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Comparing a diffusion tensor and non-tensor approach to white matter fiber tractography in chronic stroke
- Source :
- NeuroImage: Clinical, Vol 7, Iss C, Pp 771-781 (2015), NeuroImage : Clinical
- Publication Year :
- 2015
- Publisher :
- Elsevier, 2015.
-
Abstract
- Diffusion tensor imaging (DTI)-based tractography has been used to demonstrate functionally relevant differences in white matter pathway status after stroke. However, it is now known that the tensor model is insensitive to the complex fiber architectures found in the vast majority of voxels in the human brain. The inability to resolve intra-voxel fiber orientations may have important implications for the utility of standard DTI-based tract reconstruction methods. Intra-voxel fiber orientations can now be identified using novel, tensor-free approaches. Constrained spherical deconvolution (CSD) is one approach to characterize intra-voxel diffusion behavior. In the current study, we performed DTI- and CSD-based tract reconstruction of the corticospinal tract (CST) and corpus callosum (CC) to test the hypothesis that characterization of complex fiber orientations may improve the robustness of fiber tract reconstruction and increase the sensitivity to identify functionally relevant white matter abnormalities in individuals with chronic stroke. Diffusion weighted magnetic resonance imaging was performed in 27 chronic post-stroke participants and 12 healthy controls. Transcallosal pathways and the CST bilaterally were reconstructed using DTI- and CSD-based tractography. Mean fractional anisotropy (FA), apparent diffusion coefficient (ADC), axial diffusivity (AD), and radial diffusivity (RD) were calculated across the tracts of interest. The total number and volume of reconstructed tracts was also determined. Diffusion measures were compared between groups (Stroke, Control) and methods (CSD, DTI). The relationship between post-stroke motor behavior and diffusion measures was evaluated. Overall, CSD methods identified more tracts than the DTI-based approach for both CC and CST pathways. Mean FA, ADC, and RD differed between DTI and CSD for CC-mediated tracts. In these tracts, we discovered a difference in FA for the CC between stroke and healthy control groups using CSD but not DTI. CSD identified ipsilesional CST pathways in 9 stroke participants who did not have tracts identified with DTI. Additionally, CSD differentiated between stroke ipsilesional and healthy control non-dominant CST for several measures (number of tracts, tract volume, FA, ADC, and RD) whereas DTI only detected group differences for number of tracts. In the stroke group, motor behavior correlated with fewer diffusion metrics derived from the DTI as compared to CSD-reconstructed ipsilesional CST and CC. CSD is superior to DTI-based tractography in detecting differences in diffusion characteristics between the nondominant healthy control and ipsilesional CST. CSD measures of microstructure tissue properties related to more motor outcomes than DTI measures did. Our results suggest the potential utility and functional relevance of characterizing complex fiber organization using tensor-free diffusion modeling approaches to investigate white matter pathways in the brain after stroke.<br />Highlights • Compared tensor and tensor-free tractography methods in stroke participants • Tensor-free method detected white matter tracts in more individuals with stroke • Superior identification of white matter abnormalities with tensor-free method • Relationship between white matter and motor outcome revealed with tensor-free method • Tensor-free method is a sensitive tractography method for studying chronic stroke.
- Subjects :
- Male
Cognitive Neuroscience
computer.software_genre
Corpus callosum
Motor outcome
lcsh:Computer applications to medicine. Medical informatics
behavioral disciplines and activities
lcsh:RC346-429
030218 nuclear medicine & medical imaging
White matter
03 medical and health sciences
0302 clinical medicine
Imaging, Three-Dimensional
Voxel
Fractional anisotropy
medicine
Image Processing, Computer-Assisted
Effective diffusion coefficient
Humans
Radiology, Nuclear Medicine and imaging
lcsh:Neurology. Diseases of the nervous system
Aged
Aged, 80 and over
Regular Article
Diffusion weighted imaging
Middle Aged
White Matter
Stroke
medicine.anatomical_structure
Diffusion Magnetic Resonance Imaging
Diffusion tensor imaging
Neurology
nervous system
Corticospinal tract
lcsh:R858-859.7
Female
Neurology (clinical)
Psychology
Constrained spherical deconvolution
computer
Neuroscience
030217 neurology & neurosurgery
Biomedical engineering
Tractography
Diffusion MRI
Subjects
Details
- Language :
- English
- ISSN :
- 22131582
- Volume :
- 7
- Database :
- OpenAIRE
- Journal :
- NeuroImage: Clinical
- Accession number :
- edsair.doi.dedup.....ccf6ccafe27546dab658c5e17851a3fb