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. This evidence concerns the gene PKM and nonpapillary renal cell carcinoma.