ArticleFrontiers in immunology2022
Development of a copper metabolism-related gene signature in lung adenocarcinoma.
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 27 papers.
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Who cites it
27 citing papers in PubMed, 42 citations in OpenAlex.
- Unveiling the Impact of Copper Metabolism on Epithelial-Mesenchymal Transition of Triple-Negative Breast Cancer: Identification of Therapeutic Targets.Interdisciplinary sciences, computational life sciences · 2026Article
- Copper homeostasis and cuproptosis in cancer: mitochondrial metabolic dependency and nanomedicine-based therapeutic strategies.Apoptosis : an international journal on programmed cell death · 2026Review
- Identification and validation of mitochondrial transport and glycolysis-associated prognostic and therapeutic target for lung adenocarcinoma patients.Frontiers in genetics · 2026Article
- Tumor immune microenvironment score predicts efficacy of immune checkpoint inhibitors-based regimens in advanced non-small cell lung cancer.Journal of translational medicine · 2025Article
- Pan-cancer analysis reveals AOC3 as a potential therapeutic biomarker for colorectal cancer.Discover oncology · 2025Article
- Cuproplasia and cuproptosis in hepatocellular carcinoma: mechanisms, relationship and potential role in tumor microenvironment and treatment.Cancer cell international · 2025Review
- Single cell transcriptomic analysis reveals tumor immune infiltration by macrophage cells gene signature in lung adenocarcinoma.Discover oncology · 2025Article
- Article
- Mitochondrial cholesterol metabolism related gene model predicts prognosis and treatment response in hepatocellular carcinoma.Translational cancer research · 2024Article
- Construction of a cuproptosis-tricarboxylic acid cycle-associated lncRNA model to predict the prognosis of non-small cell lung cancer.Translational cancer research · 2024Article
- Copper metabolism-related lncRNAs predict prognosis and immune landscape in liver cancer patients.Translational cancer research · 2024Article
- Role of cuproptosis in mediating the severity of experimental malaria-associated acute lung injury/acute respiratory distress syndrome.Parasites & vectors · 2024Article
- The crosstalk role of CDKN2A between tumor progression and cuproptosis resistance in colorectal cancer.Aging · 2024Article
- SCSMD: Single Cell Consistent Clustering based on Spectral Matrix Decomposition.Briefings in bioinformatics · 2024Article
- Machine-learning developed an iron, copper, and sulfur-metabolism associated signature predicts lung adenocarcinoma prognosis and therapy response.Respiratory research · 2024Article
- Identification of a novel ADCC-related gene signature for predicting the prognosis and therapy response in lung adenocarcinoma.Inflammation research : official journal of the European Histamine Research Society ... [et al.] · 2024Article
- Interplay of Ferroptosis and Cuproptosis in Cancer: Dissecting Metal-Driven Mechanisms for Therapeutic Potentials.Cancers · 2024Review
- Gene signatures of copper metabolism related genes may predict prognosis and immunity status in Ewing's sarcoma.Frontiers in oncology · 2024Article
- Copper homeostasis dysregulation in respiratory diseases: a review of current knowledge.Frontiers in physiology · 2024Review
- The Predictive Value of Monocarboxylate Transporter 4 (MCT4) on Lung Adenocarcinoma Patients Treated with PD-1 Inhibitors.Journal of inflammation research · 2024Article
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7 authors at 2 institutions in 1 country.
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Abstract
Purpose: The dysregulation of copper metabolism is closely related to the occurrence and progression of cancer. This study aims to investigate the prognostic value of copper metabolism-related genes (CMRGs) in lung adenocarcinoma (LUAD) and its characterization in the tumor microenvironment (TME). Methods: The differentially expressed CMRGs were identified in The Cancer Genome Atlas (TCGA) of LUAD. The least absolute shrinkage and selection operator regression (LASSO) and multivariate Cox regression analysis were used to establish the copper metabolism-related gene signature (CMRGs), which was also validated in Gene Expression Omnibus (GEO) database (GSE72094). The expression of key genes was verified by quantitative real-time PCR (qRT-PCR). Then, the CMRGS was used to develop a nomogram to predict the 1-year, 3-year, and 5-year overall survival (OS). In addition, differences in tumor mutation burden (TMB), biological characteristics and immune cell infiltration between high-risk and low-risk groups were systematically analyzed. Immunophenoscore (IPS) and an anti-PD-L1 immunotherapy cohort (IMvigor210) were used to verify whether CMRGS can predict the response to immunotherapy in LUAD. Results: 34 differentially expressed CMRGs were identified in the TCGA dataset, 11 of which were associated with OS. The CMRGS composed of 3 key genes (LOXL2, SLC31A2 and SOD3) had showed good clinical value and stratification ability in the prognostic assessment of LUAD patients. The results of qRT-PCR confirmed the expression of key CMRGs in LUAD and normal tissues. Then, all LUAD patients were divided into low-risk and high-risk groups based on median risk score. Those in the low-risk group had a significantly longer OS than those in the high-risk group (P<0.0001). The area under curve (AUC) values of the nomogram at 1, 3, and 5 years were 0.734, 0.735, and 0.720, respectively. Calibration curves comparing predicted and actual OS were close to ideal model, indicating a good consistency between prediction and actual observation. Functional enrichment analysis showed that the low-risk group was enriched in a large number of immune pathways. The results of immune infiltration analysis also confirmed that there were a variety of immune cell infiltration in the low-risk group. In addition, multiple immune checkpoints were highly expressed in the low-risk group and may benefit better from immunotherapy. Conclusion: CMRGS is a promising biomarker to assess the prognosis of LUAD patients and may be serve as a guidance on immunotherapy.
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