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Accuracy assessment of an automatic image-based PET/CTregistration for ultrasound-guided biopsies and ablations

机译:基于自动图像的PET / CTRegistration的精度评估,用于超声引导活组织检查和消融

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The multimodal fusion of spatially tracked real-time ultrasound (US) with a prior CT scan has demonstrated clinical utility, accuracy, and positive impact upon clinical outcomes when used for guidance during biopsy and radiofrequency ablation in the treatment of cancer. Additionally, the combination of CT-guided procedures with positron emission tomography (PET) may not only enhance navigation, but add valuable information regarding the specific location and volume of the targeted masses which may be invisible on CT and US. The accuracy of this fusion depends on reliable, reproducible registration methods between PET and CT. This can avoid extensive manual efforts to correct registration which can be long and tedious in an interventional setting. In this paper; we present a registration workflow for PET/CT/US fusion by analyzing various image metrics based on normalized mutual information and cross-correlation, using both rigid and affine transformations to automatically align PET and CT. Registration is performed between the CT component of the prior PET-CT and the intra-procedural CT scan used for navigation to maximize image congruence. We evaluate the accuracy of the PET/CT registration by computing fiducial and target registration errors using anatomical landmarks and lesion locations respectively. We also report differences to gold-standard manual alignment as well as the root mean square errors for CT/US fusion. Ten patients with prior PET/CT who underwent ablation or biopsy procedures were selected for this study. Studies show that optimal results were obtained using a cross-correlation based rigid registration with a landmark localization error of 1.1 +/- 0.7 mm using a discrete graph-minimizing scheme. We demonstrate the feasibility of automated fusion of PET/CT and its suitability for multi-modality ultrasound guided navigation procedures.
机译:具有先前CT扫描的空间跟踪实时超声(US)的多模式融合已经表现出临床用途,准确性和对临床结果的积极影响,当用于治疗癌组织的活组织检查和射频消融时,用于指导。另外,具有正电子发射断层扫描(PET)的CT引导程序的组合可能不仅可以增强导航,而且还可以在CT和US上添加有关目标群众的特定位置和体积的有价值的信息。这种融合的准确性取决于PET和CT之间可靠,可重复的注册方法。这可以避免进行广泛的手动努力,以纠正在介入环境中可以长而乏味的注册。在本文中;我们通过基于标准化的相互信息和互相关分析各种图像指标,为PET / CT / US Fusion提供了一个注册工作流程,使用刚性和仿射转换来自动对准PET和CT。在先前PET-CT的CT组件和用于导航的过程中CT扫描之间进行注册以最大限度地提高图像同时。我们通过分别计算基准和目标登记误差分别计算PET / CT注册的准确性分别使用解剖学标志和病变位置。我们还向金标准的手动对齐方式报告差异以及CT / US Fusion的根均方误差。为这项研究选择了10名患有接受消融或活检程序的PET / CT的患者。研究表明,使用基于基于跨相关的刚性配准获得的最佳结果,使用离散的图形 - 最小化方案,具有1.1 +/- 0.7mm的地标定位误差。我们展示了PET / CT自动化融合的可行性及其对多模态超声引导导航程序的适用性。

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