TNF and Sepsis: On the 3rd to 7th day of sepsis progression, the immune system enters a paralysis phase, characterized by a marked reduction in the expression of pro-inflammatory factors in M1 macrophages, as evidenced by decreased secretion of TNF-α, IL-1β, and other cytokines.