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Uncertainty evaluation of image-based tumour control probability models in radiotherapy of prostate cancer using a visual analytic tool

机译:使用视觉分析工具在前列腺癌放射治疗中基于图像的肿瘤控制概率模型的不确定性评价

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摘要

Functional imaging techniques provide radiobiological information that can be included into tumour control probability (TCP) models to enable individualized outcome predictions in radiotherapy. However, functional imaging and the derived radiobiological information are influenced by uncertainties, translating into variations in individual TCP predictions. In this study we applied a previously developed analytical tool to quantify dose and TCP uncertainty bands when initial cell density is estimated from MRI-based apparent diffusion coefficient maps of eleven patients. TCP uncertainty bands of 16% were observed at patient level, while dose variations bands up to 8 Gy were found at voxel level for an iso-TCP approach.
机译:功能性成像技术提供了可以包含在肿瘤控制概率(TCP)模型中的放射生物学信息,以使放疗中的个体化结果预测。然而,功能性成像和衍生的放射生物学信息受到不确定性的影响,转化为单个TCP预测的变化。在这项研究中,当从11名患者的MRI的表观扩散系数图估计初始细胞密度时,我们应用了先前开发的分析工具以定量剂量和TCP不确定性带。在患者水平观察到16%的TCP不确定条带,而在体素水平上发现了高达8Gy的剂量变化带,以获得ISO-TCP方法。

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