Cluster M2 was enriched in LG bladder cancer, and M2 highly expressed transcription factors (ID1 and ELF3), thereby regulating epithelial cell development and mediating inflammatory signals (56–58). This evidence concerns the gene ELF3 and urinary bladder carcinoma.