EFHD1 and nonpapillary renal cell carcinoma: ALDOB, EFHD1, and ESRRG were also identified as novel independent prognostic markers for ccRCC in different datasets via integrated bioinformatics analysis, including DEG analysis, WGCNA, and single-cell analysis.