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Statistical Comparison of Cardiac Fibre Architectures

机译:心脏纤维结构的统计比较

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In this paper, a statistical atlas of DT-MRIs based on a population of nine ex vivo normal canine hearts is compared with a human cardiac DT-MRI and with a synthetic model of the fibre orientation. The aim of this paper is to perform a statistical inter-species comparison of the cardiac fibre architecture and to assess the quality of a synthetic description of the fibre orientation. We present the framework to build a statistical atlas of cardiac DT-MRIs providing a mean and a covariance matrix of diffusion tensors at each voxel of an average geometry. The comparison of human and synthetic data with this atlas involves the non-rigid registration into the average atlas geometry where voxel to voxel comparison can be performed. For each eigenvector of the diffusion tensors, we compute the angular difference with the average atlas and its Mahalanobis distance to the canine population. The results show a better consistence of the fibre orientation than the laminar sheet orientation between the human and the canine heart, while the homogeneous synthetic model appears to be too simple compared to the complexity of real cardiac geometry and fibre architecture.
机译:在本文中,将基于9个离体正常犬心的人群的DT-MRI统计图谱与人心脏DT-MRI和纤维取向的合成模型进行了比较。本文的目的是进行心脏纤维结构的种间统计比较,并评估纤维取向的综合描述的质量。我们提出了建立心脏DT-MRIs统计图集的框架,该图谱在平均几何体的每个体素上提供了扩散张量的平均值和协方差矩阵。将人类和合成数据与该图集进行比较涉及将非刚性配准到平均图集几何中,在该平均图集几何中可以执行体素与体素的比较。对于扩散张量的每个特征向量,我们计算平均地图集的角度差及其到犬类种群的马氏距离。结果表明,与人和犬心脏之间的层状薄片取向相比,纤维取向的一致性更好,而与实际心脏几何形状和纤维结构的复杂性相比,均匀的合成模型似乎过于简单。

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