As shown in Fig. 5F, high RNF7 expression was significantly correlated with low SOCS1 expression in several ccRCC tissues, and several other tissues displayed low RNF7 expression and high SOCS1 expression. Here, SOCS1 is linked to nonpapillary renal cell carcinoma.