Based on the hypothesis that PGAM1 expression might be associated with the tumor microenvironment of renal cancer and differ significantly in macrophages (Figure 8A), we assessed the correlation of macrophage subtypes (M0, M1, and M2) with PGAM1. Here, PGAM1 is linked to renal carcinoma.