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Published on: August 11, 2015
Aberrant Dynamic Functional Network Connectivity and Graph Properties in Major Depressive Disorder.
Dongmei Zhi1,2, Vince D Calhoun3,4, Luxian Lv5,6
1Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China.
Major depressive disorder (MDD) is linked to altered dynamic functional brain connectivity. MDD patients exhibit distinct network states, spending more time in weakly-connected states associated with self-focused thought, impacting cognitive function.
Area of Science:
- Neuroscience
- Psychiatry
- Medical Imaging
Background:
- Major depressive disorder (MDD) is a complex mood disorder with known abnormalities in large-scale brain networks.
- Previous research primarily focused on static functional connectivity, overlooking the dynamic nature of brain activity in MDD.
Purpose of the Study:
- To investigate the disrupted topological organization of dynamic functional network connectivity (dFNC) in MDD using graph theory.
- To explore the relationship between altered dFNC, depressive symptom severity, and cognitive performance in a Chinese population.
Main Methods:
- Utilized resting-state functional magnetic resonance imaging (fMRI) data from 182 MDD patients and 218 healthy controls.
- Applied group information guided independent component analysis (GIG-ICA) and a sliding window method with k-means clustering to estimate dFNC.
- Calculated network properties (global efficiency, local efficiency, node strength, harmonic centrality) for each subject.
Main Results:
- Identified five dynamic functional states, with three showing significant group differences in occurrence.
- MDD patients spent more time in a weakly-connected state (State 2) associated with self-focused thinking.
- Observed altered functional connectivity within prefrontal, sensorimotor, and cerebellum networks in MDD, alongside reduced harmonic centrality in specific brain regions.
Conclusions:
- This study provides novel evidence for aberrant time-varying brain activity and network disruptions in MDD within a Chinese population.
- Disrupted dynamic functional network connectivity is associated with depressive symptom severity and cognitive impairments in MDD.
- Findings highlight the importance of considering dynamic network alterations in understanding the neurobiology of MDD.
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