Figure 5C, 5D shows the clinical information for each cell population, where differences in the corresponding proportions of each cluster were observed for different clinical characteristics. We further analyzed the expression and distribution of PGAM1 in these two single-cell sequencing databases. As shown in Figure 6A, 6B, we found that PGAM1 expression levels in different cell types of renal cancer were high in the same region as the high glycolysis model. In addition, oxidative phosphorylation in Figure 6B was generally increased, which was also reflected in the Inflammatory response. Here, PGAM1 is linked to renal carcinoma.