Literature DB >> 17374915

Lexicographic ordering: intuitive multicriteria optimization for IMRT.

Kyung-Wook Jee1, Daniel L McShan, Benedick A Fraass.   

Abstract

Optimization problems in IMRT inverse planning are inherently multicriterial since they involve multiple planning goals for targets and their neighbouring critical tissue structures. Clinical decisions are generally required, based on tradeoffs among these goals. Since the tradeoffs cannot be quantitatively determined prior to optimization, the decision-making process is usually indirect and iterative, requiring many repetitive optimizations. This situation becomes even more challenging for cases with a large number of planning goals. To address this challenge, a multicriteria optimization strategy called lexicographic ordering (LO) has been implemented and evaluated for IMRT planning. The LO approach is a hierarchical method in which the planning goals are categorized into different priority levels and a sequence of sub-optimization problems is solved in order of priority. This prioritization concept is demonstrated using two clinical cases (a simple prostate case and a relatively complex head and neck case). In addition, a unique feature of LO in a decision support role is discussed. We demonstrate that a comprehensive list of planning goals (e.g., approximately 23 for the head and neck case) can be optimized using only a few priority levels. Tradeoffs between different levels have been successfully prohibited using the LO method, making the large size problem representations simpler and more manageable. Optimization time needed for each level was practical, ranging from approximately 26 s to approximately 217 s. Using prioritization, the LO approach mimics the mental process often used by physicians as they make decisions handling the various conflicting planning goals. This method produces encouraging results for difficult IMRT planning cases in a highly intuitive manner.

Mesh:

Year:  2007        PMID: 17374915     DOI: 10.1088/0031-9155/52/7/006

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


  25 in total

1.  The use of a multiobjective evolutionary algorithm to increase flexibility in the search for better IMRT plans.

Authors:  Clay Holdsworth; Minsun Kim; Jay Liao; Mark Phillips
Journal:  Med Phys       Date:  2012-04       Impact factor: 4.071

2.  Sensitivity analysis for lexicographic ordering in radiation therapy treatment planning.

Authors:  T Long; M Matuszak; M Feng; B A Fraass; R K Ten Haken; H E Romeijn
Journal:  Med Phys       Date:  2012-06       Impact factor: 4.071

3.  A novel reduced-order prioritized optimization method for radiation therapy treatment planning.

Authors:  Georgios Kalantzis; Aditya Apte
Journal:  IEEE Trans Biomed Eng       Date:  2014-04       Impact factor: 4.538

4.  Adaptive diffusion smoothing: a diffusion-based method to reduce IMRT field complexity.

Authors:  Martha M Matuszak; Edward W Larsen; Kyung-Wook Jee; Daniel L McShan; Benedick A Fraass
Journal:  Med Phys       Date:  2008-04       Impact factor: 4.071

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

Authors:  Yan-Hua Mai; Fan-Tu Kong; Yi-Wei Yang; Yong-Bao Li; Ting Song; Ling-Hong Zhou
Journal:  Nan Fang Yi Ke Da Xue Xue Bao       Date:  2018-06-20

Review 6.  Automation in intensity modulated radiotherapy treatment planning-a review of recent innovations.

Authors:  Mohammad Hussein; Ben J M Heijmen; Dirk Verellen; Andrew Nisbet
Journal:  Br J Radiol       Date:  2018-09-04       Impact factor: 3.039

7.  Automated intensity modulated treatment planning: The expedited constrained hierarchical optimization (ECHO) system.

Authors:  Masoud Zarepisheh; Linda Hong; Ying Zhou; Jung Hun Oh; James G Mechalakos; Margie A Hunt; Gig S Mageras; Joseph O Deasy
Journal:  Med Phys       Date:  2019-05-29       Impact factor: 4.071

8.  Multicriteria optimization in intensity-modulated radiation therapy treatment planning for locally advanced cancer of the pancreatic head.

Authors:  Theodore S Hong; David L Craft; Fredrik Carlsson; Thomas R Bortfeld
Journal:  Int J Radiat Oncol Biol Phys       Date:  2008-11-15       Impact factor: 7.038

9.  Deliverable navigation for multicriteria step and shoot IMRT treatment planning.

Authors:  David Craft; Christian Richter
Journal:  Phys Med Biol       Date:  2012-12-06       Impact factor: 3.609

10.  A column-generation-based method for multi-criteria direct aperture optimization.

Authors:  Ehsan Salari; Jan Unkelbach
Journal:  Phys Med Biol       Date:  2013-01-14       Impact factor: 3.609

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.