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弥散磁共振成像中局部白质几何结构的探索:场分析(DFA)方法

Director Field Analysis (DFA): Exploring Local White Matter Geometric Structure in Diffusion MRI.

机构信息

SQITS, NIBIB, NICHD, National Institutes of Health, United States.

出版信息

Med Image Anal. 2018 Jan;43:112-128. doi: 10.1016/j.media.2017.10.003. Epub 2017 Oct 11.

Abstract

In Diffusion Tensor Imaging (DTI) or High Angular Resolution Diffusion Imaging (HARDI), a tensor field or a spherical function field (e.g., an orientation distribution function field), can be estimated from measured diffusion weighted images. In this paper, inspired by the microscopic theoretical treatment of phases in liquid crystals, we introduce a novel mathematical framework, called Director Field Analysis (DFA), to study local geometric structural information of white matter based on the reconstructed tensor field or spherical function field: (1) We propose a set of mathematical tools to process general director data, which consists of dyadic tensors that have orientations but no direction. (2) We propose Orientational Order (OO) and Orientational Dispersion (OD) indices to describe the degree of alignment and dispersion of a spherical function in a single voxel or in a region, respectively; (3) We also show how to construct a local orthogonal coordinate frame in each voxel exhibiting anisotropic diffusion; (4) Finally, we define three indices to describe three types of orientational distortion (splay, bend, and twist) in a local spatial neighborhood, and a total distortion index to describe distortions of all three types. To our knowledge, this is the first work to quantitatively describe orientational distortion (splay, bend, and twist) in general spherical function fields from DTI or HARDI data. The proposed DFA and its related mathematical tools can be used to process not only diffusion MRI data but also general director field data, and the proposed scalar indices are useful for detecting local geometric changes of white matter for voxel-based or tract-based analysis in both DTI and HARDI acquisitions. The related codes and a tutorial for DFA will be released in DMRITool.

摘要

在弥散张量成像(DTI)或高角分辨率弥散成像(HARDI)中,可以从测量的弥散加权图像中估计张量场或球函数场(例如,取向分布函数场)。在本文中,受液晶相位微观理论处理的启发,我们引入了一种新的数学框架,称为 Director Field Analysis(DFA),以基于重建的张量场或球函数场研究白质的局部几何结构信息:(1)我们提出了一套用于处理一般 director 数据的数学工具,该数据由具有方向但没有方向的张量组成。(2)我们提出了取向有序度(OO)和取向离散度(OD)指数,分别用于描述单个体素或区域中球函数的取向对齐程度和离散程度;(3)我们还展示了如何在每个表现出各向异性弥散的体素中构建局部正交坐标框架;(4)最后,我们定义了三个指数来描述局部空间邻域中的三种取向变形(张开、弯曲和扭曲),并定义了一个总变形指数来描述所有三种类型的变形。据我们所知,这是首次从 DTI 或 HARDI 数据中定量描述一般球函数场中的取向变形(张开、弯曲和扭曲)的工作。所提出的 DFA 及其相关数学工具不仅可以用于处理弥散 MRI 数据,还可以用于处理一般 director 场数据,所提出的标量指数可用于基于体素或基于束的分析检测白质的局部几何变化,在 DTI 和 HARDI 采集中都很有用。相关的代码和 DFA 教程将在 DMRITool 中发布。

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