The top six genes that were most critical to the development of ccRCC were identified as DUSP23, ERRFI1, GADD45A, GLUL, MYOCOS and S100A1 (Figure 5C). The gene discussed is S100A1; the disease is nonpapillary renal cell carcinoma.