In this study, we identified four independent risk factors that canpredict AKI in hospitalized HF patients: Pneumonia, age, D-dimer, and albumin.Based on these independent risk factors, we developed a nomogram prediction modelto predict the risk of AKI in hospitalized HF patients. The gene discussed is ALB; the disease is pneumonia.