概率白质和纤维束图谱构建

E. Robinson, D. Rueckert, A. Hammers, A. Edwards
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引用次数: 1

摘要

在本文中,我们描述了一个框架,用于创建一个概率白质图谱从扩散磁共振图像。该方法基于对局部扩散模型参数的后验分布进行采样,并使用非刚性配准将其转换为公共坐标空间。然后将这些转换后的分布组合起来,在每个体素处形成局部纤维方向的种群分布,从中绘制大量样本以创建地图集。接下来,通过在83个感兴趣的解剖区域之间进行概率纤维束造影,创建纤维束图谱,其中产生的束代表了人群最可能的路径轨迹。该地图集是为整个人口创建的,涵盖了20-90岁的171个主题。在图谱坐标空间中对FA进行统计比较,可以比较整个人群的扩散特性,而不会因解剖结构的差异而产生偏差。我们在从颞叶传播的束内进行FA的排列测试,并证明了男性和女性人群之间的显着差异。
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Probabilistic white matter and fiber tract atlas construction
In this paper we describe a framework for creating a probabilistic white matter atlas from diffusion MR images. The approach is based on sampling from the posterior distributions of the parameters of the local model of diffusion and transforming them to a common coordinate space using non-rigid registration. These transformed distributions are then combined to form population distributions of the local fibre direction at each voxel from which a large number of samples are drawn to create an atlas. Next a fibre tract atlas is created by performing probabilistic tractography, between 83 anatomical regions of interest, where the resulting tracts represent the most likely trajectory of pathways for the population. The atlas is created for an entire population 171 subjects ranging from 20–90 years. Statistical comparison of FA in the atlas co-ordinate space allows comparison of diffusion properties across the population without bias from differences in the anatomy. We perform permutation testing of FA within tracts propagated from the temporal lobe and demonstrate significant differences between male and female populations.
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