Our study showed a strong relationship between MUC mutated genes and key ICPs, such as CD274 (PD-L1), CTLA4, HAVCR2, IDO1, LAG3, PDCD1, TGFβ1and TIGIT, as well as MSI and TMB in COAD. The gene discussed is PDCD1; the disease is colon adenocarcinoma.