By analyzing the infiltration of immune cells in PAAD samples, we found a remarkable decrease in CD8+ T cells (p < 0.007) and Treg cells (p < 0.044) in the high-risk group, which may partly explain the poor prognosis in the high-risk group from an immunological perspective. This evidence concerns the gene CD8A and pancreatic adenocarcinoma.