In the present work, low CD8+ TILs level, high PD-L1 expression, Knosp 3/4 grade, high-risk adenomas, large tumor size, and tumor subtotal resection were identified as the factors associated with tumor recurrence in PAPAs patients. This evidence concerns the gene CD8A and adenoma.