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. This evidence concerns the gene BMP1 and nonpapillary renal cell carcinoma.