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

Publication ,  Journal Article
Li, X; Wu, J; Palta, M; Zhang, Y; Sheng, Y; Zhang, J; Wang, C
Published in: Technol Cancer Res Treat
January 1, 2019

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 (Planopt) and the other plan with the template setting (Planconv). 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 (D0.1 cc and D0.03 cc) was improved in Planopt compared to Planconv. Planopt 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.

Duke Scholars

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Published In

Technol Cancer Res Treat

DOI

EISSN

1533-0338

Publication Date

January 1, 2019

Volume

18

Start / End Page

1533033819870767

Location

United States

Related Subject Headings

  • Retrospective Studies
  • Radiotherapy, Intensity-Modulated
  • Radiotherapy Planning, Computer-Assisted
  • Radiotherapy Dosage
  • Radiosurgery
  • Pancreatic Neoplasms
  • Organs at Risk
  • Oncology & Carcinogenesis
  • Humans
  • Algorithms
 

Citation

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Li, X., Wu, J., Palta, M., Zhang, Y., Sheng, Y., Zhang, J., & Wang, C. (2019). A Collimator Setting Optimization Algorithm for Dual-Arc Volumetric Modulated Arc Therapy in Pancreas Stereotactic Body Radiation Therapy. Technol Cancer Res Treat, 18, 1533033819870767. https://doi.org/10.1177/1533033819870767
Li, Xinyi, Jackie Wu, Manisha Palta, You Zhang, Yang Sheng, Jiahan Zhang, and Chunhao Wang. “A Collimator Setting Optimization Algorithm for Dual-Arc Volumetric Modulated Arc Therapy in Pancreas Stereotactic Body Radiation Therapy.Technol Cancer Res Treat 18 (January 1, 2019): 1533033819870767. https://doi.org/10.1177/1533033819870767.
Li X, Wu J, Palta M, Zhang Y, Sheng Y, Zhang J, et al. A Collimator Setting Optimization Algorithm for Dual-Arc Volumetric Modulated Arc Therapy in Pancreas Stereotactic Body Radiation Therapy. Technol Cancer Res Treat. 2019 Jan 1;18:1533033819870767.
Li, Xinyi, et al. “A Collimator Setting Optimization Algorithm for Dual-Arc Volumetric Modulated Arc Therapy in Pancreas Stereotactic Body Radiation Therapy.Technol Cancer Res Treat, vol. 18, Jan. 2019, p. 1533033819870767. Pubmed, doi:10.1177/1533033819870767.
Li X, Wu J, Palta M, Zhang Y, Sheng Y, Zhang J, Wang C. A Collimator Setting Optimization Algorithm for Dual-Arc Volumetric Modulated Arc Therapy in Pancreas Stereotactic Body Radiation Therapy. Technol Cancer Res Treat. 2019 Jan 1;18:1533033819870767.
Journal cover image

Published In

Technol Cancer Res Treat

DOI

EISSN

1533-0338

Publication Date

January 1, 2019

Volume

18

Start / End Page

1533033819870767

Location

United States

Related Subject Headings

  • Retrospective Studies
  • Radiotherapy, Intensity-Modulated
  • Radiotherapy Planning, Computer-Assisted
  • Radiotherapy Dosage
  • Radiosurgery
  • Pancreatic Neoplasms
  • Organs at Risk
  • Oncology & Carcinogenesis
  • Humans
  • Algorithms