In MHC-I signal network, monocytes and CD4 + T cells were the main signal senders in HNSCC-PBMC and HNSCC-TIL separately; the main receivers in PBMC or TIL derived from HNSCC were NK cells. The gene discussed is CD4; the disease is head and neck squamous cell carcinoma.