ArticleFrontiers in immunology2022
Cuproptosis-related modification patterns depict the tumor microenvironment, precision immunotherapy, and prognosis of kidney renal clear cell carcinoma.
Article in Frontiers in immunology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed, 33 citations in OpenAlex.
- Cuproptosis-associated genesFrontiers in immunology · 2026Article
- Cuproptosis-related gene PROK1 predicts the diagnosis and prognosis of prostate cancer based on multiple machine learning.Journal of Cancer · 2026Article
- Targeting metalloptosis in tumor therapy: from molecular mechanisms to application of metal nanoparticles.Molecular cancer · 2025Review
- COL6A2 in clear cell renal cell carcinoma: a multifaceted driver of tumor progression, immune evasion, and drug sensitivity.Journal of translational medicine · 2025Article
- The complexities of cell death mechanisms: a new perspective in systemic sclerosis therapy.Apoptosis : an international journal on programmed cell death · 2025Review
- Exploration of a prognostic signature for mitochondria-related genes and the therapeutic prospects of vorinostat in clear cell renal cell carcinoma.Translational andrology and urology · 2025Article
- The Role of Ferroptosis and Cuproptosis in Tuberculosis Pathogenesis: Implications for Therapeutic Strategies.Current issues in molecular biology · 2025Review
- Characterization of cuproptosis signature in clear cell renal cell carcinoma by single cell and spatial transcriptome analysis.Discover oncology · 2024Article
- Article
- STAC3 as a poor prognostic biomarker in renal clear cell carcinoma: relationship with immune infiltration.American journal of cancer research · 2024Article
- Single-cell disulfidptosis regulator patterns guide intercellular communication of tumor microenvironment that contribute to kidney renal clear cell carcinoma progression and immunotherapy.Frontiers in immunology · 2024Article
- Integrated multiomics characterization reveals cuproptosis-related hub genes for predicting the prognosis and clinical efficacy of ovarian cancer.Frontiers in immunology · 2024Article
- Article
- Article
- Systematic analysis of integrated bioinformatics to identify upregulated THBS2 expression in colorectal cancer cells inhibiting tumour immunity through the HIF1A/Lactic Acid/GPR132 pathway.Cancer cell international · 2023Article
- Validation of a Novel Cuproptosis-Related Prognostic Gene Marker and Differential Expression Associated with Lung Adenocarcinoma.Current issues in molecular biology · 2023Article
- Article
- Integrated analyses reveal the prognostic, immunological features and mechanisms of cuproptosis critical mediator gene FDX1 in KIRC.Genes and immunity · 2023Article
- Cuproptosis-related gene CDKN2A as a molecular target for IPF diagnosis and therapeutics.Inflammation research : official journal of the European Histamine Research Society ... [et al.] · 2023Article
- The therapeutic and prognostic role of cuproptosis-related genes in triple negative breast cancer.BMC bioinformatics · 2023Article
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Authors and funding
8 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Due to the different infiltration abundance of immune cells in tumor, the efficacy of immunotherapy varies widely among individuals. Recently, growing evidence suggested that cuproptosis has impact on cancer immunity profoundly. However, the comprehensive roles of cuproptosis-related genes in tumor microenvironment (TME) and in response to immunotherapy are still unclear. Methods: Based on 43 cuproptosis-related genes, we employed unsupervised clustering to identify cuproptosis-related patterns and single-sample gene set enrichment analysis algorithm to build a cuproptosis signature for individual patient's immune cell infiltration and efficacy of immune checkpoint blockade (ICB) evaluation. Then, the cuproptosis-related genes were narrowed down using univariate Cox regression model and least absolute shrinkage and selection operator algorithm. Finally, a cuproptosis risk score was built by random survival forest based on these narrowed-down genes. Results: Two distinct cuproptosis-related patterns were developed, with cuproptosis cluster 1 showing better prognosis and higher enrichment of immune-related pathways and infiltration of immune cells. For individual evaluation, the cuproptosis signature that we built could be used not only for predicting immune cell infiltration in TME but also for evaluating an individual's sensitivity to ICBs. Patients with higher cuproptosis signature scores exhibited more activated cancer immune processes, higher immune cell infiltration, and better curative efficacy of ICBs. Furthermore, a robust cuproptosis risk score indicated that patients with higher risk scores showed worse survival outcomes, which could be validated in internal and external validation cohorts. Ultimately, a nomogram which combined the risk score with the prognostic clinical factors was developed, and it showed excellent prediction accuracy for survival outcomes. Conclusion: Distinct cuproptosis-related patterns have significant differences on prognosis and immune cell infiltration in kidney renal clear cell carcinoma (KIRC). Cuproptosis signature and risk score are able to provide guidance for precision therapy and accurate prognosis prediction for patients with KIRC.
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