The predictive ability for nonrecovery was greatly improved by the prediction model combining endostatin with clinical risk factors of Sequential Organ Failure Assessment (SOFA) score and AKI classification, with an AUC of 0.887 (95% CI 0.766–0.958, p < 0.001). The gene discussed is COL18A1; the disease is acute kidney injury.