Integrating effective and functional connectivity shows disrupted oscillatory and causal dynamics in multiple sclerosis

Motivation: Functional connectivity depends on brain oscillations providing a statistical indirect evaluation of the underlying neuronal activity. Goal(s): We aim at integrating functional connectivity with effective connectivity, which directly measures neuronal activity driving causal relations between brain regions. Approach: We used spectral Dynamic Causal Modeling to derive the effective connectivity, and assessed its relation with functional connectivity in healthy participants and multiple sclerosis patients. Results: The coupling between effective and functional connectivity revealed an inverted correlation in motor and visual-to-motor pathways between groups. In healthy participants, information flow was causal-driven, whereas it shifted to oscillation-driven dynamics in multiple sclerosis. Impact: Integrating effective and functional connectivity detects shifts between causal-driven and oscillation-driven dynamics in physiological and pathological conditions. This novel approach offers an opportunity to develop rehabilitation protocols based on the interplay between neuronal activity and brain oscillations.

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Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2025-09-16
DOI
https://doi.org/10.58530/2025/1568
Primary Topic
Molecular Communication and Nanonetworks
Type
article
Field-Weighted Citation Impact
0.00
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article

Integrating effective and functional connectivity shows disrupted oscillatory and causal dynamics in multiple sclerosis

Ahmed Toosy, Fulvia Palesi, Adnan Alahmadi, Francesca Ravera et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Molecular Communication and Nanonetworks
article

Integrating effective and functional connectivity shows disrupted oscillatory and causal dynamics in multiple sclerosis

Ahmed Toosy, Fulvia Palesi, Adnan Alahmadi, Francesca Ravera, Egidio D’Angelo, Rebecca S. Samson, Roberta Lorenzi, Gökçe Korkmaz, Claudia Gandini Wheeler Kingshott
article en

Abstract

Motivation: Functional connectivity depends on brain oscillations providing a statistical indirect evaluation of the underlying neuronal activity. Goal(s): We aim at integrating functional connectivity with effective connectivity, which directly measures neuronal activity driving causal relations between brain regions. Approach: We used spectral Dynamic Causal Modeling to derive the effective connectivity, and assessed its relation with functional connectivity in healthy participants and multiple sclerosis patients. Results: The coupling between effective and functional connectivity revealed an inverted correlation in motor and visual-to-motor pathways between groups. In healthy participants, information flow was causal-driven, whereas it shifted to oscillation-driven dynamics in multiple sclerosis. Impact: Integrating effective and functional connectivity detects shifts between causal-driven and oscillation-driven dynamics in physiological and pathological conditions. This novel approach offers an opportunity to develop rehabilitation protocols based on the interplay between neuronal activity and brain oscillations.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 76%
Molecular Communication and Nanonetworks
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