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基于基准标记的图像引导放射治疗中,基准注册误差作为一种统计过程控制指标。

Fiducial registration error as a statistical process control metric in image-guidance radiotherapy with fiducial markers.

机构信息

School of Physics, The University of Western Australia, Crawley, Western Australia 6009, Australia.

出版信息

Phys Med Biol. 2011 Dec 7;56(23):7473-85. doi: 10.1088/0031-9155/56/23/009. Epub 2011 Nov 11.

Abstract

Portal imaging of implanted fiducial markers has been in use for image-guided radiotherapy (IGRT) of prostate cancer, with ample attention to localization accuracy and organ motion. The geometric uncertainties in point-based rigid-body matching algorithms during localization of prostate fiducial markers can be quantified in terms of a fiducial registration error (FRE). In this study, the aim is to demonstrate how statistical process control (SPC) can be used to intercept potential problems with rigid-body matching algorithms in a retrospective study of FRE for a pilot cohort of 34 patients with fiducial markers. A procedure for estimating control parameters of a SPC control chart (x-chart) from a small number of initial observations (N) of FRE was implemented. The sensitivity analysis of N on the number of 'in-control' and 'out-of-control' x-charts was also performed. Uncorrected rotational offsets of an individual patient were examined to elucidate possible correlations with the behaviours of an x-chart. Four specific types of qualitative x-chart behaviour have been observed. The number of out-of-control processes was insensitive to the choice of N, provided N ≥ 5. Residual errors of rigid-body registration were contributed from uncorrected rotational offsets in 5 out of 15 'out-of-control' x-charts. Out-of-control x-charts were also shown to be correlated with potential changes in the IGRT processes, which may compromise the quality of the radiation treatment delivery. The SPC methodology, implemented in the form of individually customized x-charts, has been shown to be a useful tool for monitoring process reliability during fiducial-based IGRT for prostate cancer.

摘要

植入式基准标记的配准图像已用于前列腺癌的图像引导放射治疗(IGRT),其重点在于定位精度和器官运动。在前列腺基准标记的定位中,基于点的刚体配准算法的几何不确定性可以用基准标记配准误差(FRE)来量化。本研究旨在展示如何在对 34 名基准标记患者的 FRE 进行回顾性研究中使用统计过程控制(SPC)来拦截刚体配准算法的潜在问题。实施了一种从 FRE 的少量初始观测(N)中估计 SPC 控制图(x 图)控制参数的程序。还对 N 对“在控”和“失控”x 图数量的敏感性进行了分析。还检查了单个患者的未校正旋转偏移,以阐明与 x 图行为的可能相关性。观察到了四种特定类型的定性 x 图行为。只要 N≥5,失控过程的数量就对 N 的选择不敏感。刚体配准的残余误差来自 15 个“失控”x 图中的 5 个中未校正的旋转偏移。失控 x 图还与 IGRT 过程中的潜在变化相关,这可能会影响放射治疗的质量。已证明,以个性化定制 x 图形式实施的 SPC 方法是监测前列腺癌基于基准标记的 IGRT 过程可靠性的有用工具。

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