A Collimator Setting Optimization Algorithm for Dual-Arc Volumetric Modulated Arc Therapy in Pancreas Stereotactic Body Radiation Therapy

被引:3
作者
Li, Xinyi [1 ,2 ]
Wu, Jackie [1 ,2 ]
Palta, Manisha [1 ]
Zhang, You [3 ]
Sheng, Yang [1 ]
Zhang, Jiahan [1 ]
Wang, Chunhao [1 ]
机构
[1] Duke Univ, Med Ctr, Dept Radiat Oncol, 20 Duke Med Circle, Durham, NC 27710 USA
[2] Duke Univ, Med Phys Grad Program, Durham, NC 27710 USA
[3] Univ Texas Southwestern Med Ctr Dallas, Dept Radiat Oncol, Dallas, TX 75390 USA
关键词
SBRT; pancreas cancer; IMRT; VMAT; treatment planning; optimization; collimator settings; simulated annealing; CANCER; RADIOTHERAPY; IMRT; SBRT;
D O I
10.1177/1533033819870767
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: To optimize collimator setting to improve dosimetric quality of pancreas volumetric modulated arc therapy plan for stereotactic body radiation therapy. Materials and Methods: Fifty-five volumetric modulated arc therapy cases in stereotactic body radiation therapy of pancreas were retrospectively included in this study with internal review board approval. Different from the routine practice of initializing collimator settings with a template, the proposed algorithm simultaneously optimizes the collimator angles and jaw positions that are customized to the patient geometry. Specifically, this algorithm includes 2 key steps: (1) an iterative optimization algorithm via simulated annealing that generates a set of potential collimator settings from 39 cases with pancreas stereotactic body radiation therapy, and (2) a multi-leaf collimator modulation scoring system that makes the final decision of the optimal collimator settings (collimator angles and jaw positions) based on organs at risk sparing criteria. For validation, the other 16 cases with pancreas stereotactic body radiation therapy were analyzed. Two plans were generated for each validation case, with one plan optimized using the proposed algorithm (Plan(opt)) and the other plan with the template setting (Plan(conv)). Each plan was optimized with 2 full arcs and the same set of constraints for the same case. Dosimetric results were analyzed and compared, including target dose coverage, conformity, organs at risk maximum dose, and modulation complexity score. All results were tested by Wilcoxon signed rank tests, and the statistical significance level was set to .05. Results: Both plan groups had comparable target dose coverage and mean doses of all organs at risk. However, organs at risk (stomach, duodenum, large/small bowel) maximum dose sparing (D-0.1 cc and D-0.03 cc) was improved in Plan(opt) compared to Plan(conv). Plan(opt) also showed lower modulation complexity score, which suggests better capability of handling complex shape and sparing organs at risk . Conclusions: The proposed collimator settings optimization algorithm successfully improved dosimetric performance for dual-arc pancreas volumetric modulated arc therapy plans in stereotactic body radiation therapy of pancreas. This algorithm has the capability of immediate clinical application.
引用
收藏
页数:9
相关论文
共 34 条
[1]   Dosimetric effects of sectional adjustments of collimator angles on volumetric modulated arc therapy for irregularly-shaped targets [J].
Ahn, Beom Seok ;
Park, So-Yeon ;
Park, Jong Min ;
Choi, Chang Heon ;
Chun, Minsoo ;
Kim, Jung-in .
PLOS ONE, 2017, 12 (04)
[2]  
[Anonymous], WORLD C MED PHYS BIO
[3]  
[Anonymous], 2014, INT J CANC THER ONCO
[4]   Treatment planning for volumetric modulated arc therapy [J].
Bedford, James L. .
MEDICAL PHYSICS, 2009, 36 (11) :5128-5138
[5]   The Tumor Radiobiology of SRS and SBRT: Are More Than the 5 Rs Involved? [J].
Brown, J. Martin ;
Carlson, David J. ;
Brenner, David J. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2014, 88 (02) :254-262
[7]   Improving prediction of surgical resectability over current staging guidelines in patients with pancreatic cancer who receive stereotactic body radiation therapy [J].
Cheng, Zhi ;
Rosati, Lauren M. ;
Chen, Linda ;
Mian, Omar Y. ;
Cao, Yilin ;
Villafania, Marta ;
Nakatsugawa, Minoru ;
Moore, Joseph A. ;
Robertson, Scott P. ;
Jackson, Juan ;
Hacker-Prietz, Amy ;
He, Jin ;
Wolfgang, Christopher L. ;
Weiss, Matthew J. ;
Herman, Joseph M. ;
Narang, Amol K. ;
McNutt, Todd R. .
ADVANCES IN RADIATION ONCOLOGY, 2018, 3 (04) :601-610
[8]   Stereotactic Body Radiation Therapy for Locally Advanced and Borderline Resectable Pancreatic Cancer Is Effective and Well Tolerated [J].
Chuong, Michael D. ;
Springett, Gregory M. ;
Freilich, Jessica M. ;
Park, Catherine K. ;
Weber, Jill M. ;
Mellon, Eric A. ;
Hodul, Pamela J. ;
Malafa, Mokenge P. ;
Meredith, Kenneth L. ;
Hoffe, Sarah E. ;
Shridhar, Ravi .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2013, 86 (03) :516-522
[9]   Conformity index:: A review [J].
Feuvret, L ;
Noël, G ;
Mazeron, JJ ;
Bey, P .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2006, 64 (02) :333-342
[10]   Engaging the vascular component of the tumor response [J].
Fuks, Z ;
Kolesnick, R .
CANCER CELL, 2005, 8 (02) :89-91