T lymphocytes, including CD4+ and γδ T cells, exhibited exhaustion markers such as PD-1 and CTLA4, limiting their tumor-killing capacity, with CIBERSORTx showing no correlation between T cell subsets and survival (Figures 4E–L). Here, PDCD1 is linked to neoplasm.