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Updated: Mar 29, 2026

Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
A Winding Road: Alzheimer's Disease Increases Circuitous Functional Connectivity Pathways.
John Suckling1, Tiago Simas2, Shayanti Chattopadhyay2
1Department of Psychiatry, University of Cambridge Cambridge, UK ; Cambridge and Peterborough Foundation NHS Trust Cambridge, UK ; MRC/Wellcome Trust Behavioural and Clinical Neuroscience Institute, University of Cambridge Cambridge, UK.
This study reveals that Alzheimer's disease (AD) involves increased indirect brain connectivity, detectable by analyzing all functional connections, not just the strongest. This finding refines our understanding of AD's neurobiological underpinnings.
Area of Science:
- Neuroimaging
- Neuroscience
- Medical Imaging
Background:
- Alzheimer's disease (AD) is characterized by cerebral atrophy.
- Functional connectivity analysis of brain signals is emerging for AD research.
- Current methods often overlook weaker brain connections.
Purpose of the Study:
- To investigate functional connectivity in mild-to-moderate Alzheimer's disease (AD).
- To compare brain connectivity patterns between AD patients and controls.
- To explore the impact of including all connection strengths, including weaker ones, in the analysis.
Main Methods:
- Used blood-oxygen-level dependent (BOLD) functional MRI during resting wakefulness.
- Included all positive functional connectivities, regardless of strength.
- Calculated transitive closures to classify connections as direct or indirect.
- Compared patients with mild-to-moderate AD (N=11) and controls (N=12).
Main Results:
- Observed significant differences in the proportion of indirect brain pathways between AD patients and controls.
- Found broadly increased indirect connectivity across greater spatial distances in AD.
- Demonstrated greater between-subject topological variance in indirect pathways for AD patients.
Conclusions:
- The characterization of AD as a disconnection syndrome is refined.
- Increased indirect functional pathways may compensate for impaired direct links in AD.
- Analyzing the full spectrum of connection strengths is crucial for detecting subtle AD-related brain changes.
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