In summary, through the combination of machine learning and single-cell sequencing analysis, we have identified a new prognostic gene for urothelial carcinoma, LIG1, which may be related to the proliferation and invasiveness of urothelial carcinoma. The gene discussed is LIG1; the disease is urothelial carcinoma.