Key cellular components were identified, and further analyses, including pathway enrichment, pseudo-temporal analysis, and cell communication, were performed.<h4>Results</h4>CALR, SLMAP, PFKFB4, and TMTC1 were identified as prognostic genes in BLCA. Here, SLMAP is linked to bladder transitional cell carcinoma.