Simultaneous needle catheter selection and dwell time optimization for preplanning of high-dose-rate brachytherapy of prostate cancer

被引:6
作者
Wang, Chao [1 ,2 ]
Gonzalez, Yesenia [1 ,2 ]
Shen, Chenyang [1 ,2 ]
Hrycushko, Brian [2 ]
Jia, Xun [1 ,2 ]
机构
[1] Univ Texas Southwestern Med Ctr Dallas, Dept Radiat Oncol, Innovat Technol Radiotherapy Computat & Hardware, Dallas, TX 75390 USA
[2] Univ Texas Southwestern Med Ctr Dallas, Dept Radiat Oncol, Dallas, TX 75287 USA
关键词
brachytherapy; high dose rate; prostate cancer; treatment planning;
D O I
10.1088/1361-6560/abd00e
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Purpose. Needle catheter positions critically affect the quality of treatment plans in prostate cancer high-dose-rate (HDR) brachytherapy. The current standard needle positioning approach is based on human intuition, which cannot guarantee a high-quality plan. This study proposed a method to simultaneously select needle catheter positions and determine dwell time for preplanning of HDR brachytherapy of prostate cancer. Methods. We formulated the needle catheter selection problem and inverse dwell time optimization problem in a unified framework. In addition to the dose objectives of the planning target volume (PTV) and organs at risk (OARs), the objective function incorporated a group-sparsity term with a needle-specific adaptive weighting scheme to generate high-quality plans with the minimal number of needle catheters. The optimization problem was solved by a fast-iterative shrinkage-thresholding algorithm. For validation purposes, we tested the proposed algorithm on 10 patient cases previously treated at our institution and compared the resulting plans with plans generated using needle catheters selected manually. Results. Compared to the plan with manually selected needle catheters, when normalizing both plans to the same PTV coverage V-100% = 95%, the plans generated by the proposed algorithm reduced median V-125% from 65% to 64%, but increased median V-150% from 35% to 38%, and V-200% from 14% to 16%. All planning objectives were met. All clinically important dosimetric parameters of OARs were reduced. D-1cc of bladder and rectum were reduced from 8.57 Gy to 8.50 Gy and from 7.24 Gy to 6.80 Gy, respectively. D-max of urethra was reduced from 15.85 Gy to 15.77 Gy. The median number of selected needle catheters was reduced by two. The computational time for solving the proposed optimization problem was similar to 90 s using MATLAB. Conclusion. The proposed algorithm was able to generate plans for prostate cancer HDR brachytherapy preplanning with increased median conformity index (0.73-0.77) and slightly lower median homogeneity index (0.64-0.62) with the number of selected needles reduced by two compared to the manual needle selection approach.
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页数:13
相关论文
共 48 条
[1]   Iteratively Reweighted l1 Approaches to Sparse Composite Regularization [J].
Ahmad, Rizwan ;
Schniter, Philip .
IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2015, 1 (04) :220-235
[2]  
[Anonymous], 2004, Convex Optim, DOI DOI 10.1017/CBO9780511804441
[3]   Optimization with Sparsity-Inducing Penalties [J].
Bach, Francis ;
Jenatton, Rodolphe ;
Mairal, Julien ;
Obozinski, Guillaume .
FOUNDATIONS AND TRENDS IN MACHINE LEARNING, 2012, 4 (01) :1-106
[4]  
Bach FR, 2008, J MACH LEARN RES, V9, P1179
[5]   A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems [J].
Beck, Amir ;
Teboulle, Marc .
SIAM JOURNAL ON IMAGING SCIENCES, 2009, 2 (01) :183-202
[6]   Brachytherapy for carcinoma of the prostate: Techniques, patient selection, and clinical outcomes [J].
Blasko, JC ;
Mate, T ;
Sylvester, JE ;
Grimm, PD ;
Cavanagh, W .
SEMINARS IN RADIATION ONCOLOGY, 2002, 12 (01) :81-94
[7]   Models for predicting objective function weights in prostate cancer IMRT [J].
Boutilier, Justin J. ;
Lee, Taewoo ;
Craig, Tim ;
Sharpe, Michael B. ;
Chan, Timothy C. Y. .
MEDICAL PHYSICS, 2015, 42 (04) :1586-1595
[8]   The role of needle trauma in the development of urinary toxicity following prostate High Dose Rate (HDR) Brachytherapy [J].
Boyea, G. ;
Antonucci, J. ;
Wallace, M. ;
Ghilezan, M. ;
Gustafson, G. ;
Chen, P. Y. ;
Saputo, K. ;
Flynn, C. ;
Martinez, A. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2007, 69 (03) :S357-S358
[9]   Fast automated multi-criteria planning for HDR brachytherapy explored for prostate cancer [J].
Breedveld, Sebastiaan ;
Bennan, Amit B. A. ;
Aluwini, Shafak ;
Schaart, Dennis R. ;
Kolkman-Deurloo, Inger-Karine K. ;
Heijmen, Ben J. M. .
PHYSICS IN MEDICINE AND BIOLOGY, 2019, 64 (20)
[10]   Using Dose Homogeneity Index and Conformity Index to Evaluate Prostate High-dose-rate Plan Quality and Consistency [J].
Cirino, E. T. ;
Iftimia, I. ;
Lo, T. C. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2012, 84 (03) :S770-S771