In sepsis models and clinical observations, metformin reduces macrophage TNF-α and IL-6 secretion and alleviates immunosuppression‐associated dysfunction, highlighting its potential in acute inflammation regulation (Wang et al., 2024c; Ismail Hassan et al., 2020). The gene discussed is TNF; the disease is Sepsis.