Moreover, the CPTAC database analysis showed that PGAM1 protein was significantly upregulated in Lung, LUSC, PAAD, and ccRCC tissues relative to normal tissues (Supplementary Figure 2C). Here, PGAM1 is linked to nonpapillary renal cell carcinoma.