The above pathways basically cover the classical pathways found in the research of cancer development, and our study showed that the protein expression of GLUD1 was associated with these signaling pathways in ccRCC (Fig. 5a–h). This evidence concerns the gene GLUD1 and nonpapillary renal cell carcinoma.