Consequently, a nomogram was constructed incorporating sepsis, human albumin administration, mechanical ventilation, and aminoglycoside usage, utilizing serum creatinine levels as a predictor for assessing the likelihood of AKI in individuals with AHF. This evidence concerns the gene ALB and acute kidney injury.