Literature DB >> 22320818

Robust optimization of intensity modulated proton therapy.

Wei Liu1, Xiaodong Zhang, Yupeng Li, Radhe Mohan.   

Abstract

PURPOSE: Intensity modulated proton therapy (IMPT) is highly sensitive to range uncertainties and uncertainties caused by setup variation. The conventional inverse treatment planning of IMPT optimized based on the planning target volume (PTV) is not often sufficient to ensure robustness of treatment plans. In this paper, a method that takes the uncertainties into account during plan optimization is used to mitigate the influence of uncertainties in IMPT.
METHODS: The authors use the so-called "worst-case robust optimization" to render IMPT plans robust in the face of uncertainties. For each iteration, nine different dose distributions are computed-one each for ± setup uncertainties along anteroposterior (A-P), lateral (R-L) and superior-inferior (S-I) directions, for ± range uncertainty, and the nominal dose distribution. The worst-case dose distribution is obtained by assigning the lowest dose among the nine doses to each voxel in the clinical target volume (CTV) and the highest dose to each voxel outside the CTV. Conceptually, the use of worst-case dose distribution is similar to the dose distribution achieved based on the use of PTV in traditional planning. The objective function value for a given iteration is computed using this worst-case dose distribution. The objective function used has been extended to further constrain the target dose inhomogeneity.
RESULTS: The worst-case robust optimization method is applied to a lung case, a skull base case, and a prostate case. Compared with IMPT plans optimized using conventional methods based on the PTV, our method yields plans that are considerably less sensitive to range and setup uncertainties. An interesting finding of the work presented here is that, in addition to reducing sensitivity to uncertainties, robust optimization also leads to improved optimality of treatment plans compared to the PTV-based optimization. This is reflected in reduction in plan scores and in the lower normal tissue doses for the same coverage of the target volume when subjected to uncertainties.
CONCLUSIONS: The authors find that the worst-case robust optimization provides robust target coverage without sacrificing, and possibly even improving, the sparing of normal tissues. Our results demonstrate the importance of robust optimization. The authors assert that all IMPT plans should be robustly optimized.

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Year:  2012        PMID: 22320818      PMCID: PMC3281975          DOI: 10.1118/1.3679340

Source DB:  PubMed          Journal:  Med Phys        ISSN: 0094-2405            Impact factor:   4.071


  20 in total

1.  Intensity modulated proton therapy and its sensitivity to treatment uncertainties 1: the potential effects of calculational uncertainties.

Authors:  A J Lomax
Journal:  Phys Med Biol       Date:  2008-01-29       Impact factor: 3.609

2.  Intensity modulated proton therapy and its sensitivity to treatment uncertainties 2: the potential effects of inter-fraction and inter-field motions.

Authors:  A J Lomax
Journal:  Phys Med Biol       Date:  2008-01-29       Impact factor: 3.609

3.  Reducing the sensitivity of IMPT treatment plans to setup errors and range uncertainties via probabilistic treatment planning.

Authors:  Jan Unkelbach; Thomas Bortfeld; Benjamin C Martin; Martin Soukup
Journal:  Med Phys       Date:  2009-01       Impact factor: 4.071

4.  Worst case optimization: a method to account for uncertainties in the optimization of intensity modulated proton therapy.

Authors:  D Pflugfelder; J J Wilkens; U Oelfke
Journal:  Phys Med Biol       Date:  2008-02-29       Impact factor: 3.609

5.  Is it necessary to plan with safety margins for actively scanned proton therapy?

Authors:  F Albertini; E B Hug; A J Lomax
Journal:  Phys Med Biol       Date:  2011-06-27       Impact factor: 3.609

6.  Minimax optimization for handling range and setup uncertainties in proton therapy.

Authors:  Albin Fredriksson; Anders Forsgren; Björn Hårdemark
Journal:  Med Phys       Date:  2011-03       Impact factor: 4.071

7.  An efficient dose calculation strategy for intensity modulated proton therapy.

Authors:  Yupeng Li; Xiaodong Zhang; Radhe Mohan
Journal:  Phys Med Biol       Date:  2011-01-25       Impact factor: 3.609

8.  Proton stereotactic body radiation therapy for clinically challenging cases of centrally and superiorly located stage I non-small-cell lung cancer.

Authors:  Steven P Register; Xiaodong Zhang; Radhe Mohan; Joe Y Chang
Journal:  Int J Radiat Oncol Biol Phys       Date:  2010-07-07       Impact factor: 7.038

9.  Intensity-modulated proton therapy reduces the dose to normal tissue compared with intensity-modulated radiation therapy or passive scattering proton therapy and enables individualized radical radiotherapy for extensive stage IIIB non-small-cell lung cancer: a virtual clinical study.

