In models not including the HPV status, the main predictors of worse OS were positive smoking history, a lower number of parenchymal PD-1+CD8+ T cells, a higher number of all CTLA4+CD8+ T, and tumor size or tumor stage. This evidence concerns the gene CD8A and neoplasm.