Related Experiment Video
Updated: May 5, 2026

14:27
Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
Published on: June 26, 2013
15.8K
Neuroimaging phenotype characterization of early aggressive and late severe multiple sclerosis: a case-control study
Robert Zivadinov1,2, Niels Bergsland1, Alexander Bartnik1
1Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY 14203, USA.
Brain Communications
|July 10, 2025
Summary
Severe multiple sclerosis has two types: early aggressive and late severe. Neuroimaging reveals distinct patterns, with lesion burden and thalamic atrophy differentiating early aggressive forms, while spinal cord and cortical atrophy are key in late severe forms.
Area of Science:
- Neurology
- Neuroimaging
- Multiple Sclerosis Research
Background:
- A subset of multiple sclerosis (MS) patients exhibits severe disease progression.
- Severe MS can manifest in two distinct temporal disability trajectories: early aggressive and late severe.
- Defining severe MS remains challenging, impacting treatment strategies and prognostication.
Purpose of the Study:
- To investigate and compare neuroimaging phenotypes between early aggressive MS and late severe MS.
- To identify specific MRI markers associated with disability progression in severe MS subtypes.
- To differentiate neuroimaging characteristics of severe MS from non-severe MS and healthy controls.
Main Methods:
- Retrospective analysis of the 16-year Biomarker Understanding for Future Findings and Advancements for Long-term Outcomes in Multiple Sclerosis (BUFALO-MS) database.
- Inclusion of 86 early aggressive MS, 368 late severe MS patients, and matched controls (non-aggressive MS, non-severe MS, and neurologically healthy individuals).
- Propensity score matching used for demographic and imaging protocol variables; comprehensive MRI analysis including lesion load and brain/spinal cord volumes.
Main Results:
- All MS patients showed worse MRI outcomes than healthy controls.
- Early aggressive MS was distinguished by higher T2 hyperintense lesion burden and thalamic atrophy.
- Late severe MS was characterized by spinal cord and cortical atrophy; disability correlated with spinal cord atrophy, cortical lesions, and thalamic atrophy.
Conclusions:
- Early and late severe MS share common grey matter pathology.
- Neuroimaging reveals distinct patterns: lesion burden, cortical, and thalamic changes in early aggressive MS.
- Spinal cord, cortical, and thalamic changes are critical in late severe MS, correlating with disability.

