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A Global Score-Driven Beam Angle Optimization in IMRT

机译:IMRT中的全局分数驱动光束角优化

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Radiation therapy is one of the main treatment modalities for cancer. The objective of radiation therapy is to eliminate all cancer cells by delivering a prescribed dose of radiation to the tumor volume while sparing at the same time the surrounding tissues. Intensity-modulated radiation therapy (IMRT) is a sophisticated technologically-driven type of radiation therapy where non-uniform radiation fields are used to irradiate the patient from different beam angle directions. Appropriate selection of beam irradiation directions - beam angle optimization (BAO) problem - enhance the quality of the treatment plan. The BAO problem is a very difficult global non-convex optimization problem for which there are few or none commercial solutions. Typically, the BAO procedure is driven by the outcome of the fluence map optimization (FMO) problem - the problem of calculating the most adequate radiation intensities. However, functions used for modeling the FMO problem have little clinical meaning. Typically, selection/validation of treatment plans is done considering a set of dosimetric measures. In this study, we propose a treatment plan global score, based on dosimetric criteria and its relative importance, as alternative plan's quality measure to drive the BAO procedure. For the clinical case of nasopharyngeal tumor, the use of a global score to drive the BAO procedure lead to higher quality treatment plans. For similar target coverage, an improved organ sparing was obtained.
机译:放射疗法是癌症的主要治疗方式之一。放射疗法的目的是通过向肿瘤体积输送指定剂量的放射线,同时保留周围组织,从而消除所有癌细胞。强度调制放射疗法(IMRT)是一种先进的技术驱动型放射疗法,其中不均匀的放射场用于从不同的光束角度方向照射患者。束照射方向的适当的选择 - 波束角优化(BaO)中的问题 - 增强治疗计划的质量。 BAO问题是一个非常困难的全局非凸优化问题,对于该问题,几乎没有商业解决方案。通常,BAO程序是由注量图优化(FMO)问题(计算最适当的辐射强度的问题)的结果驱动的。但是,用于对FMO问题建模的函数在临床上几乎没有意义。通常,要考虑一组剂量学措施来完成治疗方案的选择/验证。在这项研究中,我们基于剂量标准及其相对重要性,提出了治疗计划的总体评分,作为替代计划的质量指标,以驱动BAO程序。对于鼻咽肿瘤的临床病例,使用整体评分来驱动BAO程序可导致更高质量的治疗计划。对于相似的靶标覆盖范围,获得了更好的器官保留。

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