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Updated: Oct 14, 2025

Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
Short- and Long-Term Functional Connectivity Differences Associated with Alzheimer's Disease Progression
Jaime D Mondragón1,2, Ramesh Marapin1, Peter Paul De Deyn1,2,3
1Department of Neurology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
Patients with amnestic mild cognitive impairment (aMCI) who progress to Alzheimer's disease (AD) show distinct functional connectivity (FC) patterns, particularly in the default mode and salience networks, over long-term follow-up.
Area of Science:
- Neuroscience
- Medical Imaging
- Cognitive Neurology
Background:
- Alzheimer's disease (AD) progression from amnestic mild cognitive impairment (aMCI) varies significantly.
- Previous functional connectivity (FC) studies had short follow-up periods, limiting insights into long-term AD progression.
- Identifying biomarkers for progression is crucial for early intervention.
Purpose of the Study:
- To investigate long-term functional connectivity (FC) differences between stable (sMCI) and progressive (pMCI) aMCI patients.
- To determine if FC patterns can predict progression from aMCI to AD over extended periods.
- To analyze cognitive changes in relation to FC alterations over time.
Main Methods:
- Utilized resting-state fMRI data from 79 aMCI participants in the Alzheimer's Disease Neuroimaging Initiative (ADNI) database with up to 48-month follow-up.
- Assessed FC using the CONN toolbox, employing local correlation and group independent component analysis to compare regional and between-network connectivity.
- Compared FC and cognitive profiles between sMCI and pMCI groups using two-sample and paired t-tests.
Main Results:
- 19 out of 79 aMCI patients progressed to AD (pMCI), while 66 remained stable (sMCI).
- Significant differences in cognitive profiles and between-network FC were observed between sMCI and pMCI groups.
- The default mode network (DMN) and salience network (SN) exhibited consistent FC differences between groups across multiple time points.
Conclusions:
- Stable and progressive aMCI patients exhibit distinct cognitive and functional connectivity (FC) profiles.
- Cognitive decline was primarily observed in the progressive aMCI (pMCI) group over time.
- The DMN and SN are key networks showing altered FC, differentiating sMCI from pMCI patients long-term.
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