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使用帕累托前沿比较法进行宫颈癌稳健调强质子治疗的射束配置选择

Beam configuration selection for robust intensity-modulated proton therapy in cervical cancer using Pareto front comparison.

作者信息

van de Schoot A J A J, Visser J, van Kesteren Z, Janssen T M, Rasch C R N, Bel A

机构信息

Department of Radiation Oncology, Academic Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands.

出版信息

Phys Med Biol. 2016 Feb 21;61(4):1780-94. doi: 10.1088/0031-9155/61/4/1780. Epub 2016 Feb 8.

Abstract

The Pareto front reflects the optimal trade-offs between conflicting objectives and can be used to quantify the effect of different beam configurations on plan robustness and dose-volume histogram parameters. Therefore, our aim was to develop and implement a method to automatically approach the Pareto front in robust intensity-modulated proton therapy (IMPT) planning. Additionally, clinically relevant Pareto fronts based on different beam configurations will be derived and compared to enable beam configuration selection in cervical cancer proton therapy. A method to iteratively approach the Pareto front by automatically generating robustly optimized IMPT plans was developed. To verify plan quality, IMPT plans were evaluated on robustness by simulating range and position errors and recalculating the dose. For five retrospectively selected cervical cancer patients, this method was applied for IMPT plans with three different beam configurations using two, three and four beams. 3D Pareto fronts were optimized on target coverage (CTV D(99%)) and OAR doses (rectum V30Gy; bladder V40Gy). Per patient, proportions of non-approved IMPT plans were determined and differences between patient-specific Pareto fronts were quantified in terms of CTV D(99%), rectum V(30Gy) and bladder V(40Gy) to perform beam configuration selection. Per patient and beam configuration, Pareto fronts were successfully sampled based on 200 IMPT plans of which on average 29% were non-approved plans. In all patients, IMPT plans based on the 2-beam set-up were completely dominated by plans with the 3-beam and 4-beam configuration. Compared to the 3-beam set-up, the 4-beam set-up increased the median CTV D(99%) on average by 0.2 Gy and decreased the median rectum V(30Gy) and median bladder V(40Gy) on average by 3.6% and 1.3%, respectively. This study demonstrates a method to automatically derive Pareto fronts in robust IMPT planning. For all patients, the defined four-beam configuration was found optimal in terms of plan robustness, target coverage and OAR sparing.

摘要

帕累托前沿反映了相互冲突目标之间的最优权衡,可用于量化不同射束配置对计划稳健性和剂量体积直方图参数的影响。因此,我们的目标是开发并实施一种方法,以便在稳健的调强质子治疗(IMPT)计划中自动逼近帕累托前沿。此外,将推导并比较基于不同射束配置的临床相关帕累托前沿,以实现宫颈癌质子治疗中的射束配置选择。开发了一种通过自动生成稳健优化的IMPT计划来迭代逼近帕累托前沿的方法。为了验证计划质量,通过模拟射程和位置误差并重新计算剂量,对IMPT计划的稳健性进行了评估。对于五例回顾性选择的宫颈癌患者,该方法应用于使用两束、三束和四束射束的三种不同射束配置的IMPT计划。在靶区覆盖(CTV D(99%))和危及器官剂量(直肠V30Gy;膀胱V40Gy)方面对三维帕累托前沿进行了优化。针对每位患者,确定未批准的IMPT计划的比例,并根据CTV D(99%)、直肠V(30Gy)和膀胱V(40Gy)对患者特异性帕累托前沿之间的差异进行量化,以进行射束配置选择。针对每位患者和射束配置,基于200个IMPT计划成功采样了帕累托前沿,其中平均29%为未批准计划。在所有患者中,基于两束射束设置的IMPT计划完全被三束和四束射束配置的计划所主导。与三束射束设置相比,四束射束设置使平均CTV D(99%)中位数增加了0.2 Gy,使直肠V(30Gy)中位数和膀胱V(40Gy)中位数分别平均降低了3.6%和1.3%。本研究展示了一种在稳健的IMPT计划中自动推导帕累托前沿的方法。对于所有患者,就计划稳健性、靶区覆盖和危及器官保护而言,确定的四束射束配置是最优的。

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