Through comprehensive molecular regulatory network analysis, transcription factors such as ATF1, IRF1, HBP1, DRAP1, TGIF2, and TFDP1 were identified as potential regulatory factors in depression, warranting further exploration. Here, TGIF2 is linked to major depressive disorder.