Through pan-cancer TIME analysis and self-contained cohort validation, we found that, in contrast to other cancers, OBSCN expression in BLCA was significantly negatively correlated with multiple immune-related factors, including CD8+T cell infiltration, immune checkpoint expression, EMT score, and TME score. Here, CD8A is linked to bladder transitional cell carcinoma.