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Updated: Aug 15, 2026

Automated Segmentation of Cortical Grey Matter from T1-Weighted MRI Images
Published on: January 7, 2019
Regional grey matter microstructural changes and volume loss according to disease duration in multiple sclerosis
Elisabeth Solana1, Eloy Martinez-Heras2, Victor Montal3,4
1Center of Neuroimmunology, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain. elisabeth.solana@idibaps.org.
Abstract:
The spatio-temporal characteristics of grey matter (GM) impairment in multiple sclerosis (MS) are poorly understood. We used a new surface-based diffusion MRI processing tool to investigate regional modifications of microstructure, and we quantified volume loss in GM in a cohort of patients with MS classified into three groups according to disease duration. Additionally, we investigated the relationship between GM changes with disease severity. We studied 54 healthy controls and 247 MS patients classified regarding disease duration: MS1 (less than 5 years, n = 67); MS2 (5-15 years, n = 107); and MS3 (more than15 years, n = 73). We compared GM mean diffusivity (MD), fractional anisotropy (FA) and volume between groups, and estimated their clinical associations. Regional modifications in diffusion measures (MD and FA) and volume did not overlap early in the disease, and became widespread in later phases. We found higher MD in MS1 group, mainly in the temporal cortex, and volume reduction in deep GM and left precuneus. Additional MD changes were evident in cingulate and occipital cortices in the MS2 group, coupled to volume reductions in deep GM and parietal and frontal poles. Changes in MD and volume extended to more than 80% of regions in MS3 group. Conversely, increments in FA, with very low effect size, were observed in the parietal cortex and thalamus in MS1 and MS2 groups, and extended to the frontal lobe in the later group. MD and GM changes were associated with white matter lesion load and with physical and cognitive disability. Microstructural integrity loss and atrophy present differential spatial predominance early in MS and accrual over time, probably due to distinct pathogenic mechanisms that underlie tissue damage.
Insights
Grey matter (GM) changes in multiple sclerosis (MS) progress over time, with distinct microstructural and volume alterations appearing early and becoming widespread in later disease stages, correlating with disability.
Area of Science:
- Neuroimaging
- Neurology
- Medical Physics
Background:
- Grey matter (GM) impairment in multiple sclerosis (MS) has poorly understood spatio-temporal characteristics.
- Diffusion MRI and surface-based analysis offer novel approaches to investigate GM changes.
Purpose of the Study:
- To investigate regional microstructural and volume modifications in GM in MS patients across different disease durations.
- To explore the relationship between GM changes and disease severity.
Main Methods:
- Utilized a surface-based diffusion MRI processing tool on 54 healthy controls and 247 MS patients (classified into MS1, MS2, MS3 based on disease duration).
- Compared GM mean diffusivity (MD), fractional anisotropy (FA), and volume between groups.
- Assessed clinical associations of GM changes with white matter lesion load and disability.
Main Results:
- Regional diffusion (MD, FA) and volume changes showed no overlap early in MS but became widespread later.
- Higher MD was observed in the MS1 group (temporal cortex), with volume loss in deep GM and left precuneus.
- MS2 and MS3 groups exhibited progressive increases in MD and volume loss across more brain regions, with minor FA increases in specific areas.
- GM alterations correlated with white matter lesion load and physical/cognitive disability.
Conclusions:
- Microstructural integrity loss and atrophy in MS exhibit differential spatial patterns early on, accumulating over time.
- Distinct pathogenic mechanisms likely underlie the observed tissue damage progression in MS.
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