TIRAP and nonpapillary renal cell carcinoma: Moreover, several in vitro experiments (contain WB, CCK-8 cell proliferation, and Transwell invasion assays) were conducted to reveal that the four PRGs (CASP9, GSDME, IL1B and TIRAP) selected in our study may affect the ability of cell proliferation and invasion in ccRCC.