Abnormal Dynamic Functional Network Connectivity Estimated from Default Mode Network Predicts Symptom Severity in
Mohammad S E Sendi1,2,3, Elaheh Zendehrouh4, Jing Sui3,5,6,7
1Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, USA.
Major depressive disorder (MDD) shows altered dynamic functional network connectivity (dFNC) in the default mode network (DMN). Specific connectivity changes in the anterior cingulate cortex (ACC) and between the precuneus (PCu) and posterior cingulate cortex (PCC) are linked to MDD symptom severity.
Area of Science:
- Neuroscience
- Psychiatry
- Medical Imaging
Background:
- Major depressive disorder (MDD) is characterized by persistent sadness and anhedonia.
- The default mode network (DMN) exhibits altered static functional network connectivity (FNC) in MDD.
- Previous research has not fully explored the dynamic connectivity within the DMN in MDD.
Purpose of the Study:
- To investigate dynamic functional network connectivity (dFNC) within the DMN subnodes in a large cohort of MDD patients.
- To compare dFNC patterns between MDD patients and healthy controls (HCs).
- To explore the relationship between dFNC abnormalities and MDD symptom severity.
Main Methods:
- Analysis of resting-state fMRI data from 262 MDD patients and 277 HCs.
- Estimation of dFNCs for seven DMN subnodes using a sliding window approach.
- Clustering of dFNCs into five brain states and classification using logistic regression.
Main Results:
- Disrupted DMN connectivity patterns were observed in MDD patients compared to HCs.
- MDD subjects showed stronger anterior cingulate cortex (ACC) connectivity and weaker connectivity between the precuneus (PCu) and posterior cingulate cortex (PCC).
- MDD patients exhibited altered state transition probabilities, with a higher likelihood of transitioning from weaker to stronger ACC connectivity, associated with symptom severity.
Conclusions:
- This study provides novel evidence of abnormal time-varying DMN configuration in MDD.
- Altered dFNC within the DMN, particularly involving the ACC, PCu, and PCC, is linked to MDD.
- These findings suggest potential biomarkers for future MDD interventions.
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