ECI2 and nonpapillary renal cell carcinoma: Our study developed a new prognostic model related to lipid metabolism and investigated the functional impact of ECI2 on ccRCC cells, offering new targets and a theoretical foundation for the diagnosis and treatment of ccRCC.