Literature DB >> 11512617

A multiobjective gradient-based dose optimization algorithm for external beam conformal radiotherapy.

C Cotrutz1, M Lahanas, C Kappas, D Baltas.   

Abstract

A multiobjective gradient-based algorithm has been developed for the purpose of dose distribution optimization in external beam conformal radiotherapy. This algorithm is based on the concept of gathering the values of all objectives into a single value. The weighting factors of the composite objective values are varied in different steps, allowing the reconstruction of the trade-off surfaces (three or more objectives) or curves (two objectives) which define the boundary between the feasible and non-feasible domain regions. The analysis of these curves allows the decision-maker to select the solution that best fits the clinical goals. In contrast to all the other algorithms, our method provides not a single solution but a sample of solutions representing all possible clinical importance factors (weights) for the objectives used. The application of this algorithm to two test cases shows that a correct selection for the importance factors to multiply the individual objectives in the global objective value is not trivial and that the location and shape of the boundary region between the feasible and non-feasible solution regions are case dependent. Provided that the individual objective functions are analytically differentiable and that the number of objectives is the range of two to three, the computation times are acceptable for clinical use. Furthermore, the optimization for a unique combination of importance factors within the aggregate objective function is performed in less than 1 min.

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Year:  2001        PMID: 11512617     DOI: 10.1088/0031-9155/46/8/309

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


  13 in total

1.  Toward truly optimal IMRT dose distribution: inverse planning with voxel-specific penalty.

Authors:  Pavel Lougovski; Jordan LeNoach; Lei Zhu; Yunzhi Ma; Yair Censor; Lei Xing
Journal:  Technol Cancer Res Treat       Date:  2010-12

Review 2.  Treatment planning optimisation in proton therapy.

Authors:  S E McGowan; N G Burnet; A J Lomax
Journal:  Br J Radiol       Date:  2013-01       Impact factor: 3.039

3.  Comparative analysis of Pareto surfaces in multi-criteria IMRT planning.

Authors:  K Teichert; P Süss; J I Serna; M Monz; K H Küfer; C Thieke
Journal:  Phys Med Biol       Date:  2011-05-25       Impact factor: 3.609

4.  The minimum knowledge base for predicting organ-at-risk dose-volume levels and plan-related complications in IMRT planning.

Authors:  Hao H Zhang; Robert R Meyer; Leyuan Shi; Warren D D'Souza
Journal:  Phys Med Biol       Date:  2010-03-12       Impact factor: 3.609

5.  Intensity-Modulated Radiation Therapy Optimization for Acceptable and Remaining-One Unacceptable Dose-Volume and Mean-Dose Constraint Planning.

Authors:  Ryosei Nakada; Omar M Abou Al-Ola; Tetsuya Yoshinaga
Journal:  Comput Math Methods Med       Date:  2020-09-03       Impact factor: 2.238

6.  A two-stage sequential linear programming approach to IMRT dose optimization.

Authors:  Hao H Zhang; Robert R Meyer; Jianzhou Wu; Shahid A Naqvi; Leyuan Shi; Warren D D'Souza
Journal:  Phys Med Biol       Date:  2010-01-14       Impact factor: 3.609

7.  Optimal partial-arcs in VMAT treatment planning.

Authors:  Jeremiah Wala; Ehsan Salari; Wei Chen; David Craft
Journal:  Phys Med Biol       Date:  2012-09-05       Impact factor: 3.609

8.  Evaluation of the optimal combinations of modulation factor and pitch for Helical TomoTherapy plans made with TomoEdge using Pareto optimal fronts.

Authors:  Geert De Kerf; Dirk Van Gestel; Lobke Mommaerts; Danielle Van den Weyngaert; Dirk Verellen
Journal:  Radiat Oncol       Date:  2015-09-17       Impact factor: 3.481

9.  Prior-knowledge treatment planning for volumetric arc therapy using feature-based database mining.

Authors:  Eduard Schreibmann; Tim Fox
Journal:  J Appl Clin Med Phys       Date:  2014-03-06       Impact factor: 2.102

10.  Multicriteria plan optimization in the hands of physicians: a pilot study in prostate cancer and brain tumors.

Authors:  Birgit S Müller; Helen A Shih; Jason A Efstathiou; Thomas Bortfeld; David Craft
Journal:  Radiat Oncol       Date:  2017-11-06       Impact factor: 3.481

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