Meanwhile, the colocalization probability (PP.H3+PP.H4 > 0.7) in our analysis indicates that the LY6D expression trait and bladder cancer risk share a common genetic locus, further strengthening the evidence for LY6D's involvement in bladder cancer. The gene discussed is LY6D; the disease is urinary bladder carcinoma.