Convergent and divergent functional connectivity patterns in schizophrenia and depression
Yang Yu1, Hui Shen, Ling-Li Zeng
1College of Mechatronics and Automation, National University of Defense Technology, Changsha, Hunan, China.
Major depression and schizophrenia share behavioral symptoms due to altered brain connections, particularly in the default mode network and cerebellum. The prefrontal cortex and affective network may help distinguish between these serious psychiatric disorders.
Area of Science:
- Neuroscience
- Psychiatry
- Medical Imaging
Background:
- Major depression and schizophrenia are severe psychiatric conditions with overlapping behavioral symptoms.
- The underlying pathological mechanisms and potential neural convergences remain unclear.
Purpose of the Study:
- To investigate whole-brain resting-state functional connectivity in major depression and schizophrenia using multivariate pattern analysis.
- To identify common and distinct neural correlates of these disorders.
Main Methods:
- Resting-state functional MRI scans were acquired from 32 schizophrenia patients, 19 major depressive disorder patients, and 38 healthy controls.
- Multivariate pattern analysis, employing a support vector machine with intrinsic discriminant analysis, was used for classification.
Main Results:
- An overall correct classification rate of 80.9% was achieved using leave-one-out cross-validation.
- Both patient groups exhibited altered functional connections in the medial prefrontal cortex, anterior cingulate cortex, thalamus, hippocampus, and cerebellum.
- Distinct alterations were observed in the prefrontal cortex, amygdala, and temporal poles between major depression and schizophrenia.
Conclusions:
- Altered functional connectivity within or across the default mode network and cerebellum may explain shared behavioral symptoms.
- Prefrontal cortex and affective network connectivity show potential as biomarkers for differentiating major depression and schizophrenia.
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