PD−L1 expression and PD−1 checkpoint pathway in cancer, autophagy was significantly enriched exclusively in HPV-positive and TNF signaling pathway, cellular senescence, focal adhesion, EGFR tyrosine kinase inhibitor resistance exclusively in HPV-negative tumours (Figure S4 and Figure 5). The gene discussed is TNF; the disease is cancer.