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INDIRECT PET-PET IMAGE REGISTRATION TO MONITOR LUNG CANCER TUMOR

机译:间接PET-PET图像配准以监测肺癌的发生

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This paper deals with registering 3D PET images in order to monitor lung tumor evolution. Registering directly two PET images, taken at different stages of a cancer therapy, leads to deforming the tumor of the moving image to take the shape of the fixed image, loosing the tumor evolution information. This results in aberrant medical diagnosis. In order to solve this problem, we propose an indirect registration method that consists of processing pairs of CT-PET images. The CT images acquired at each stage are first registered to estimate anatomical transformations. The free-form deformation obtained is then applied to the corresponding PET images. The reconstructed PET images can be compared and used to monitor the tumor. The volume ratio and radiation density are calculated to assess the evolution of the tumor and evaluate the effectiveness of a therapy. The proposed iconic registration method is based on a B-Spline deformable model and mutual information. Two approaches have been used to validate the proposed method. First, we used phantoms to simulate the evolution of a tumor. The second approach consisted of simulating a tumor within real images. Quantitative measures show that our registration method keeps invariant volume and density distribution ratios of the tumor within PET images. This leads to improved tumor localisation and better evaluation of the efficiency of therapies.
机译:本文涉及配准3D PET图像以监测肺肿瘤的进展。直接配准在癌症治疗的不同阶段获取的两个PET图像会导致运动图像的肿瘤变形,从而呈现出固定图像的形状,从而失去了肿瘤演化信息。这导致异常的医学诊断。为了解决这个问题,我们提出一种间接配准方法,该方法由处理成对的CT-PET图像组成。首先记录在每个阶段获取的CT图像,以估计解剖学转换。然后将获得的自由形变形应用于相应的PET图像。重建的PET图像可以进行比较,并用于监视肿瘤。计算体积比和辐射密度以评估肿瘤的进展并评估治疗的有效性。提出的标志性配准方法是基于B样条可变形模型和互信息。已经使用两种方法来验证所提出的方法。首先,我们使用幻像来模拟肿瘤的演变。第二种方法包括在真实图像中模拟肿瘤。定量测量表明,我们的配准方法在PET图像内保持了肿瘤的体积和密度分布比不变。这导致改善的肿瘤定位和更好的治疗效果评估。

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