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Tumor immune dysfunction and exclusion subtypes in bladder cancer and pan-cancer: a novel molecular subtyping strategy and immunotherapeutic prediction model
by
Zheng, Kun
, Hai, Youlong
, Chen, Hongqi
, Ni, Kai
, Zhang, Yukun
, Hu, Xiaoyong
in
Algorithms
/ Biomarkers, Tumor
/ Biomedical and Life Sciences
/ Biomedicine
/ Bladder cancer
/ Cancer microenvironment
/ Care and treatment
/ Cluster Analysis
/ Diagnosis
/ Health aspects
/ Humans
/ Immune dysfunction and exclusion
/ Immunotherapy
/ Medicine/Public Health
/ Molecular subtyping
/ Pan‑cancer
/ Patient outcomes
/ Prognosis
/ RNA-sequencing
/ Tumor Microenvironment
/ Urinary Bladder Neoplasms
2024
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Tumor immune dysfunction and exclusion subtypes in bladder cancer and pan-cancer: a novel molecular subtyping strategy and immunotherapeutic prediction model
by
Zheng, Kun
, Hai, Youlong
, Chen, Hongqi
, Ni, Kai
, Zhang, Yukun
, Hu, Xiaoyong
in
Algorithms
/ Biomarkers, Tumor
/ Biomedical and Life Sciences
/ Biomedicine
/ Bladder cancer
/ Cancer microenvironment
/ Care and treatment
/ Cluster Analysis
/ Diagnosis
/ Health aspects
/ Humans
/ Immune dysfunction and exclusion
/ Immunotherapy
/ Medicine/Public Health
/ Molecular subtyping
/ Pan‑cancer
/ Patient outcomes
/ Prognosis
/ RNA-sequencing
/ Tumor Microenvironment
/ Urinary Bladder Neoplasms
2024
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Tumor immune dysfunction and exclusion subtypes in bladder cancer and pan-cancer: a novel molecular subtyping strategy and immunotherapeutic prediction model
by
Zheng, Kun
, Hai, Youlong
, Chen, Hongqi
, Ni, Kai
, Zhang, Yukun
, Hu, Xiaoyong
in
Algorithms
/ Biomarkers, Tumor
/ Biomedical and Life Sciences
/ Biomedicine
/ Bladder cancer
/ Cancer microenvironment
/ Care and treatment
/ Cluster Analysis
/ Diagnosis
/ Health aspects
/ Humans
/ Immune dysfunction and exclusion
/ Immunotherapy
/ Medicine/Public Health
/ Molecular subtyping
/ Pan‑cancer
/ Patient outcomes
/ Prognosis
/ RNA-sequencing
/ Tumor Microenvironment
/ Urinary Bladder Neoplasms
2024
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Tumor immune dysfunction and exclusion subtypes in bladder cancer and pan-cancer: a novel molecular subtyping strategy and immunotherapeutic prediction model
Journal Article
Tumor immune dysfunction and exclusion subtypes in bladder cancer and pan-cancer: a novel molecular subtyping strategy and immunotherapeutic prediction model
2024
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Overview
Background
Molecular subtyping is expected to enable precise treatment. However, reliable subtyping strategies for clinical application remains defective and controversial. Given the significance of tumor immune dysfunction and exclusion (TIDE), we aimed to develop a novel TIDE-based subtyping strategy to guide personalized immunotherapy in the bladder cancer (BC).
Methods
Transcriptome data of BC was used to evaluate the heterogeneity and the status of TIDE patterns. Subsequently, consensus clustering was applied to classify BC patients based on TIDE marker-genes. Patients’ clinicopathological, molecular features and signaling pathways of the different TIDE subtypes were well characterized. We also utilize the deconvolution algorithms to analyze the tumor microenvironment, and further explore the sensitivity and mechanisms of each subtype to immunotherapy. Furthermore, BC patient clinical information, real-world BC samples and urine samples were collected for the validation of our findings, which were used for RNA-seq analysis, H&E staining, immunohistochemistry and immunofluorescence staining, and enzyme-linked immunosorbent assay. Finally, we also explored the conservation of our novel TIDE subtypes in pan-cancers.
Results
We identified 69 TIDE biomarker genes and classified BC samples into three subtypes using consensus clustering. Subtype I showed the lowest TIDE status and malignancy with the best prognosis and highest sensitivity to immune checkpoint blockade (ICB) treatment, which was enriched of metabolic related signaling pathways. Subtype III represented the highest TIDE status and malignancy with the poorest prognosis and resistance to ICB treatment, resulting from its inhibitory immune microenvironment and T cell terminal exhaustion. Subtype II was in a transitional state with intermediate TIDE level, malignancy, and prognosis. We further confirmed the existence and characteristics of our novel TIDE subtypes using real-world BC samples and collected patient clinical data. This subtyping method was proved to be more efficient than previous known methods in identifying non-responders to immunotherapy. We also propose that combining our TIDE subtypes with known biomarkers can potentially improve the sensitivity and specificity of these biomarkers. Moreover, besides guiding ICB treatment, this classification approach can assist in selecting the frontline or recommended drugs. Finally, we confirmed that the TIDE subtypes are conserved across the pan-tumors.
Conclusions
Our novel TIDE-based subtyping method can serve as a powerful clinical tool for BC and pan-cancer patients, and potentially guiding personalized therapy decisions for selecting potential beneficiaries and excluding resistant patients of ICB therapy.
Publisher
BioMed Central,BioMed Central Ltd,BMC
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