Our comprehensive analysis highlights the multifaceted role of UPK3A in bladder cancer pathogenesis and underscores the importance of incorporating molecular, inflammatory, and clinical data to refine prognostic modeling. The gene discussed is UPK3A; the disease is urinary bladder carcinoma.