Low pre-albumin levels are indicative of impaired hepatic synthetic capabilities and malnutrition, signifying a decline in liver physiological capabilities, while higher levels of serum creatinine coincide with acute kidney injury (AKI), additionally worsening liver failure (Figueira et al., 2021; Zhang et al., 2023). The gene discussed is ALB; the disease is Hepatic failure.