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Highlights • Abnormally increased brain functional connectivity was found in patients with depression by calculating EEG coherence. • The brain networks of both the depressed group and healthy controls in gamma oscillation presented regular network characteristics during emotional processing, but the depressed group showed randomization trends. • Healthy controls showed significantly negative bias in the gamma band during emotional processing, while the bias was not detected in patients with depression.