In conclusion, based on GEO database, we analyzed 192 DEGs in ccRCC comparing to normal renal tissues, and FGF1 gene and PI3K-AKT signaling was identified as a core signaling in DEGs’ PPI network. Here, FGF1 is linked to nonpapillary renal cell carcinoma.