More importantly, the present study discovered that KF1 could reverse the pathological changes in the LPS-induced depression model by activating PPAR-γ/CX3CR1/Nrf2 signaling, and suppressing NF-κB/NLRP3 signaling pathways. The gene discussed is PPARG; the disease is major depressive disorder.