Authors:  Xiaodong Zhang; Yupeng Li; Xiaoning Pan; Li Xiaoqiang; Radhe Mohan; Ritsuko Komaki; James D Cox; Joe Y Chang
Journal:  Int J Radiat Oncol Biol Phys       Date:  2009-08-05       Impact factor: 7.038

10.  Spot scanning proton beam therapy for prostate cancer: treatment planning technique and analysis of consequences of rotational and translational alignment errors.

Authors:  Jeff Meyer; Jaques Bluett; Richard Amos; Larry Levy; Seungtaek Choi; Quynh-Nhu Nguyen; X Ron Zhu; Michael Gillin; Andrew Lee
Journal:  Int J Radiat Oncol Biol Phys       Date:  2010-01-25       Impact factor: 7.038

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  92 in total

1.  Influence of robust optimization in intensity-modulated proton therapy with different dose delivery techniques.

Authors:  Wei Liu; Yupeng Li; Xiaoqiang Li; Wenhua Cao; Xiaodong Zhang
Journal:  Med Phys       Date:  2012-06       Impact factor: 4.071

Review 2.  Robust Proton Treatment Planning: Physical and Biological Optimization.

Authors:  Jan Unkelbach; Harald Paganetti
Journal:  Semin Radiat Oncol       Date:  2018-04       Impact factor: 5.934

3.  Evaluating optimal therapy robustness by virtual expansion of a sample population, with a case study in cancer immunotherapy.

Authors:  Syndi Barish; Michael F Ochs; Eduardo D Sontag; Jana L Gevertz
Journal:  Proc Natl Acad Sci U S A       Date:  2017-07-17       Impact factor: 11.205

4.  Robust optimization for intensity-modulated proton therapy with soft spot sensitivity regularization.

Authors:  Wenbo Gu; Dan Ruan; Daniel O'Connor; Wei Zou; Lei Dong; Min-Yu Tsai; Xun Jia; Ke Sheng
Journal:  Med Phys       Date:  2019-01-21       Impact factor: 4.071

5.  Robust treatment planning with conditional value at risk chance constraints in intensity-modulated proton therapy.

Authors:  Yu An; Jianming Liang; Steven E Schild; Martin Bues; Wei Liu
Journal:  Med Phys       Date:  2017-01-03       Impact factor: 4.071

Review 6.  Robustness Analysis for External Beam Radiation Therapy Treatment Plans: Describing Uncertainty Scenarios and Reporting Their Dosimetric Consequences.

Authors:  Adam D Yock; Radhe Mohan; Stella Flampouri; Walter Bosch; Paige A Taylor; David Gladstone; Siyong Kim; Jason Sohn; Robert Wallace; Ying Xiao; Jeff Buchsbaum
Journal:  Pract Radiat Oncol       Date:  2018-12-15

7.  Clinical implementation of intensity modulated proton therapy for thoracic malignancies.

Authors:  Joe Y Chang; Heng Li; X Ronald Zhu; Zhongxing Liao; Lina Zhao; Amy Liu; Yupeng Li; Narayan Sahoo; Falk Poenisch; Daniel R Gomez; Richard Wu; Michael Gillin; Xiaodong Zhang
Journal:  Int J Radiat Oncol Biol Phys       Date:  2014-09-24       Impact factor: 7.038

8.  PTV-based IMPT optimization incorporating planning risk volumes vs robust optimization.

Authors:  Wei Liu; Steven J Frank; Xiaoqiang Li; Yupeng Li; Ron X Zhu; Radhe Mohan
Journal:  Med Phys       Date:  2013-02       Impact factor: 4.071

9.  Integrated beam orientation and scanning-spot optimization in intensity-modulated proton therapy for brain and unilateral head and neck tumors.

Authors:  Wenbo Gu; Daniel O'Connor; Dan Nguyen; Victoria Y Yu; Dan Ruan; Lei Dong; Ke Sheng
Journal:  Med Phys       Date:  2018-03-01       Impact factor: 4.071

10.  Impact of Spot Size and Spacing on the Quality of Robustly Optimized Intensity Modulated Proton Therapy Plans for Lung Cancer.

Authors:  Chenbin Liu; Steven E Schild; Joe Y Chang; Zhongxing Liao; Shawn Korte; Jiajian Shen; Xiaoning Ding; Yanle Hu; Yixiu Kang; Sameer R Keole; Terence T Sio; William W Wong; Narayan Sahoo; Martin Bues; Wei Liu
Journal:  Int J Radiat Oncol Biol Phys       Date:  2018-02-14       Impact factor: 7.038

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