In existing studies, high-frequency keywords include “Melanoma”, “ Biomarkers”, “Immunotherapy”, “Prognostic”, “Checkpoint Inhibition”, “PD-L1”, “Immunohistochemistry”, etc. (Table 5), which is closely related to the diagnosis, treatment and prognosis of melanoma. The gene discussed is CD274; the disease is melanoma.