[Constraint priority list-based multi-objective optimization for intensity-modulated radiation therapy].

Nan Fang Yi Ke Da Xue Xue Bao

Department of Biomedical Engineering, Southern Medical University, Guangzhou 510515, China. E-mail:

Published: June 2018

AI Article Synopsis

  • IMRT can be time-intensive due to the manual adjustments needed for balancing dose delivery to the target and protecting nearby organs, making an automated optimization method desirable.
  • The proposed method automatically adjusts dose constraints based on clinical preferences to generate optimal solutions and incorporates a voxel weighting factor-based model for improved results.
  • Tests on cervical cancer cases showed that the automated method produced plans with the same target coverage but significantly reduced radiation exposure to the rectum and bladder compared to traditional methods.

Article Abstract

In intensity-modulated radiation therapy (IMRT), it is time-consuming to repeatedly adjust the objectives manually to obtain the best tradeoff between the prescribed dose of the planning target volume and sparing the organs-at-risk. Here we propose a new method to realize automatic multi-objective IMRT optimization, which quantifies the clinical preferences into the constraint priority list and adjusts the dose constraints based on the list to obtain the optimal solutions under the dose constraints. This method contains automatic adjustment mechanism of the dose constraint and automatic voxel weighting factor-based FMO model. Every time the dose constraint is adjusted, the voxel weighting factor-based FMO model is launched to find a global optimal solution that satisfied the current constraints. We tested the feasibility and effectiveness of this method in 6 cases of cervical cancer with IMRT by comparing the original plan and the automatic optimization plan generated by this method. The results showed that with the same PTV coverage and uniformity, the automatic optimization plan had a better a dose sparing of the organs-at-risk and a better plan quality than the original plan, and resulted in obvious reductions of the average V45 of the rectum from (41.99∓13.31)% to (32.55∓22.27)% and of the bladder from (44.37∓4.08)% to (28.99∓15.25)%.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6765717PMC
http://dx.doi.org/10.3969/j.issn.1673-4254.2018.06.08DOI Listing

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