The tissue array of the 114 ccRCC patients from EHSH was used as our external validation of the model, and the four pyroptosis-related molecules (CASP9, GSDME, IL1B and TIRAP) of the model was IHC stained (Figure 5A). The gene discussed is TIRAP; the disease is nonpapillary renal cell carcinoma.