Apparent Fibre Density: A novel measure for the analysis of diffusion-weighted magnetic resonance images

被引:447
作者
Raffelt, David [1 ,2 ]
Tournier, J-Donald [3 ,4 ]
Rose, Stephen [6 ]
Ridgway, Gerard R. [5 ]
Henderson, Robert [7 ]
Crozier, Stuart [2 ]
Salvado, Olivier [1 ]
Connelly, Alan [3 ,4 ]
机构
[1] Royal Brisbane & Womens Hosp, Australian E Hlth Res Ctr, CSIRO Preventat Hlth Natl Res Flagship ICTC, Brisbane, Qld 4029, Australia
[2] Univ Queensland, Sch IEEE, Brisbane, Qld, Australia
[3] Florey Neurosci Inst Austin, Brain Res Inst, Melbourne, Vic, Australia
[4] Univ Melbourne, Dept Med, Melbourne, Vic, Australia
[5] UCL, UCL Inst Neurol, London, England
[6] Univ Queensland, Ctr Adv Imaging, Brisbane, Qld, Australia
[7] Royal Brisbane & Womens Hosp, Dept Neurol, Brisbane, Qld 4029, Australia
基金
英国医学研究理事会;
关键词
Apparent Fibre Density; Diffusion MRI; Fibre orientation distribution; Spherical deconvolution; Motor Neurone Disease; Amyotrophic Lateral Sclerosis; AMYOTROPHIC-LATERAL-SCLEROSIS; VOXEL-BASED MORPHOMETRY; AXON DIAMETER DISTRIBUTION; WALLERIAN DEGENERATION; WATER DIFFUSION; CONDUCTION-VELOCITY; TRACT ALTERATIONS; ANALYTICAL-MODEL; NERVOUS-SYSTEM; TENSOR;
D O I
10.1016/j.neuroimage.2011.10.045
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
This article proposes a new measure called Apparent Fibre Density (AFD) for the analysis of high angular resolution diffusion-weighted images using higher-order information provided by fibre orientation distributions (FODs) computed using spherical deconvolution. AFD has the potential to provide specific information regarding differences between populations by identifying not only the location, but also the orientations along which differences exist. In this work, analytical and numerical Monte-Carlo simulations are used to support the use of the FOD amplitude as a quantitative measure (i.e. AFD) for population and longitudinal analysis. To perform robust voxel-based analysis of AFD, we present and evaluate a novel method to modulate the FOD to account for changes in fibre bundle cross-sectional area that occur during spatial normalisation. We then describe a novel approach for statistical analysis of AFD that uses cluster-based inference of differences extended throughout space and orientation. Finally, we demonstrate the capability of the proposed method by performing voxel-based AFD comparisons between a group of Motor Neurone Disease patients and healthy control subjects. A significant decrease in AFD was detected along voxels and orientations corresponding to both the corticospinal tract and corpus callosal fibres that connect the primary motor cortices. In addition to corroborating previous findings in MND, this study demonstrates the clear advantage of using this type of analysis by identifying differences along single fibre bundles in regions containing multiple fibre populations. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:3976 / 3994
页数:19
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