To elucidate the functional significance of MGLL in ccRCC, this study employed a multi-omics approach, integrating data from diverse public databases to conduct a systematic analysis of MGLL and its associated gene network. The gene discussed is MGLL; the disease is nonpapillary renal cell carcinoma.