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Reduction of IMRT beam complexity through the use of beam modulation penalties in the objective function.

机译:通过在目标函数中使用波束调制惩罚来降低IMRT波束的复杂性。

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Inverse planned intensity modulated radiation therapy (IMRT) has become commonplace in treatment centers across the world. Due to the implications of beam complexity on treatment planning, delivery, and quality assurance, several methods have been proposed to reduce the complexity. These methods include beamlet intensity restrictions, smoothing procedures, and direct aperture optimization. Many of these methods typically sacrifice target coverage and/or normal tissue sparing in return for increased beam smoothness and delivery efficiency. In the present work, we penalize beam modulation in the inverse planning cost function to reduce beam complexity and increase delivery efficiency, while maintaining dosimetric quality. Three modulation penalties were tested: two that penalized deviation from Savitzky-Golay filtered versions of the optimized beams, and one that penalized the plan intensity map variation (a measure of overall beam modulation). The modulation penalties were applied at varying weights in a weighted sum objective (or cost) function to investigate their ability to reduce beam complexity while preserving IMRT plan quality. The behavior of the penalties was characterized on a CT phantom, and then clinical optimization comparisons were performed in the brain, prostate, and headeck. Comparisons were made between (i) plans with a baseline cost function (ii) plans with a baseline cost function employing maximum beamlet intensity limits, and (iii) plans with each of the modulation penalties added to the baseline cost function. Plan analysis was based upon dose-volume histograms, relevant dose metrics, beam modulation, and monitor units required for step and shoot delivery. Each of the techniques yielded improvements over a baseline cost function in terms of MU reduction. In most cases, this was achieved with minimal change to the plan DVHs and metrics. In all cases, an acceptable plan was reached with each of the methods while reducing MU substantially. Each individual method has merit as a tool forreducing IMRT beam complexity and could be easily applied in the clinic to improve overall inverse plan quality. However, the penalty based upon the plan intensity map variation consistently produced the most delivery-efficient plans with the fewest computations.
机译:反向计划强度调制放射治疗(IMRT)在世界各地的治疗中心中已变得司空见惯。由于束的复杂性对治疗计划,交付和质量保证的影响,已经提出了几种降低复杂性的方法。这些方法包括子束强度限制,平滑过程和直接孔径优化。这些方法中的许多通常会牺牲目标物的覆盖范围和/或保留正常的组织,以换取增加的光束平滑度和传输效率。在目前的工作中,我们在逆向计划成本函数中对光束调制进行了惩罚,以降低光束复杂度并提高传送效率,同时保持剂量质量。测试了三种调制惩罚:两种惩罚惩罚了优化光束的Savitzky-Golay滤波版本,另一种惩罚了计划强度图变化(衡量总体波束调制)。在加权总和目标(或成本)函数中以不同的权重应用调制惩罚,以研究其在保持IMRT计划质量的同时降低波束复杂性的能力。在CT体模上对处罚行为进行了表征,然后在大脑,前列腺和头/颈部进行了临床优化比较。比较了(i)具有基线成本函数的计划(ii)具有采用最大子束强度限制的基线成本函数的计划,以及(iii)在基线成本函数中添加了每种调制惩罚的计划。计划分析基于剂量-体积直方图,相关的剂量指标,射束调制以及分步和射出所需的监控单元。就减少MU而言,每种技术都比基线成本函数产生了改进。在大多数情况下,这是通过对计划DVH和指标进行最小更改来实现的。在所有情况下,每种方法均达到可接受的计划,同时大幅降低了MU。每种方法都有其优点,可以降低IMRT光束的复杂性,并且可以很容易地在临床中应用以提高总体逆计划质量。但是,基于计划强度图变化的罚金始终以最少的计算就产生了交付效率最高的计划。

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