GNL2 and nonpapillary renal cell carcinoma: Moreover, compared to ccRCC and tRCC, the ribosome biogenesis-related proteins RPF2 and GNL2 demonstrated both significantly elevated median expression levels and higher identification frequencies in CDC, supporting their potential utility as diagnostic biomarkers for CDC (Data S4).