The ROC curve analysis revealed that ITGAM, CXCR2, and FCGR3B exhibited high classification accuracy (AUC >0.9) between the Sepsis and Control groups(Fig 8), indicating their strong potential for early diagnosis. The gene discussed is ITGAM; the disease is Sepsis.