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Different Modular Organization Between Early Onset and Late Onset Depression: A Study Base on Granger Causality
Naikeng Mai1, Yujie Wu2, Xiaomei Zhong3
1Department of Neurology, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangdong, China.
Brain functional networks differ in early-onset depression (EOD) and late-onset depression (LOD), despite similar symptoms. This study reveals distinct modular organization in EOD versus LOD, suggesting different underlying brain pathologies.
Area of Science:
- Neuroscience
- Brain Imaging
- Psychiatry
Background:
- Brain modular organization reflects neural activity patterns, which can differ in various disease states.
- Early-onset depression (EOD) and late-onset depression (LOD) share clinical symptoms but have distinct prognoses and treatments.
- Understanding the modular organization of EOD and LOD may elucidate their unique pathogenetic mechanisms.
Purpose of the Study:
- To investigate and compare the functional brain network modularity in patients with EOD and LOD.
- To identify potential differences in brain network organization that could explain varying clinical features and treatment responses.
Main Methods:
- Functional magnetic resonance imaging (fMRI) was performed on 82 patients (40 EOD, 42 LOD) and 90 healthy controls.
- Granger causality analysis was used to construct functional networks, followed by modularity, normalized mutual information (NMI), and Phi coefficient analyses.
- Cognitive functions including memory, executive function, and processing speed were assessed.
Main Results:
- Functional modularity analysis revealed significant differences among the three groups (EOD, LOD, controls) (P < 0.03).
- Normalized mutual information (NMI) analysis confirmed distinct network partitions between EOD and LOD (P < 0.02).
- The polar frontal cortex and dorsal stream visual cortex were identified as potentially specific nodes differentiating EOD and LOD modular assignments.
Conclusions:
- This study demonstrates significant differences in functional modularity and network partition between EOD and LOD within Granger causality networks.
- These findings support the hypothesis that EOD and LOD are associated with distinct underlying neuropathological changes.
- The identified differences in brain network organization may contribute to understanding the varied clinical trajectories and treatment outcomes in EOD and LOD.
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