ArticleBMC medicine2021
5mC regulator-mediated molecular subtypes depict the hallmarks of the tumor microenvironment and guide precision medicine in bladder cancer.
Article in BMC medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 60 papers, 2 of them syntheses that pooled it.
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Who cites it
60 citing papers in PubMed, 2 syntheses or guidelines pooled it, 137 citations in OpenAlex.
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- Prognostic significance of albumin-to-globulin ratio in patients with renal cell carcinoma: a meta-analysis.Frontiers in oncology · 2023Pooled it
- An integrative epigenomic and single-cell framework identifies a prognostic DNA methylation risk score and ZNF638 silencing in urothelial carcinoma.Journal of translational medicine · 2026Article
- Multi-omics integration and clinical validation identify CKAP2 as a diagnostic biomarker for bladder cancer.World journal of surgical oncology · 2026Article
- Innovative strategies to overcome cancer drug resistance: from nanodelivery systems to targeted therapeutics.Discover oncology · 2026Review
- DNA Methylation Patterns of 5mC Regulators: Insights into Immune Microenvironment Regulation in Heart Failure.Applied biochemistry and biotechnology · 2026Article
- VSIG2 is associated with an immune-cold microenvironment and reduced response to PD-1 blockade in bladder cancer.Frontiers in cellular and infection microbiology · 2026Article
- SWI/SNF-associated molecular subtypes reshape tumor microenvironmental features and inform precision therapeutic strategies in bladder cancer.Frontiers in cellular and infection microbiology · 2026Article
- Single-cell sequencing in bladder cancer: new insights from tumor cell diversity to individualized treatment strategies.Cancer cell international · 2025Review
- Identification of 5mC regulatory factors mediating methylation patterns and prognosis models in head and neck squamous cell carcinoma.Discover oncology · 2025Article
- Identification of m5C-related genes and subclusters in recurrent pregnancy loss.Journal of assisted reproduction and genetics · 2025Article
- Overcoming immunotherapy resistance in bladder cancer with a novel antibody-drug conjugate RC48.Journal for immunotherapy of cancer · 2025Article
- Long non-coding RNA TMEM51-AS1 inhibits colorectal cancer progression.Discover oncology · 2025Article
- Senescence-specific molecular subtypes stratify the hallmarks of the tumor microenvironment and guide precision medicine in bladder cancer.BMC cancer · 2025Article
- TBX3 shapes an immunosuppressive microenvironment and induces immunotherapy resistance.Theranostics · 2025Article
- Progressively exploring and assessing the prognosis of bladder urothelial cancer based on the microenvironment through the integration of multiple databases.Frontiers in molecular biosciences · 2025Article
- Multi-omics and single-cell approaches reveal molecular subtypes and key cell interactions in hepatocellular carcinoma.Frontiers in pharmacology · 2025Article
- Prediction of bladder cancer prognosis and immune microenvironment assessment using machine learning and deep learning models.Heliyon · 2024Article
- Single cell analysis identified a basal cell transition state associated with the development and progression of bladder cancer.Journal of translational medicine · 2024Article
- SLC7A5 correlated with malignancies and immunotherapy response in bladder cancer.Cancer cell international · 2024Article
Corrections and comments
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Authors and funding
9 authors at 2 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundDepicting the heterogeneity and functional characteristics of the tumor microenvironment (TME) is necessary to achieve precision medicine for bladder cancer (BLCA). Although classical molecular subtypes effectively reflect TME heterogeneity and characteristics, their clinical application is limited by several issues.
methodsIn this study, we integrated the Xiangya cohort and multiple external BLCA cohorts to develop a novel 5-methylcytosine (5mC) regulator-mediated molecular subtype system and a corresponding quantitative indicator, the 5mC score. Unsupervised clustering was performed to identify novel 5mC regulator-mediated molecular subtypes. The principal component analysis was applied to calculate the 5mC score. Then, we correlated the 5mC clusters (5mC score) with classical molecular subtypes, immunophenotypes, clinical outcomes, and therapeutic opportunities in BLCA. Finally, we performed pancancer analyses on the 5mC score.
resultsTwo 5mC clusters, including 5mC cluster 1 and cluster 2, were identified. These novel 5mC clusters (5mC score) could accurately predict classical molecular subtypes, immunophenotypes, prognosis, and therapeutic opportunities of BLCA. 5mC cluster 1 (high 5mC score) indicated a luminal subtype and noninflamed phenotype, characterized by lower anticancer immunity but better prognosis. Moreover, 5mC cluster 1 (high 5mC score) predicted low sensitivity to cancer immunotherapy, neoadjuvant chemotherapy, and radiotherapy, but high sensitivity to antiangiogenic therapy and targeted therapies, such as blocking the β-catenin, FGFR3, and PPAR-γ pathways.
conclusionsThe novel 5mC regulator-based subtype system reflects many aspects of BLCA biology and provides new insights into precision medicine in BLCA. Furthermore, the 5mC score may be a generalizable predictor of immunotherapy response and prognosis in pancancers.
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