Differential gene expression and co-expression network analyses identified five key genes—CDC25B, DPP7, FBXO31, PTCD3, and CNPY2—that play critical roles in immune response and cellular regulation in sepsis and T2DM. The gene discussed is FBXO31; the disease is type 2 diabetes mellitus.