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Adaptive radiotherapy based on statistical process control for oropharyngeal cancer

机译:基于口咽癌统计过程控制的自适应放射治疗

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Purpose The purpose of this study is to quantify dosimetric changes throughout the delivery of oropharyngeal cancer treatment and to investigate the application of statistical process control (SPC) for the management of significant deviations during the course of radiotherapy. Methods Thirteen oropharyngeal cancer patients with daily cone beam computed tomography (CBCT) were retrospectively reviewed. Cone beam computed tomography images of every other fraction were imported to the Velocity software and registered to planning CT using the 6 DOF (degrees of freedom) couch shifts generated during patient setup. Using Velocity “Adaptive Monitoring” module, the setup‐corrected CBCT was matched to planning CT using a deformable registration. Volumes and dose metrics at each fraction were calculated and rated with plan values to evaluate interfractional dosimetric variations using a SPC framework. T ‐tests between plan and fraction volumes were performed to find statistically insignificant fractions. Average upper and lower process capacity limits (UCL, LCL) of each dose metric were derived from these fractions using conventional SPC guidelines. Results Gross tumor volume (GTV) and organ at risk (OAR) volumes in the first 13 fractions had no significant changes from the pretreatment planning CT. The GTV and the parotid glands subsequently decreased by 10% at the completion of treatment. There were 3–4% increases in parotid mean doses, but no significant differences in dose metrics of GTV and other OARs. The changes were organ and patient dependent. Control charts for various dose metrics were generated to assess the metrics at each fraction for individual patient. Conclusions Daily CBCT could be used to monitor dosimetric variations of targets and OARs resulting from volume changes and tissue deformation in oropharyngeal cancer radiotherapy. Treatment review with the guidance of a SPC tool allows for an objective and consistent clinical decision to apply adaptive radiotherapy.
机译:目的本研究的目的是在整个口咽癌症治疗过程中量化剂量变化,并调查统计过程控制(SPC)在放疗过程中的显着偏差管理。方法回顾性审查了13例每日锥梁梁计算断层扫描(CBCT)的13例口咽癌症患者。锥形光束计算机断层扫描图像的每个其他部分被导入到速度软件,并使用患者设置期间产生的6 DOF(自由度)沙发换档注册到规划CT。使用速度“自适应监控”模块,设置校正的CBCT与规划CT使用可变形的注册匹配。计算每个分数的体积和剂量度量,并用计划值评定使用SPC框架来评估互相的剂量测定变化。进行平面和级分体积之间的T-最终进行统计学上微不足道的分数。使用常规的SPC指南,每种剂量度量的平均上部和下部处理能力限制(UCL,LCL)衍生自这些级分。结果,前13分型危险的风险(OAR)体积的总肿瘤体积(GTV)和器官从预处理计划CT没有显着变化。治疗完成后GTV和腮腺随后随后减少10%。腮腺剂量增加3-4%的增加,但GTV和其他桨的剂量度量没有显着差异。变化是器官和患者依赖。生成各种剂量指标的控制图以评估各个患者的每个级分的度量。结论每日CBCT可用于监测由体积变化和口咽癌放射疗法中的体积变化和组织变形导致的靶和桨的剂量变化。治疗审查通过SPC工具的指导允许客观和一致的临床决策来应用适应性放射治疗。

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