Based on further exploration through single-cell analysis, we also found that MOXD1 is mainly overexpressed in fibroblasts, suggesting that fibroblasts may play an important role in shaping the immune microenvironment in bladder cancer by changing the transport and activity of copper ions. This evidence concerns the gene MOXD1 and urinary bladder cancer.