation Therapy for Individualized High-Quality Tangent Breast Treatment Plans [J].
Purdie, Thomas G. ;
Dinniwell, Robert E. ;
Fyles, Anthony ;
Sharpe, Michael B. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2014, 90 (03) :688-695
[20]   AUTOMATED PLANNING OF TANGENTIAL BREAST INTENSITY-MODULATED RADIOTHERAPY USING HEURISTIC OPTIMIZATION [J].
Purdie, Thomas G. ;
Dinniwell, Robert E. ;
Letourneau, Daniel ;
Hill, Christine ;
Sharpe, Michael B. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2011, 81 (02) :575-583