Through a series of comprehensive bioinformatics analyses, including DEG screening, WGCNA, and single-cell analysis, a prognostic model based on ALDOB, EFHD1, and ESRRG was established, and these three genes were also identified as independent prognostic markers for ccRCC. Here, ALDOB is linked to nonpapillary renal cell carcinoma.