In summary, our study identified 127 DEGs, and 3 genes (EGFR, FLT1, EDN1) may be involved in the occurrence and progression of ccRCC based on integrated bioinformatic analysis. Here, FLT1 is linked to nonpapillary renal cell carcinoma.