Related Experiment Video
Updated: Jan 14, 2026

08:43
Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
8.4K
Structure-function coupling using fixel-based analysis and functional magnetic resonance imaging in Alzheimer's
Charly Hugo Alexandre Billaud1, Junhong Yu1,
1Nanyang Technological University, Psychology, School of Social Sciences, 48 Nanyang Avenue, Singapore.
Network Neuroscience (Cambridge, Mass.)
|October 24, 2025
Summary
Altered structural and functional brain connectivity (SC-FC coupling) is linked to cognitive decline in aging and neurodegenerative diseases. New fixel-based analysis reveals specific connectivity patterns, particularly fiber density (FD)-FC coupling, associated with cognitive function.
Area of Science:
- Neuroimaging
- Neuroscience
- Brain Connectivity
Background:
- Functional MRI (fMRI) and diffusion-weighted imaging (DWI) are used to study structural connectivity (SC) and functional connectivity (FC) coupling.
- Disruptions in SC-FC coupling are observed in mild cognitive impairment (MCI) and Alzheimer's disease (AD), correlating with cognitive decline.
- Traditional DWI methods for SC lack fiber-specific information, limiting detailed analysis.
Purpose of the Study:
- To investigate different types of fixel-based SC-FC coupling using advanced DWI analysis.
- To examine the relationship between these coupling measures and cognitive function in an aging cohort.
- To compare coupling patterns across controls, MCI, and AD participants.
Main Methods:
- Utilized data from 392 participants (controls, MCI, AD) from the ADNI study.
- Constructed structural connectomes using fixel metrics: fiber density (FD), fiber-bundle cross-section log (FDC).
- Calculated SC-FC coupling at network, edge, and node levels for each SC metric, analyzing the default mode network (DMN).
Main Results:
- Observed overall DMN, node-, and edge-specific SC-FC coupling differences across SC measures and diagnostic groups.
- Found significant associations between DMN nodal coupling and cognitive measures (Mini-Mental Status Examination, verbal memory).
- Fiber density (FD)-FC and FDC-FC coupling within the DMN were particularly linked to cognitive performance.
Conclusions:
- Different types of fixel-based SC-FC coupling alterations are present across the neurocognitive aging spectrum.
- FD-FC and FDC-FC coupling within the DMN are associated with cognitive functioning.
- Fixel-based analysis provides a more detailed understanding of SC-FC coupling in aging and neurodegenerative conditions.

