Least Absolute Shrinkage and Selection Operator regression identified 14 key predictors, with age, nonalcoholic fatty liver disease Fibrosis Score (NFS), and albumin emerging as the most influential. The gene discussed is ALB; the disease is metabolic dysfunction-associated steatotic liver disease.