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从扩散张量磁共振成像数据评估大脑主要白质纤维束的萎缩情况。

Assessing atrophy of the major white matter fiber bundles of the brain from diffusion tensor MRI data.

作者信息

Pagani Elisabetta, Horsfield Mark A, Rocca Maria A, Filippi Massimo

机构信息

Neuroimaging Research Unit, Department of Neurology, Scientific Institute and University Ospedale San Raffaele, Milan, Italy.

出版信息

Magn Reson Med. 2007 Sep;58(3):527-34. doi: 10.1002/mrm.21346.

Abstract

Brain atrophy is a typical feature of many neurological conditions. Therefore, quantitative evaluation and spatial characterization of atrophy are potentially useful for monitoring the evolution of central nervous system (CNS) disorders. In this study, a method for measuring atrophy of the major white matter (WM) fiber bundles in the brain using diffusion tensor (DT) MRI data is developed. To this end, an atlas was created from sets of diffusion anisotropy images from normal subjects, and the deformations necessary to match single subject anisotropy images to this atlas were then computed. Because diffusion anisotropy images were used, this approach should be sensitive to fiber bundle volume changes in the same way that using T1-weighted images allows gray matter volume changes to be measured. The Jacobian determinant of the deformation field for each subject was then used as a measure of contraction or expansion of the tissue at each image voxel. An overview of the nonlinear registration problem is given; then an optimization of the parameters for the chosen algorithm is performed and the method for producing the atlas is described. The effectiveness of the method was then tested on data from five patients with multiple sclerosis (MS) and two patients with amyotrophic lateral sclerosis (ALS).

摘要

脑萎缩是许多神经疾病的典型特征。因此,对萎缩进行定量评估和空间特征分析可能有助于监测中枢神经系统(CNS)疾病的进展。在本研究中,开发了一种利用扩散张量(DT)MRI数据测量大脑主要白质(WM)纤维束萎缩的方法。为此,从正常受试者的扩散各向异性图像集中创建了一个图谱,然后计算将单个受试者的各向异性图像与该图谱匹配所需的变形。由于使用了扩散各向异性图像,这种方法应该与使用T1加权图像测量灰质体积变化的方式一样,对纤维束体积变化敏感。然后,将每个受试者变形场的雅可比行列式用作每个图像体素处组织收缩或扩张的度量。给出了非线性配准问题的概述;然后对所选算法的参数进行了优化,并描述了生成图谱的方法。然后在五名多发性硬化症(MS)患者和两名肌萎缩侧索硬化症(ALS)患者的数据上测试了该方法的有效性。

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