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Treatment Planning and Image Guidance for Radiofrequency Ablation of Liver Tumors

机译:肝脏肿瘤射频消融的治疗规划与图像指导

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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:射频消融正在成为肝脏肿瘤的微创治疗越来越有吸引力的选择。在该过程中,使用射频消融探针烧蚀肿瘤及其余量,该射频消融探针将区域覆盖直径为2cm至7cm的区域。对于大或不规则形状的肿瘤,需要具有重叠探针的多次消融。在本文中,我们提出了一种治疗计划系统,以优化这些展示。基于逆计划方法的一般优化框架旨在产生治疗计划。定义目标函数以描述消融体积的覆盖范围。 Powell的方法和模拟退火算法用于找到解决方案。预计算机掩模卷和基于欧几里德距离变换的初始放置用于加速计算,这通常需要几秒钟到几分钟。为确保准确放置消融探头,我们还提出了一种系统架构,用于将治疗计划系统与先前开发的图像引导的手术系统集成,它使用电磁跟踪装置。我们提出了一些来自合成数据的初步结果,以验证我们的治疗计划算法和系统概念。

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