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Beam angle optimization for intensity-modulated radiation therapy using a guided pattern search method

机译:使用引导模式搜索方法对强度调制放射治疗进行光束角度优化

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摘要

Generally, the inverse planning of radiation therapy consists mainly of the fluence optimization. The beam angle optimization (BAO) in intensity-modulated radiation therapy (IMRT) consists of selecting appropriate radiation incidence directions and may influence the quality of the IMRT plans, both to enhance better organ sparing and to improve tumor coverage. However, in clinical practice, most of the time, beam directions continue to be manually selected by the treatment planner without objective and rigorous criteria. The goal of this paper is to introduce a novel approach that uses beam's-eye-view dose ray tracing metrics within a pattern search method framework in the optimization of the highly non-convex BAO problem. Pattern search methods are derivative-free optimization methods that require a few function evaluations to progress and converge and have the ability to better avoid local entrapment. The pattern search method framework is composed of a search step and a poll step at each iteration. The poll step performs a local search in a mesh neighborhood and ensures the convergence to a local minimizer or stationary point. The search step provides the flexibility for a global search since it allows searches away from the neighborhood of the current iterate. Beam's-eye-view dose metrics assign a score to each radiation beam direction and can be used within the pattern search framework furnishing a priori knowledge of the problem so that directions with larger dosimetric scores are tested first. A set of clinical cases of head-and-neck tumors treated at the Portuguese Institute of Oncology of Coimbra is used to discuss the potential of this approach in the optimization of the BAO problem.
机译:通常,放射治疗的逆向计划主要包括注量优化。强度调制放射疗法(IMRT)中的束角优化(BAO)包括选择适当的放射线入射方向,并且可能会影响IMRT计划的质量,以增强更好的器官保留和改善肿瘤覆盖率。但是,在临床实践中,大多数时候,治疗计划者会继续在没有客观和严格标准的情况下手动选择射线方向。本文的目的是介绍一种新颖的方法,该方法在高度不凸的BAO问题的优化中使用模式搜索方法框架内的光束视角剂量射线跟踪度量。模式搜索方法是无导数优化方法,需要一些功能评估才能进行和收敛,并且能够更好地避免局部陷井。模式搜索方法框架由每次迭代时的搜索步骤和轮询步骤组成。轮询步骤在网格邻域中执行局部搜索,并确保收敛到局部极小值或固定点。搜索步骤为全局搜索提供了灵活性,因为它允许搜索远离当前迭代对象的邻域。射束的视线剂量度量为每个辐射射束方向分配一个分数,并且可以在模式搜索框架中使用,从而提供对该问题的先验知识,以便首先测试具有较大剂量分数的方向。使用葡萄牙科英布拉肿瘤研究所治疗​​的一组头颈肿瘤临床病例来讨论这种方法在优化BAO问题中的潜力。

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