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Updated: Jul 15, 2026

Diffusion Tensor Magnetic Resonance Imaging in the Analysis of Neurodegenerative Diseases
Published on: July 28, 2013
Fractal dimension and white matter changes in multiple sclerosis
Francisco J Esteban1, Jorge Sepulcre, Nieves Vélez de Mendizábal
1Department of Experimental Biology, Systems Biology and Neurodynamics Unit, Faculty of Experimental and Health Sciences, University of Jaén, Campus Las Lagunillas s/n, 23071, Jaén, Spain. festeban@ujaen.es
Abstract:
The brain white matter (WM) in multiple sclerosis (MS) suffers visible and non-visible (normal-appearing WM (NAWM)) changes in conventional magnetic resonance (MR) images. The fractal dimension (FD) is a quantitative parameter that characterizes the morphometric variability of a complex object. Our aim was to assess the usefulness of FD analysis in the measurement of WM abnormalities in conventional MR images in patients with MS, particularly to detect NAWM changes. First, we took on a voxel-based morphometry approach optimized for MS to obtain the segmented brain. Then, the FD of the whole grey-white matter interface (WM border) and skeletonized WM was calculated in patients with MS and healthy controls. To assess the FD of the NAWM, we focused our analysis on single sections without lesions at the centrum semiovale level. We found that patients with MS had a significant decrease in the FD of the entire brain WM compared with healthy controls. Such a decrease of the FD was detected not only on MR image sections with MS lesions but also on single sections with NAWM. Taken together, the results showed that FD identifies changes in the brain of patients with MS, including in NAWM, even at an early phase of the disease. Thus, FD might become a useful marker of diffuse damage of the central nervous system in MS.
Insights
Fractal dimension (FD) analysis reveals decreased white matter complexity in multiple sclerosis (MS) patients, even in normal-appearing white matter (NAWM). This finding suggests FD is a sensitive marker for early diffuse brain damage in MS.
Area of Science:
- Neuroimaging
- Neurology
- Biophysics
Background:
- Multiple sclerosis (MS) causes visible and non-visible white matter (WM) changes.
- Normal-appearing white matter (NAWM) also shows abnormalities.
- Fractal dimension (FD) quantifies morphometric variability in complex structures.
Purpose of the Study:
- To evaluate FD analysis for measuring WM abnormalities in MS using conventional MRI.
- To specifically detect changes in NAWM.
Main Methods:
- Voxel-based morphometry optimized for MS to segment the brain.
- Calculation of FD for the WM-grey matter interface and skeletonized WM.
- Focused analysis of NAWM FD on lesion-free sections at the centrum semiovale level.
Main Results:
- MS patients exhibited significantly reduced whole brain WM FD compared to controls.
- Decreased FD was observed in both lesioned and NAWM areas.
- FD detected changes in NAWM, indicating early disease-phase alterations.
Conclusions:
- FD analysis is effective in identifying brain changes in MS patients, including NAWM.
- FD may serve as a valuable biomarker for diffuse central nervous system damage in early MS.
- FD offers a quantitative method to assess subtle WM abnormalities.
Related Concept Videos
Multiple Sclerosis l: Introduction
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