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.
Authors
- Ahmed Toosy (ORCID: https://orcid.org/0000-0002-4441-3750)
- Fulvia Palesi (ORCID: https://orcid.org/0000-0001-5027-8770)
- Adnan Alahmadi (ORCID: https://orcid.org/0000-0002-2346-7717)
- Francesca Ravera (ORCID: https://orcid.org/0000-0003-4014-188X)
- Egidio D’Angelo (ORCID: https://orcid.org/0000-0002-6007-7187)
- Rebecca S. Samson (ORCID: https://orcid.org/0000-0002-0197-702X)
- Roberta Lorenzi (ORCID: https://orcid.org/0000-0003-2034-118X)
- Gökçe Korkmaz (ORCID: https://orcid.org/0000-0002-8511-1804)
- Claudia Gandini Wheeler Kingshott
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