The intersection of survival-related hub genes in TCGA and GEO identified CALD1, COL18A1 and TNC as the three key genes related to CAFs and further influenced OS in BLCA (Fig. 4f). The gene discussed is COL18A1; the disease is bladder transitional cell carcinoma.