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Updated: Jan 16, 2026

Author Spotlight: Advancing the Study of Brain-Heart Interplay with a Comprehensive EEGLAB Plugin for Multimodal Signal Analysis
Published on: April 26, 2024
Abnormal nonlinear Brain-Heart interactions in major depressive disorder: Evidence from Resting-State EEG and ECG
Han Zhang1, Hongliang Zhou2, Qian Liao1
1School of Biological Sciences & Medical Engineering, Southeast University, Nanjing 211189, China; Child Development and Learning Science, Key Laboratory of Ministry of Education, Nanjing 211189, China.
Objective:
Major depressive disorder (MDD) disrupts the interactions between the brain and heart, yet the underlying mechanisms remain poorly understood. This study aims to investigate the abnormal nonlinear brain-heart interactions in MDD from a nonlinear perspective.
Method:
Resting-state EEG and ECG signals were recorded from 38 MDD patients and 32 healthy controls. Convergent cross mapping (CCM) was used to explore the bidirectional interactions between EEG oscillations and heart rate variability (HRV). Pearson correlation assessed the relationship between abnormal brain-heart interactions and clinical symptoms. Feature ranking identified the key brain-heart interactions features for MDD.
Results:
MDD patients showed significantly attenuated heart-to-brain interactions in the high δ and θ bands, indicating a disrupted bottom-up interoceptive information flow. Heart-to-high δ interaction negatively correlated with the HAMD-24 score (r = -0.500, p = 0.008), linking impaired heart-to-brain interactions with depression severity. HRV control analysis confirmed that the impairment in heart-to-high δ interactions was associated to depression severity, not to autonomic dysfunction. Feature ranking emphasized the critical role of heart-to-brain interactions in low-frequency EEG oscillations.
Conclusion:
Abnormal heart-to-brain interactions play a substantial role in the pathophysiology of depression.
Significance:
These findings highlight the importance of brain-heart dynamics in MDD and provide new insights into its underlying physiological mechanisms.
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