Analysis of the immune microenvironment indicated that UPF1 immune cell infiltration was closely related and the ccRCC scRNA-seq data identified that UPF1 was mainly expressed in macrophages. The gene discussed is UPF1; the disease is nonpapillary renal cell carcinoma.