The final model, summarized in Table 5, identified preoperative GGT, BMI, age, the presence or absence of dyslipidemia, and changes (deltas) in direct bilirubin, sodium, and albumin as the most influential variables. The gene discussed is ALB; the disease is metabolic syndrome.