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Quantifying the Trade-off Between IMRT Treatment Plan Quality and Delivery Efficiency Using Direct Aperture Optimization

机译:使用直接光圈优化来量化IMRT治疗计划质量与交付效率之间的权衡

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Beam-on time is an important measure of the delivery efficiency in intensity-modulated radiation therapy (IMRT). Traditionally, minimizing beam-on time has been postponed until the leaf sequencing stage, where the treatment plan quality is already determined and fixed. However, there is a trade-off between the beam-on time and the treatment plan quality. The aim of this study is to incorporate the beam-on time into the treatment plan optimization stage using a direct aperture optimization approach that allows for explicitly quantifying the trade-off. The proposed approach can provide clinicians with valuable information for each patient case so that they can design clinically attractive yet efficient treatment plans. Using the special structure of the problem, we propose an exact solution approach that sequentially characterizes segments of the Pareto-efficient frontier. In addition, an approximate solution technique that is applicable to more classes of evaluation criteria is developed. Our approximate technique is tested on clinical cancer cases, and its performance is compared with the general approximation techniques that are available for convex bicriteria optimization problems. The results of our experiments validate that our approach can achieve a more accurate representation of the Pareto-efficient frontier with less computational effort.
机译:束通时间是强度调制放射治疗(IMRT)中传递效率的重要指标。传统上,最小化射线束照射时间已推迟到叶片测序阶段,在该阶段已经确定并确定了治疗计划的质量。但是,在开启时间和治疗计划质量之间需要权衡。这项研究的目的是使用直接光圈优化方法将光束开启时间纳入治疗计划优化阶段,该方法可以明确量化折衷。所提出的方法可以为临床医生提供每个患者病例的有价值的信息,以便他们可以设计出具有临床吸引力的有效治疗计划。使用问题的特殊结构,我们提出了一种精确的解决方法,该方法可以依次刻画帕累托有效边界的各个部分。另外,开发了适用于更多类别的评估标准的近似求解技术。我们的近似技术已在临床癌症病例上进行了测试,并将其性能与可用于凸双标准优化问题的常规近似技术进行了比较。我们的实验结果证实,我们的方法可以用较少的计算工作量来更准确地表示帕累托有效边界。

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