Continuous NRI and IDI revealed that the biomarkers that are less influenced by sepsis—TIMP-2, NAG and EPO—improved prediction of severe AKI in the septic population when added to the clinical model, which incorporated age, sex, complication of diabetes, medical admission and serum creatinine. The gene discussed is EPO; the disease is acute kidney injury.