These results suggest that PLAU, EDA2R, AFP, PLG, TUBB3, APOBEC3G, and MALAT1 are closely associated with TME in ccRCC and may play a role in stromal cells or immune cells other than cancer cells. This evidence concerns the gene APOBEC3G and cancer.