In our study, nine of the twelve risk factors associated with recurrence or OS were patient factors, including neutrophil, monocyte, ALP, PAB, MCH, Urea, LDL, Apo-A1, and TT levels, while three factors were tumor-related factors including tumor size, MVI classification, and AFU. Here, PMCH is linked to neoplasm.