ArticleJournal of neurology2024
Identifying and understanding cognitive profiles in multiple sclerosis: a role for visuospatial memory functioning.
Article in Journal of neurology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.
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Who cites it
7 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Comparing cognitive impairment using MACFIMS in patients with multiple sclerosis and healthy controls: a systematic review and meta-analysis.BMC neurology · 2024Pooled it
- Examining the Impact of Perceived and Objective Cognitive Function on Social Participation in Individuals With Multiple Sclerosis.Archives of physical medicine and rehabilitation · 2026Article
- Evolution of Cortical Lesions and Function-Specific Cognitive Decline in People With Multiple Sclerosis.Neurology · 2025Article
- Cognitive impairment, mood, and fatigue in various multiple sclerosis subtypes: a one-year follow-up study.Journal of neurology · 2025Article
- Identifying neuropsychological phenotypes in multiple sclerosis using latent profile analysis.European journal of neurology · 2025Article
- The influence of information processing speed on memory processes in patients with relapsing-remitting and primary progressive multiple sclerosis.Scientific reports · 2025Article
- Task-induced 1/f slope modulation as a paradigm-independent marker of cognitive control in multiple sclerosis.Imaging neuroscience (Cambridge, Mass.) · 2025Article
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe heterogeneous nature of cognitive impairment in people with multiple sclerosis (PwMS) hampers understanding of the underlying mechanisms and developing patient-tailored interventions. We aim to identify and classify cognitive profiles in PwMS, comparing these to cognitive status (preserved versus impaired).
methodsWe included 1213 PwMS (72% female, age 45.4 ± 10.7 years, 83% relapsing-remitting MS). Cognitive test scores were converted to Z-scores compared to healthy controls for the functions: attention, inhibition, information processing speed (IPS), verbal fluency and verbal/visuospatial memory. Concerning cognitive status, impaired cognition (CI) was defined as performing at Z ≤ - 1.5 SD on ≥ 2 functions. Cognitive profiles were constructed using latent profile analysis on all cognitive functions. Cognitive profiles or status was classified using gradient boosting decision trees, providing the importance of each feature (demographics, clinical, cognitive and psychological functioning) for the overall classification.
resultsSix profiles were identified, showing variations in overall performance and specific deficits (attention, inhibition, IPS, verbal fluency, verbal memory and visuospatial memory). Across the profiles, IPS was the most impaired function (%CI most preserved profile, Profile 1 = 22.4%; %CI most impaired profile, Profile 6 = 76.6%). Cognitive impairment varied from 11.8% in Profile 1 to 95.3% in Profile 6. Of all cognitive functions, visuospatial memory was most important in classifying profiles and IPS the least (area under the curve (AUC) = 0.910). For cognitive status, IPS was the most important classifier (AUC = 0.997).
conclusionsThis study demonstrated that cognitive heterogeneity in MS reflects a continuum of cognitive severity, distinguishable by distinct cognitive profiles, primarily explained by variations in visuospatial memory functioning.
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