Next, focus was set on the three key signal pathways, including MHC-I, MHC-II, and MIF, to compare their cell–cell interaction differences among HNSCC-PBMC, HNSCC-TIL, and normal tonsil. The gene discussed is MIF; the disease is head and neck squamous cell carcinoma.