We conducted a longitudinal study of unipolar depressions before and after antidepressant medication treatment.

We analyzed a hub-level community structure network by permutation network framework.

Antidepressant medication (AM) therapy may promote the modulation of modular structure of hubs in the fronto-limbic circuit.

The inter-module connections of the right medial superior frontal gyrus is a potential indicator for AM therapy response.