Pro-inflammatory cytokines such as TNF-α and IL-1β are pivotal in the neuroinflammatory response observed in LPS models, playing critical roles in the pathogenesis of neurodegenerative and psychiatric disorders, including depression and cognitive impairments. The gene discussed is TNF; the disease is depressive symptom measurement.