In the GSE65682 sepsis dataset, these genes showed high discriminative ability, with AUC values reaching 0.970 (CDC25B), 0.965 (FBXO31), and 0.967 (PTCD3) (Figures 3D,E). This evidence concerns the gene FBXO31 and Sepsis.