This finding aligns with previous research demonstrating that the lactate-to-albumin ratio outperforms lactate alone in prognostic assessment across various conditions, including chronic kidney disease, acute pancreatitis, heart failure, and sepsis [27–29]. This evidence concerns the gene ALB and chronic kidney disease.