On the other hand, our findings indicate that the genes SLURP1, LY6D, and WFDC1 may influence bladder cancer development through more indirect or context-specific pathways, rather than through direct causal mechanisms detectable by MR alone. Here, LY6D is linked to urinary bladder cancer.