Altered gray matter structural covariance networks in postpartum depression: a graph theoretical analysis
Yuna Li1, Tongpeng Chu1, Kaili Che1
1Department of Radiology, Yantai Yuhuangding Hospital, Qingdao University, Yantai, Shandong 264000, P.R. China.
Journal of Affective Disorders
|June 30, 2021
Summary
Postpartum depression (PPD) alters brain network organization, showing increased small-worldness and local efficiency. These findings suggest PPD is a systems-level brain disorder.
Area of Science:
- Neuroscience
- Psychiatry
- Systems Biology
Background:
- Postpartum depression (PPD) is a significant global mental health issue.
- Current understanding of brain structural covariance network alterations in PPD is limited.
- This study explores the topographical organization of brain networks in PPD patients.
Purpose of the Study:
- To investigate alterations in brain structural covariance networks in patients with postpartum depression.
- To utilize graph theoretical analysis to characterize these network changes.
- To identify specific network properties and hub regions affected by PPD.
Main Methods:
- Acquired high-resolution 3D T1 structural images from 21 PPD patients and 18 healthy controls.
- Constructed whole-brain structural covariance networks using cortical thickness and Pearson correlation coefficients.
- Analyzed topological properties (small-worldness, efficiency, centrality) using graph theory and Network-based statistic (NBS).
Main Results:
- PPD and control groups exhibited small-worldness, more pronounced in PPD.
- PPD group showed increased local network efficiency.
- Identified distinct hub nodes and two disrupted subnetworks in PPD, involving cognitive-control, visual, and default mode networks.
Conclusions:
- Postpartum depression is associated with significant alterations in brain structural covariance network topology.
- Findings support the view of PPD as a systems-level disorder affecting brain organization.
- Characterization of network disruptions provides insights into the neurobiological underpinnings of PPD.


