Notably, GPC2 displayed conflicting prognostic outcomes across the two datasets, prompting us to designate PAQR4, TRIB3, TAGLN, and CALD1 as the key cellular senescence-related prognostic genes for BLCA (Figure 5a,b). Here, TRIB3 is linked to bladder transitional cell carcinoma.