Specifically, we found that RCCD1, MLF2, HEATR3, and EIF1B-AS1 as both survival-associated eGenes (p < 0.05) and TWAS findings that associated with RCC and ccRCC disease risk. Here, EIF1B is linked to nonpapillary renal cell carcinoma.