NCAM1 and bladder transitional cell carcinoma: Therefore, the inclusion of key genes such as MYC, ALDH1A1, and NCAM1 highlights their important roles in regulating cell cycle progression, maintaining stemness, and enabling immune evasion during BLCA pathogenesis [35,45,47,49].