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Treatment Planning and Image Guidance for Radiofrequency Ablation of Liver Tumors

机译:射频消融肝肿瘤的治疗计划和图像指导

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摘要

Radiofrequency ablation is becoming an increasingly attractive option for minimally invasive treatment of liver tumors. In this procedure, the tumor and its margin are ablated using radiofrequency ablation probes that cover a region from 2cm to 7cm in diameter. For a large or irregularly shaped tumor, multiple ablations with overlapping probe placements are required. In this paper, we propose a treatment planning system to optimize these placements. A general optimization framework based on inverse planning methods is designed to generate the treatment plan. An objective function is defined to describe the coverage of the ablation volumes. Powell's method and simulated annealing algorithms are used to find the solution. Pre-computed mask volumes and an initial placement based on a Euclidean Distance Transform are used to speed up the computation, which can generally take a few seconds to several minutes. To ensure accurate placement of the ablation probe, we also propose a system architecture for integrating the treatment planning system with our previously developed image-guided surgery system, which uses an electromagnetic tracking device. We present some preliminary results from synthetic data to validate our treatment planning algorithm and system concept.
机译:对于肝肿瘤的微创治疗,射频消融正成为越来越有吸引力的选择。在该过程中,使用射频消融探针消融肿瘤及其边缘,该探针覆盖直径从2cm到7cm的区域。对于大的或形状不规则的肿瘤,需要多次消融并重叠探头位置。在本文中,我们提出了一个治疗计划系统来优化这些放置。设计了一种基于逆向计划方法的通用优化框架来生成治疗计划。定义了一个目标函数来描述消融体积的覆盖范围。使用Powell方法和模拟退火算法来找到解决方案。预先计算的蒙版体积和基于欧几里德距离变换的初始放置用于加快计算速度,通常需要几秒钟到几分钟的时间。为了确保消融探头的准确放置,我们还提出了一种系统架构,用于将治疗计划系统与我们先前开发的图像引导手术系统集成在一起,该系统使用电磁跟踪设备。我们从合成数据中得出一些初步结果,以验证我们的治疗计划算法和系统概念。

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