This study utilized an integrated multi-omics approach to identify significant correlations between three pivotal genes—AHNAK, CSPG4, and NCAM1—and key metabolites and microorganisms in BLCA. This evidence concerns the gene AHNAK and bladder transitional cell carcinoma.