As shown in Fig. 7B–G, BMP1 expression was obviously positively associated with all analyzed immune cells, including B cells, CD8+ T cells, CD4+ T cells, macrophages, neutrophils, and dendritic cells, in ccRCC. This evidence concerns the gene BMP1 and nonpapillary renal cell carcinoma.