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Static and dynamic connectomics differentiate between depressed patients with and without suicidal ideation
Wei Liao1,2, Jiao Li1,2, Xujun Duan1,2
1MOE Key Laboratory for Neuroinformation, The Clinical Hospital of Chengdu Brain Science Institute, University of Electronic Science and Technology of China, Chengdu, 610054, People's Republic of China.
Brain connectome and dynome analysis differentiates suicidal ideation (SI) in depression. Combining static and dynamic brain network properties accurately identifies individuals with SI, offering potential diagnostic markers.
Area of Science:
- Neuroscience
- Psychiatry
- Computational Biology
Background:
- Suicidal ideation (SI) is linked to neural circuit dysfunction.
- The role of the brain's dynamic properties (dynome) in differentiating SI within depression remains unclear.
Purpose of the Study:
- To investigate differences in static and dynamic brain connectomics between depressed patients with and without SI.
- To assess the potential of connectomic features as diagnostic and predictive markers for SI severity.
Main Methods:
- Resting-state functional magnetic resonance imaging (fMRI) was used in depressed patients with SI (n=48), without SI (NSI, n=30), and healthy controls (HC, n=30).
- Static and dynamic connectomics were constructed using full-length time-series correlations and sliding window approaches, respectively.
- Temporal variability of dynamic connectomics was quantified via variance of topological properties.
Main Results:
- Both static and dynamic connectomic properties differentiated between SI and NSI groups.
- SI patients showed decreased static connectomic properties and increased dynamic connectomic properties compared to HC and NSI.
- Combined static and dynamic connectomic properties achieved 75% accuracy in differentiating SI from NSI and predicted SI severity (r=0.55).
Conclusions:
- Combining static and dynamic connectomic analyses provides a robust method for differentiating suicidal ideation in depression.
- These findings suggest that integrated brain connectome and dynome analysis could serve as a potential neuromarker for SI diagnosis and prediction.
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