Pre-operative variables (drawn ≤ 14 days before surgery) comprised CA19-9, CEA, AFP, CA-125, neutrophil-to-lymphocyte ratio (NLR), γ-glutamyl-transferase (γ-GT), albumin, maximum tumor diameter, and lesion multiplicity. Here, ALB is linked to neoplasm.