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Unconscious elevated bottom-up processing in depression: Insights from dynamic causal modeling with EEG and fMRI
Julia Schräder1, Thilo Kellermann2, Damin Kühn3
1Department of Psychiatry, Psychotherapy and Psychosomatics, Faculty of Medicine, RWTH Aachen, Aachen, Germany; JARA-Translational Brain Medicine, Aachen, Germany; Center for Computational Life Science, RWTH Aachen University, Germany.
Major depressive disorder (MDD) patients show distinct neural processing differences compared to healthy controls. EEG captures early bottom-up processing, while fMRI reveals impaired top-down regulation in MDD, impacting emotion processing.
Area of Science:
- Neuroscience
- Psychiatry
- Medical Imaging
Background:
- Simultaneous electroencephalography (EEG) and functional magnetic resonance imaging (fMRI) offer high temporal and spatial resolution for neural signaling.
- Major depressive disorder (MDD) is associated with altered fronto-limbic emotion regulation.
- Understanding these alterations is crucial for developing effective treatments.
Purpose of the Study:
- To investigate differences in neural processing and functional connectivity between MDD patients and healthy controls (HC).
- To differentiate the roles of EEG and fMRI in capturing bottom-up and top-down neurophysiological networks.
- To explore stimulus-related changes in unconscious and conscious emotional processing.
Main Methods:
- Sixty MDD patients and 66 HC underwent simultaneous EEG-fMRI during a priming task with emotional facial expressions.
- Dynamic causal modeling (DCM) analyzed effective connectivity between cortical (dorsolateral prefrontal cortex, fusiform gyrus) and subcortical (amygdala) regions.
- Models assessed stimulus-related changes in bottom-up and top-down neurophysiological networks for both conscious and unconscious processing.
Main Results:
- Bayesian model selection favored bottom-up processing models in EEG-DCM for both groups and conditions.
- fMRI-DCM showed mixed top-down/bottom-up models for HC, but predominantly bottom-up models for MDD.
- Amygdala activity influenced dorsolateral prefrontal cortex (DLPFC) activity differently across conscious and unconscious conditions in both groups.
Conclusions:
- EEG data primarily capture early, fast, bottom-up processing, while fMRI reflects both bottom-up and top-down regulation.
- Reduced DLPFC activity via bottom-up connectivity in early processing may impair top-down emotion regulation in MDD.
- These findings highlight distinct neural processing characteristics in MDD and the complementary roles of EEG and fMRI.
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