Literature DB >> 23442553

A moment-based approach for DVH-guided radiotherapy treatment plan optimization.

M Zarepisheh1, M Shakourifar, G Trigila, P S Ghomi, S Couzens, A Abebe, L Noreña, W Shang, Steve B Jiang, Y Zinchenko.   

Abstract

The dose-volume histogram (DVH) is a clinically relevant criterion to evaluate the quality of a treatment plan. It is hence desirable to incorporate DVH constraints into treatment plan optimization for intensity modulated radiation therapy. Yet, the direct inclusion of the DVH constraints into a treatment plan optimization model typically leads to great computational difficulties due to the non-convex nature of these constraints. To overcome this critical limitation, we propose a new convex-moment-based optimization approach. Our main idea is to replace the non-convex DVH constraints by a set of convex moment constraints. In turn, the proposed approach is able to generate a Pareto-optimal plan whose DVHs are close to, or if possible even outperform, the desired DVHs. In particular, our experiment on a prostate cancer patient case demonstrates the effectiveness of this approach by employing two and three moment formulations to approximate the desired DVHs.

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Year:  2013        PMID: 23442553     DOI: 10.1088/0031-9155/58/6/1869

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   3.609


  4 in total

1.  Domain knowledge driven 3D dose prediction using moment-based loss function.

Authors:  Gourav Jhanwar; Navdeep Dahiya; Parmida Ghahremani; Masoud Zarepisheh; Saad Nadeem
Journal:  Phys Med Biol       Date:  2022-09-14       Impact factor: 4.174

2.  Isodose feature-preserving voxelization (IFPV) for radiation therapy treatment planning.

Authors:  Hongcheng Liu; Lei Xing
Journal:  Med Phys       Date:  2018-06-01       Impact factor: 4.071

3.  Direct aperture optimization using an inverse form of back-projection.

Authors:  Xiaofeng Zhu; Timothy Cullip; Gregg Tracton; Xiaoli Tang; Jun Lian; John Dooley; Sha X Chang
Journal:  J Appl Clin Med Phys       Date:  2014-03-06       Impact factor: 2.102

4.  Hybrid optimization based on non-coplanar needles for brachytherapy dose planning.

Authors:  Xiaodong Ma; Zhiyong Yang; Shan Jiang; Guobin Zhang; Bin Huo; Shude Chai
Journal:  J Contemp Brachytherapy       Date:  2019-06-28
  4 in total

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