Persistent angular structure: new insights from diffusion magnetic resonance imaging data

被引:231
作者
Jansons, KM
Alexander, DC
机构
[1] UCL, Dept Math, London WC1E 6BT, England
[2] UCL, Dept Comp Sci, London WC1E 6BT, England
关键词
D O I
10.1088/0266-5611/19/5/303
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We determine a statistic called the (radially) persistent angular structure (PAS) from samples of the Fourier transform of a three-dimensional function. The method has applications in diffusion magnetic resonance imaging (MRI), which samples the Fourier transform of the probability density function of particle displacements. The PAS is then a representation of the relative mobility of particles in each direction. In PAS-MRI, we compute the PAS in each voxel of an image. This technique has biomedical applications, where it reveals the orientations of microstructural fibres, such as white-matter fibres in the brain. Scanner time is a significant factor in determining the amount of data available in clinical brain scans. Here, we use measurements acquired for diffusion-tensor MRI, which is a routine diffusion imaging technique, but extract richer information. In particular, PAS-MRI can resolve the orientations of crossing fibres. We test PAS-MRI on human brain data and on synthetic data. The human brain data set comes from a standard acquisition scheme for diffusion-tensor MRI in which the samples in each voxel lie on a sphere in Fourier space.
引用
收藏
页码:1031 / 1046
页数:16
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