TNF and major depressive disorder: In our model, MGO not only elevated depression-related markers such as GR and cortisol but also increased free MGO and pro-inflammatory cytokines (IL-1β, IL-6, TNF-α), implicating activation of inflammatory pathways that underlie psychoneuroimmunity-related depression.