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Updated: May 31, 2026

Cell-Free DNA Integrity Analysis in Urine Samples
Published on: January 5, 2017
Integrated Genomic and Single-Cell Analysis Reveals Heterogeneity, Prognosis, and Treatment Vulnerability in
Chaozhi Tang1, Yifan Liu2, Tian-Long Wang3
1Department of Urology, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, China, tongji.edu.cn.
Abstract:
At the transcriptomic level, several molecular subtyping schemes have been established to elucidate the intrinsic heterogeneity of urothelial carcinoma and to inform prognostic assessment and therapeutic guidance. However, a unified molecular classification scheme characterizing genomic alterations is lacking. Unsupervised and supervised clustering identified two distinct mutational signature subtypes. Kaplan-Meier analysis demonstrated that patients with the MUT2 subtype had a higher risk of death than those with the MUT1 subtype across multiple cohorts, including IMvigor210 (hazard ratio [HR], 1.74; 95% confidence interval [CI], 1.27-2.37; p < 0.001), UC-GENOME (HR, 1.54; 95% CI, 0.93-2.54; p = 0.091), The Cancer Genome Atlas (TCGA; HR, 1.45; 95% CI, 1.06-1.98; p = 0.020), MSK2022 (HR, 1.34; 95% CI, 1.10-1.64; p = 0.004), MSK2015 (HR, 3.43; 95% CI, 1.36-8.64; p = 0.005), and the Tongji cohort (HR, 4.99; 95% CI, 0.57-43.69; p = 0.11). Immunotherapy response rates were significantly higher in the MUT1 subtype than in the MUT2 subtype in IMvigor210 (31.8% vs. 13.1%; p = 0.003) and UC-GENOME (42.3% vs. 29.0%; p = 0.022). Consistent with these findings, single-cell analysis showed that MUT2 tumors were enriched in tumor-associated fibroblast subpopulations and had a lower abundance of immune effector cells. Overall, this genomic analysis identified two mutation-based subtypes of urothelial carcinoma associated with patient prognosis and immunotherapy response.