Furthermore, we believe that alterations in ICAM1, CXCR4, TYROBP, FN1, and CAV1 are significantly associated with worse prognosis, indicating that these genes may play important roles in creating aggressive malignant phenotypes of ccRCC. Here, CXCR4 is linked to nonpapillary renal cell carcinoma.