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Automated evaluation of setup errors in carbon ion therapy using PET: Feasibility study

机译:使用PET自动评估碳离子治疗中的设置错误:可行性研究

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摘要

Purpose: To investigate the possibility of detecting patient mispositioning in carbon-ion therapy with particle therapy positron emission tomography (PET) in an automated image registration based manner. Methods: Tumors in the head and neck (HN), pelvic, lung, and brain region were investigated. Biologically optimized carbon ion treatment plans were created with TRiP98. From these treatment plans, the reference β+-activity distributions were calculated using a Monte Carlo simulation. Setup errors were simulated by shifting or rotating the computed tomography (CT). The expected β+ activity was calculated for each plan with shifts. Finally, the reference particle therapy PET images were compared to the "shifted" β+-activity distribution simulations using the Pearson's correlation coefficient (PCC). To account for different PET monitoring options the inbeam PET was compared to three different inroom scenarios. Additionally, the dosimetric effects of the CT misalignments were investigated. Results: The automated PCC detection of patient mispositioning was possible in the investigated indications for cranio-caudal shifts of 4 mm and more, except for prostate tumors. In the rather homogeneous pelvic region, the generated β+-activity distribution of the reference and compared PET image were too much alike. Thus, setup errors in this region could not be detected. Regarding lung lesions the detection strongly depended on the exact tumor location: in the center of the lung tumor misalignments could be detected down to 2 mm shifts while resolving shifts of tumors close to the thoracic wall was more challenging. Rotational shifts in the HN and lung region of +6°and more could be detected using inroom PET and partly using inbeam PET. Comparing inroom PET to inbeam PET no obvious trend was found. However, among the inroom scenarios a longer measurement time was found to be advantageous. Conclusions: This study scopes the use of various particle therapy PET verification techniques in four indications. The automated detection of patients' setup errors was investigated in a broad accumulation of data sets. The evaluation of introduced setup errors is performed automatically, which is of utmost importance to introduce highly required particle therapy monitoring devices into the clinical routine.
机译:目的:以基于图像自动配准的方式研究使用粒子疗法正电子发射断层扫描(PET)在碳离子疗法中检测患者错位的可能性。方法:调查头颈部(HN),骨盆,肺和脑区域的肿瘤。使用TRiP98创建了生物优化的碳离子处理计划。根据这些治疗计划,使用蒙特卡洛模拟法计算参考β+活性分布。通过移动或旋转计算机断层扫描(CT)模拟设置错误。为每个计划计算预期的β+活性。最后,使用皮尔逊相关系数(PCC)将参考粒子治疗的PET图像与“移位的”β+活性分布模拟进行比较。为了说明不同的PET监控选项,将inbeam PET与三种不同的室内场景进行了比较。另外,研究了CT失准的剂量学效应。结果:除了前列腺肿瘤以外,在研究的适应症中颅骨-尾部移位为4mm或更多,可以对患者的错位进行自动PCC检测。在相当均匀的骨盆区域,参考和比较的PET图像生成的β+活性分布非常相似。因此,无法检测到该区域中的设置错误。关于肺部病变,检测很大程度上取决于肿瘤的确切位置:在肺部中心,可以检测到低至2 mm移位的错位,而解决靠近胸壁的肿瘤移位更具挑战性。使用室内PET可以检测到HN和肺区域的旋转位移为+ 6°或更多,部分使用光束PET可以检测到。将室内PET与光束PET进行比较,没有发现明显的趋势。然而,在室内场景中,发现较长的测量时间是有利的。结论:本研究的范围包括在四个适应症中使用各种颗粒疗法的PET验证技术。在广泛的数据集中研究了患者设置错误的自动检测。引入的设置错误的评估是自动执行的,这对于将高度需要的粒子治疗监测设备引入临床程序至关重要。

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