At the same time, PVTT-related regions exhibit a significant immunosuppressive microenvironment, including regulatory T cell (Tregs) enrichment, antigen presentation disorders, and limited dendritic cell activation, which significantly weakens the anti-tumor immune response mediated by CD8+ T cells (56), resulting in limited postoperative immune-related adjuvant therapy. Here, CD8A is linked to neoplasm.