Notably, within the PPI network analysis, key proteins including ICAM1, Resistin, TIMP1, VWF, CRP, and HMGB1 were identified at the central nodes of the network module, revealing a significant difference (P < 0.05) between the normal group and the sepsis group (Fig. 2B). The gene discussed is TIMP1; the disease is Sepsis.