While no significant association was observed between SPEF2 methylation patterns and OS in BLCA, SPEF1 methylation patterns showed a significant correlation with OS when stratified by pathological M stage (p=0.0021) and smoking status (p=0.000063). Here, SPEF1 is linked to bladder transitional cell carcinoma.