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iCycle:用于生成共面和非共面调强计划的集成、多准则射束角度和剂量分布优化。

iCycle: Integrated, multicriterial beam angle, and profile optimization for generation of coplanar and noncoplanar IMRT plans.

机构信息

Department of Radiation Oncology, Erasmus MC Rotterdam, Groene Hilledijk 301, 3075 EA Rotterdam, The Netherlands.

出版信息

Med Phys. 2012 Feb;39(2):951-63. doi: 10.1118/1.3676689.

Abstract

PURPOSE

To introduce iCycle, a novel algorithm for integrated, multicriterial optimization of beam angles, and intensity modulated radiotherapy (IMRT) profiles.

METHODS

A multicriterial plan optimization with iCycle is based on a prescription called wish-list, containing hard constraints and objectives with ascribed priorities. Priorities are ordinal parameters used for relative importance ranking of the objectives. The higher an objective priority is, the higher the probability that the corresponding objective will be met. Beam directions are selected from an input set of candidate directions. Input sets can be restricted, e.g., to allow only generation of coplanar plans, or to avoid collisions between patient/couch and the gantry in a noncoplanar setup. Obtaining clinically feasible calculation times was an important design criterium for development of iCycle. This could be realized by sequentially adding beams to the treatment plan in an iterative procedure. Each iteration loop starts with selection of the optimal direction to be added. Then, a Pareto-optimal IMRT plan is generated for the (fixed) beam setup that includes all so far selected directions, using a previously published algorithm for multicriterial optimization of fluence profiles for a fixed beam arrangement Breedveld et al. [Phys. Med. Biol. 54, 7199-7209 (2009)]. To select the next direction, each not yet selected candidate direction is temporarily added to the plan and an optimization problem, derived from the Lagrangian obtained from the just performed optimization for establishing the Pareto-optimal plan, is solved. For each patient, a single one-beam, two-beam, three-beam, etc. Pareto-optimal plan is generated until addition of beams does no longer result in significant plan quality improvement. Plan generation with iCycle is fully automated.

RESULTS

Performance and characteristics of iCycle are demonstrated by generating plans for a maxillary sinus case, a cervical cancer patient, and a liver patient treated with SBRT. Plans generated with beam angle optimization did better meet the clinical goals than equiangular or manually selected configurations. For the maxillary sinus and liver cases, significant improvements for noncoplanar setups were seen. The cervix case showed that also in IMRT with coplanar setups, beam angle optimization with iCycle may improve plan quality. Computation times for coplanar plans were around 1-2 h and for noncoplanar plans 4-7 h, depending on the number of beams and the complexity of the site.

CONCLUSIONS

Integrated beam angle and profile optimization with iCycle may result in significant improvements in treatment plan quality. Due to automation, the plan generation workload is minimal. Clinical application has started.

摘要

目的

介绍一种新的算法 iCycle,用于综合多标准优化射束角度和调强放疗(IMRT)分布。

方法

iCycle 的多标准计划优化基于称为“wish-list”的处方,其中包含硬约束和优先级目标。优先级是用于对目标进行相对重要性排序的序数参数。目标的优先级越高,满足相应目标的可能性就越大。射束方向从候选方向的输入集中选择。输入集可以限制,例如,只允许生成共面计划,或者在非共面设置中避免患者/床和龙门架之间的碰撞。获得临床可行的计算时间是开发 iCycle 的一个重要设计标准。这可以通过在迭代过程中顺序向治疗计划中添加射束来实现。每次迭代循环从添加到治疗计划中的最佳方向开始选择。然后,使用先前发表的用于固定射束排列的剂量分布多标准优化算法,为包括迄今为止选择的所有方向的固定射束设置生成 Pareto 最优的 IMRT 计划 Breedveld 等人。[物理医学与生物学 54,7199-7209(2009)]。为了选择下一个方向,暂时将每个未选择的候选方向添加到计划中,并解决从刚刚执行的优化中获得的拉格朗日导出的优化问题,用于建立 Pareto 最优计划。对于每个患者,都会生成单个单束、双束、三束等 Pareto 最优计划,直到添加射束不再导致计划质量显著提高。iCycle 的计划生成是完全自动化的。

结果

通过为上颌窦病例、宫颈癌患者和接受 SBRT 治疗的肝脏患者生成计划,展示了 iCycle 的性能和特点。与等角或手动选择的配置相比,使用射束角度优化生成的计划更好地满足了临床目标。对于上颌窦和肝脏病例,观察到非共面设置有显著改善。宫颈癌病例表明,在共面设置的 IMRT 中,iCycle 的射束角度优化也可以提高计划质量。共面计划的计算时间约为 1-2 小时,非共面计划的计算时间为 4-7 小时,具体取决于射束数量和部位的复杂性。

结论

iCycle 的综合射束角度和分布优化可能会显著提高治疗计划质量。由于自动化,计划生成工作量最小。临床应用已经开始。

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