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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
Longitudinal changes in subcortical functional connectivity during Alzheimer's disease progression
Sunghun Kim1, Sewook Oh2, Hyunjin Park2
1Department of Brain and Cognitive Engineering, Korea University, Seoul, Republic of Korea; BK21 Four Institute of Precision Public Health, Seoul, Republic of Korea.
Alzheimer's disease (AD) shows altered brain connectivity. This study tracks individual changes in subcortico-cortical functional connectivity (FC) in cognitive impairment (CI), linking it to memory and executive function decline.
Area of Science:
- Neuroscience
- Cognitive Science
- Medical Imaging
Background:
- Human cognition depends on integrated neural networks connecting the cortex and subcortical structures.
- Alterations in functional connectivity (FC) between cortical and subcortical regions are implicated in Alzheimer's disease (AD) symptoms.
- An individualized, longitudinal framework for subcortico-cortical FC deviations in brain aging is lacking.
Purpose of the Study:
- To develop and apply a normative modeling approach for characterizing subcortico-cortical FC trajectories across the adult lifespan.
- To quantify individual deviations in subcortico-cortical FC in individuals with cognitive impairment (CI) relative to normative aging.
- To examine the longitudinal relationship between FC changes and cognitive decline in CI.
Main Methods:
- Leveraged large-scale longitudinal neuroimaging datasets.
- Applied normative modeling to establish brain aging trajectories.
- Quantified individual FC deviations using centile scores and tracked longitudinal changes.
- Correlated FC changes with clinical measures of episodic memory, executive function, and language.
Main Results:
- Individuals with CI exhibited widespread decreases in subcortico-cortical FC, contrasting with normal aging patterns.
- The limbic network showed divergent FC patterns in CI compared to normative aging.
- These FC alterations were significantly associated with declines in memory and executive functions.
Conclusions:
- The findings advance understanding of AD-related connectopathy and provide a framework for profiling individualized FC changes in CI.
- This approach can inform individualized prognosis and targeted interventions for cognitive impairment.
- Subcortico-cortical FC deviations offer potential biomarkers for tracking disease progression and treatment response.
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