Prognostic models incorporating biomarkers like serum creatinine, lactate dehydrogenase (LDH), and antithrombin III (AT3) have shown promise in predicting severe AKI and mortality, with areas under the receiver operating characteristic curve (AUC) exceeding 0.8 [19]. The gene discussed is SERPINC1; the disease is acute kidney injury.