In the training cohort, there was no significant difference in terms of age, sex, perineuronal invasion, and Ki-67 index (all p > 0.05); EBV infection and vascular invasion differed significantly between two groups (p = 0.001 and 0.010, respectively). Here, MKI67 is linked to Epstein-Barr virus infection.