To explain the aberrant expression of DDX1 in ccRCC, we divided all ccRCC patient to DDX1low and DDX1high according to median expression level; And found that mutation frequency of PTEN, both of gain and loss in chromosome were higher in DDX1low subtype (Figure 8H). The gene discussed is DDX1; the disease is nonpapillary renal cell carcinoma.