ArticleFrontiers in oncology2020
Identification of Four Immune Subtypes in Bladder Cancer Based on Immune Gene Sets.
Article in Frontiers in oncology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
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Who cites it
28 citing papers in PubMed, 43 citations in OpenAlex.
- Article
- ULSL: Unified Latent and Similarity Learning for robust multi-omics cancer subtype identification.Bioinformatics advances · 2026Article
- Causal relationship between immune cells and bladder cancer: A bidirectional Mendelian randomization study.Medicine · 2025Article
- SUMOylation involved in malignant progression of multiple tumors and SENP5 may improve the chemotherapy sensitivity of hypoxic tumors.Frontiers in pharmacology · 2025Article
- Immunological landscape of colorectal cancer: tumor microenvironment, cellular players and immunotherapeutic opportunities.Frontiers in molecular biosciences · 2025Review
- Causal association between skin cancer and immune cells: mendelian randomization (MR) study.BMC cancer · 2024Article
- Article
- Construction and validation of a novel lysosomal signature for hepatocellular carcinoma prognosis, diagnosis, and therapeutic decision-making.Scientific reports · 2023Article
- Inhibition of FGFR3 upregulates MHC-I and PD-L1 via TLR3/NF-kB pathway in muscle-invasive bladder cancer.Cancer medicine · 2023Article
- Primary intracranial sarcomas: a clinicopathological investigation.Frontiers in oncology · 2023Article
- Distinct tumor microenvironment landscapes of rectal cancer for prognosis and prediction of immunotherapy response.Cellular oncology (Dordrecht, Netherlands) · 2022Article
- Article
- Review
- Immune cell gene expression signatures in diffuse glioma are associated with IDH mutation status, patient outcome and malignant cell state, and highlight the importance of specific cell subsets in glioma biology.Acta neuropathologica communications · 2022Article
- Immune-Checkpoint Inhibitors in Advanced Bladder Cancer: Seize the Day.Biomedicines · 2022Review
- Immune landscape of distinct subtypes in urothelial carcinoma based on immune gene profile.Frontiers in immunology · 2022Article
- A Panel of E2F Target Gene Signature Predicting the Prognosis of Hepatocellular Carcinoma.Frontiers in genetics · 2022Article
- Classification of Muscle Invasive Bladder Cancer to Predict Prognosis of Patients Treated with Immunotherapy.Journal of immunology research · 2022Article
- Gene set-based identification of two immune subtypes of diffuse large B cell lymphoma for guiding immune checkpoint blocking therapy.Frontiers in genetics · 2022Article
- Construction of the model for predicting prognosis by key genes regulating EGFR-TKI resistance.Frontiers in genetics · 2022Article
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Authors and funding
4 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Molecular classification of bladder cancer is becoming increasingly important for its clinical management. And, the current classifications are primarily based on gene expression profiles. We identified four immunotypes of bladder cancer (referred to as C1-C4) based on gene expression profiles performed by immune-related gene sets in three independent data sets, and proved that this classification is effective and reproducible. We found that C2 is an immune-infiltrating type and C4 is an immune "desert" type. These types are characterized by the up- and downregulation of genes encoding numerous immune checkpoint proteins and HLA and regulating human immune cell subgroups. The survival rate was better for the C2 subtype than for other subtypes. We believe that this can be explained by the antitumor effects of CD4 memory T cells and CD8 T cells as well as their ability to circumvent M0 macrophage antitumor immunity. In addition, C2 was most sensitive to not only anti-PD-1 immunosuppressive therapy, but also conventional chemotherapeutics such as gemcitabine and bleomycin. The C4 subtype was most sensitive to the chemotherapy drugs cisplatin and doxorubicin. This theoretical framework may guide the personalized treatment of bladder cancer in the future. It is worth noting that the C2 immune infiltration type positively correlates with a variety of stromal components, such as enrichment of endothelial cells and fibroblasts, epithelial-mesenchymal transition, and angiogenesis, together with enrichment of seven kinds of stem cells. We further identified tumor-related JAK-STAT and other signaling pathways in the C2 subtype, along with important mutations in the proteins involved in these pathways, revealing the complex mechanism underlying tumor immune escape. Our results, and particularly the identification of hub genes specific to the C2 and C4 subtypes, provide a reference for the development of immunotherapeutic agents against bladder cancer.
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