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Dose Monitoring in Prostate Cancer Radiotherapy Using CBCT to CT Constrained Elastic Image Registration

机译:使用CBCT对CT约束的弹性图像配准进行前列腺癌放射治疗的剂量监测

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The recent concept of Dose Guided Radiotherapy (DGRT) consists in computing a cumulative dose distribution at each treatment fraction to decide if a treatment replanning is necessary. These cumulative dose distributions are obtained by mapping the daily dose distributions with the results of a non-rigid registration between the planning CT scan and daily CBCT images. But, mainly because of large deformations and of the scatter effect of CBCT, the application of this methodology to prostate cancer radiotherapy is very challenging. In this paper, we adapt a nonparametric non-rigid registration algorithm based on Mutual Information to register the daily CBCT scan to the planning CT scan in the context of prostate cancer DGRT. In order to improve registration accuracy, we then propose a modification of the registration framework to introduce landmark constraints. We show that this constrained non-rigid registration algorithm was able to significantly increase the accuracy of the cumulative dose estimation.
机译:剂量指导放疗(DGRT)的最新概念在于计算每个治疗分数的累积剂量分布,以决定是否需要重新制定治疗计划。通过将每日剂量分布与计划CT扫描和每日CBCT图像之间的非刚性配准结果进行映射,可以获得这些累积的剂量分布。但是,主要由于大的变形和CBCT的散射作用,这种方法在前列腺癌放射治疗中的应用非常具有挑战性。在本文中,我们采用基于互信息的非参数非刚性配准算法,将每日CBCT扫描配准至前列腺癌DGRT中的计划CT扫描。为了提高注册准确性,我们然后提出了对注册框架的修改,以引入界标约束。我们证明了这种受约束的非刚性配准算法能够显着提高累积剂量估算的准确性。

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