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A Novel Imaging Marker for Small Vessel Disease Based on Skeletonization of White Matter Tracts and Diffusion Histograms.
- Source :
-
Annals of neurology [Ann Neurol] 2016 Oct; Vol. 80 (4), pp. 581-92. Date of Electronic Publication: 2016 Aug 29. - Publication Year :
- 2016
-
Abstract
- Objective: To establish a fully automated, robust imaging marker for cerebral small vessel disease (SVD) and related cognitive impairment that is easy to implement, reflects disease burden, and is strongly associated with processing speed, the predominantly affected cognitive domain in SVD.<br />Methods: We developed a novel magnetic resonance imaging marker based on diffusion tensor imaging, skeletonization of white matter tracts, and histogram analysis. The marker (peak width of skeletonized mean diffusivity [PSMD]) was assessed along with conventional SVD imaging markers. We first evaluated associations with processing speed in patients with genetically defined SVD (n = 113). Next, we validated our findings in independent samples of inherited SVD (n = 57), sporadic SVD (n = 444), and memory clinic patients with SVD (n = 105). The new marker was further applied to healthy controls (n = 241) and to patients with Alzheimer's disease (n = 153). We further conducted a longitudinal analysis and interscanner reproducibility study.<br />Results: PSMD was associated with processing speed in all study samples with SVD (p-values between 2.8 × 10(-3) and 1.8 × 10(-10) ). PSMD explained most of the variance in processing speed (R(2) ranging from 8.8% to 46%) and consistently outperformed conventional imaging markers (white matter hyperintensity volume, lacune volume, and brain volume) in multiple regression analyses. Increases in PSMD were linked to vascular but not to neurodegenerative disease. In longitudinal analysis, PSMD captured SVD progression better than other imaging markers.<br />Interpretation: PSMD is a new, fully automated, and robust imaging marker for SVD. PSMD can easily be applied to large samples and may be of great utility for both research studies and clinical use. Ann Neurol 2016;80:581-592.<br /> (© 2016 American Neurological Association.)
- Subjects :
- Adult
Aged
Aged, 80 and over
Biomarkers
Cerebral Small Vessel Diseases complications
Cognitive Dysfunction etiology
Cognitive Dysfunction physiopathology
Diffusion Tensor Imaging standards
Female
Humans
Male
Middle Aged
Reproducibility of Results
Young Adult
Alzheimer Disease diagnostic imaging
Cerebral Small Vessel Diseases diagnostic imaging
Cognitive Dysfunction diagnostic imaging
Diffusion Tensor Imaging methods
White Matter diagnostic imaging
Subjects
Details
- Language :
- English
- ISSN :
- 1531-8249
- Volume :
- 80
- Issue :
- 4
- Database :
- MEDLINE
- Journal :
- Annals of neurology
- Publication Type :
- Academic Journal
- Accession number :
- 27518166
- Full Text :
- https://doi.org/10.1002/ana.24758