Our results demonstrate that BMP1 is significantly positively associated with various immune cells, including CD4+ T cells, B cells, CD8+ T cells, macrophages, neutrophils, and dendritic cells, in ccRCC. The gene discussed is CD8A; the disease is nonpapillary renal cell carcinoma.