NUDT4 and nonpapillary renal cell carcinoma: Our results identified several co-expressed and functionally associated genes with MGLL, including ACLY, CALM3, NSUN2, PKM, NUDT16, and NUDT4, which exhibit potential as valuable prognostic and diagnostic biomarkers for ccRCC.