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Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
Directed Functional Brain Connectivity is Altered in Sub-threshold Amyloid-β Accumulation in Cognitively Normal
Mite Mijalkov1, Dániel Veréb1, Anna Canal-Garcia1
1Neuro Division, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
Directed functional connectivity reveals subtle brain network changes in individuals with early amyloid-beta (Aβ) accumulation, even below clinical thresholds. These network alterations may serve as early biomarkers for Alzheimer
Area of Science:
- Neuroscience
- Biomarkers
- Alzheimer's Disease Research
Background:
- Amyloid-beta (Aβ) deposition below clinical thresholds is linked to cognitive changes and increased Alzheimer's disease (AD) risk.
- Functional MRI (fMRI) detects early AD alterations, but sub-threshold Aβ changes haven't been linked to functional connectivity.
- Early detection of AD pathology is crucial for timely intervention.
Purpose of the Study:
- To apply directed functional connectivity to identify early network function changes in cognitively unimpaired individuals with sub-threshold Aβ accumulation.
- To investigate if network properties can detect preclinical AD pathology.
- To explore the relationship between Aβ accumulation, network function, and cognitive performance.
Main Methods:
- Analysis of baseline fMRI data from 113 cognitively unimpaired participants from the Alzheimer's Disease Neuroimaging Initiative (ADNI) cohort.
- Classification of participants into Aβ- non-accumulators, Aβ- accumulators, and Aβ+ accumulators based on longitudinal 18F-florbetapir-PET data.
- Calculation of whole-brain directed functional connectivity networks using an anti-symmetric correlation method and evaluation of global/nodal properties (clustering coefficient, global efficiency).
Main Results:
- Aβ- accumulators showed a lower global clustering coefficient compared to Aβ- non-accumulators.
- Aβ+ accumulators exhibited reduced global efficiency and clustering coefficient, particularly in the superior frontal gyrus, anterior cingulate cortex, and caudate nucleus.
- In Aβ- accumulators, network measures correlated with baseline PET uptake and cognitive scores (Modified Preclinical Alzheimer Cognitive Composite).
Conclusions:
- Directed functional connectivity network properties are sensitive to subtle changes associated with very early Aβ accumulation, preceding clinical thresholds.
- These network properties show potential as viable biomarkers for detecting the downstream effects of preclinical AD pathology.
- Findings highlight the utility of network analysis in understanding early neurobiological changes in Alzheimer's disease.
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