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Explicit optimization of plan quality measures in intensity-modulated radiation therapy treatment planning

机译:强度调制中计划质量测量的显式优化   放射治疗计划

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摘要

Conventional planning objectives in optimization of intensity-modulatedradiotherapy treatment (IMRT) plans are designed to minimize the violation ofdose-volume histogram (DVH) thresholds using penalty functions. Althoughsuccessful in guiding the DVH curve towards these thresholds, conventionalplanning objectives offer limited control of the individual points on the DVHcurve (doses-at-volume) used to evaluate plan quality. In this study, weabandon the usual penalty-function framework and propose planning objectivesthat more explicitly relate to DVH statistics. The proposed planning objectivesare based on mean-tail-dose, resulting in convex optimization. We alsodemonstrate how to adapt a standard optimization method to the proposedformulation in order to obtain a substantial reduction in computational cost. We investigate the potential of the proposed planning objectives as tools foroptimizing DVH statistics through juxtaposition with the conventional planningobjectives on two patient cases. Sets of treatment plans with differentlybalanced planning objectives are generated using either the proposed or theconventional approach. Dominance in the sense of better distributeddoses-at-volume is observed in plans optimized within the proposed framework,indicating that the DVH statistics are better optimized and more efficientlybalanced using the proposed planning objectives.
机译:优化强度调制放射治疗(IMRT)计划的常规计划目标旨在使用惩罚函数将对剂量体积直方图(DVH)阈值的违反最小化。尽管可以成功地将DVH曲线导向这些阈值,但是常规的计划目标只能有限地控制用于评估计划质量的DVH曲线上的各个点(定量剂量)。在这项研究中,我们放弃了通常的惩罚函数框架,并提出了更明确地与DVH统计相关的计划目标。提出的规划目标基于平均尾量,从而导致凸优化。我们还演示了如何使标准的优化方法适应所提出的公式,从而大大降低了计算成本。我们调查了拟议的计划目标作为通过与两个患者病例的常规计划目标并置来优化DVH统计数据的工具的潜力。使用提议的方法或常规方法生成具有不同平衡计划目标的一组治疗计划。在所建议的框架内优化的计划中观察到了更好的按量分配剂量的优势,这表明使用所建议的计划目标可以更好地优化DVH统计数据并实现更有效的平衡。

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