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. The gene discussed is CALM3; the disease is nonpapillary renal cell carcinoma.