ArticleJournal of neurology2020
Patterns of regional brain volume loss in multiple sclerosis: a cluster analysis.
Article in Journal of neurology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Toward the Search for Clinical and Cognitive Variables that Affect Employment in LATAM: a Multicenter Study.Journal of occupational rehabilitation · 2026Article
- Differences in the Neural Substrate for Physical and Mental Quality of Life in Patients With Multiple Sclerosis.Brain and behavior · 2025Article
- Deep learning-driven MRI for accurate brain volumetry in murine models of neurodegenerative diseases.Frontiers in neuroscience · 2025Article
- A systematic literature review of the association between global brain atrophy and the Expanded Disability Status Scale score in people with multiple sclerosis.Therapeutic advances in neurological disorders · 2025Review
- Brain volume loss in Japanese patients with multiple sclerosis is present in the early to middle stage of the disease.Heliyon · 2024Article
- Cranial volume measurement with artificial intelligence and cognitive scales in patients with clinically isolated syndrome.Frontiers in neurology · 2024Article
- Article
- Analysis of Publication Activity and Research Trends in the Field of AI Medical Applications: Network Approach.International journal of environmental research and public health · 2023Article
- Patterns of brain atrophy in recently-diagnosed relapsing-remitting multiple sclerosis.PloS one · 2023Article
- Patterns of cortical grey matter thickness reduction in multiple sclerosis.Brain and behavior · 2021Article
- Number of MRI T1-hypointensity corrected by T2/FLAIR lesion volume indicates clinical severity in patients with multiple sclerosis.PloS one · 2020Article
- Usefulness of two-dimensional measurements for the evaluation of brain volume and disability in multiple sclerosis.Multiple sclerosis journal - experimental, translational and clinicalArticle
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
objectivesAlthough whole and individual regional brain volume loss have been separately reported to correlate with disability in multiple sclerosis (MS), hierarchical cluster analyses of the whole and regional brain to find their pattern in MS are few.
methodsWe cross-sectionally conducted high-resolution, T1-weighted volumetric MRI examinations in 75 MS patients and 21 healthy controls (HCs) to measure the volumes of whole brain and a total of 56 brain regions of interest. Using a hierarchical cluster analysis with multivariate imaging data, we classified the patients into clusters according to their brain-volume patterns. Principal component analysis was also applied. Clinical features and brain volumes were then compared among the MS clusters.
resultsThe MS patients were categorized into three major clusters (Clusters 1, 2, and 3) with increasing disability in that order. Principal component analysis also identified Clusters 1, 2 and 3. Whole brain volume and supratentorial regional brain volumes, including thalamus and corpus callosum, decreased severely in Cluster 3 and moderately in Cluster 2, while equally preserved in Cluster 1 and the HCs. Only the volumes of the ventral diencephalon and T1 white matter hypointensities significantly differed in Clusters 1, 2 and 3 and HCs. In contrast, the volumes of the cerebellar cortex and brainstem were significantly different between Clusters 3 and 1, whereas there were no significant differences between Clusters 1 and 2 and Clusters 2 and 3.
conclusionWe identified brain regions that exhibit different degree of atrophy in a background of global brain atrophy in MS.
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