The results of our study demonstrated that bilirubin and albumin were the most influential feature among all other physiological measurements A UK-wide study in acute medical units aimed to investigate patients who were at risk of developing AKI in hospitals and found that elevated serum bilirubin was independently associated with AKI development (44). The gene discussed is ALB; the disease is acute kidney injury.