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Effective Connectivity for Default Mode Network Analysis of Alcoholism
Danish M Khan1,2, Nidal Kamel1, Mustapha Muzaimi3
1Centre for Intelligent Signal & Imaging Research (CISIR), Electrical & Electronic Engineering Department, Universiti Teknologi PETRONAS, Bandar Seri Iskandar, Malaysia.
Brain Connectivity
|August 27, 2020
Summary
Electroencephalography (EEG) reveals altered brain connectivity in the default mode network (DMN) in individuals with alcoholism. These changes correlate with cognitive and attention deficits, offering insights into alcohol
Area of Science:
- Neuroscience
- Neuroimaging
- Brain Connectivity
Background:
- Functional magnetic resonance imaging (fMRI) has limitations in studying fast neural processes due to low temporal resolution.
- Electroencephalography (EEG) offers high temporal resolution, making it suitable for analyzing rapid brain activity.
- The default mode network (DMN) is crucial for cognitive functions and is implicated in alcoholism.
Purpose of the Study:
- To estimate effective connectivity within the DMN using EEG in individuals with alcoholism and healthy controls.
- To investigate the causal effects within the DMN and their correlation with alcoholism-related symptoms.
Main Methods:
- Collected EEG data from 20 subjects with alcoholism and 25 healthy controls.
- Utilized the Partial Directed Coherence algorithm to derive the DMN's effective connectivity diagram.
- Analyzed variations in causal effects within the DMN between the two groups.
Main Results:
- The effective connectivity diagram revealed unidirectional causal effects within the DMN.
- Significant differences in causal effects were observed between alcoholic and control subjects.
- These connectivity variations correlated with cognitive impairments, memory deficits, and attention deficiencies in alcoholics.
Conclusions:
- EEG-based effective connectivity analysis of the DMN highlights alcohol's impact on brain function.
- Identified causal differences provide insights into how alcohol affects cognitive and executive functions.
- Findings suggest potential for improved treatment strategies for alcohol use disorder.
Keywords:
Granger causalityalcoholismbrain effective connectivitydefault mode networkpartial directed coherenceresting-state networkMore Related Videos
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