ArticleFrontiers in oncology2022
Development and validation of a cuproptosis-associated prognostic model for diffuse large B-cell lymphoma.
Article in Frontiers in oncology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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14 citing papers in PubMed, 13 citations in OpenAlex.
- MELK inhibits cuproptosis in diffuse large B-cell lymphoma cells via the PI3K/mTOR/S6K-DLAT signaling axis.Molecular and cellular biochemistry · 2026Article
- Unlocking the Secrets of Regulated Cell Death in Large B-Cell Lymphoma Beyond Apoptosis: Signaling Pathways and Therapeutic Options.International journal of molecular sciences · 2026Review
- Decipherment of disulfidptosis-related mutation profile, chemosensitivity, and prognosis in diffuse large B-cell lymphoma.Journal of molecular medicine (Berlin, Germany) · 2025Article
- Increased CDKN2A expression correlates with resistance to platinum-based therapy and decreased infiltration of B lymphocytes in colon adenocarcinoma.Functional & integrative genomics · 2025Article
- Predictive biomarkers and molecular subtypes in DLBCL: insights from PCD gene expression and machine learning.Discover oncology · 2025Article
- Involvement of copper in cell death and cancer.Apoptosis : an international journal on programmed cell death · 2025Review
- Cuproptosis: A Review on Mechanisms, Role in Solid and Hematological Tumors, and Association with Viral Infections.Mediterranean journal of hematology and infectious diseases · 2025Review
- Cuproptosis: Mechanism and Application in Lymphoma.Current cancer drug targets · 2025Review
- Tumor Biology Hides Novel Therapeutic Approaches to Diffuse Large B-Cell Lymphoma: A Narrative Review.International journal of molecular sciences · 2024Review
- [The advancement of cuproptosis in hematological tumors].Zhonghua xue ye xue za zhi = Zhonghua xueyexue zazhi · 2024Review
- DLD is a potential therapeutic target for COVID-19 infection in diffuse large B-cell lymphoma patients.Apoptosis : an international journal on programmed cell death · 2024Article
- Cuproptosis-related lncRNA signature as a prognostic tool and therapeutic target in diffuse large B cell lymphoma.Scientific reports · 2024Article
- Article
- Identification of a novel cuproptosis-related gene signature for multiple myeloma diagnosis.Immunity, inflammation and disease · 2023Article
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Diffuse large B-cell lymphoma (DLBCL) is a highly heterogeneous disease. Therefore, more reliable biomarkers are required to better predict the prognosis of DLBCL. Cuproptosis is a novel identified form of programmed cell death (PCD) that is different from oxidative stress-related cell death (e.g., apoptosis, ferroptosis, and necroptosis) by Tsvetkov and colleagues in a recent study released in Science. Cuproptosis is copper-dependent PCD that is closely tied to mitochondrial metabolism. However, the prognostic value of cuproptosis-related genes (CRGs) in DLBCL remains to be further elucidated. In the present study, we systematically evaluated the molecular changes of CRGs in DLBCL and found them to be associated with prognosis. Subsequently, based on the expression profiles of CRGs, we characterized the heterogeneity of DLBCL by identifying two distinct subtypes using consensus clustering. Two isoforms exhibited different survival, biological functions, chemotherapeutic drug sensitivity, and immune microenvironment. After identifying differentially expressed genes (DEGs) between CRG clusters, we built a prognostic model with the Least absolute shrinkage and selection operator (LASSO) Cox regression analysis and validated its prognostic value by Cox regression analysis, Kaplan-Meier curves, and receiver operating characteristic (ROC) curves. In addition, the risk score can predict clinical characteristics, levels of immune cell infiltration, and prognosis. Furthermore, a nomogram incorporating clinical features and risk score was generated to optimize risk stratification and quantify risk assessment. Compared to the International Prognostic Index (IPI), the nomogram has demonstrated more accuracy in survival prediction. Furthermore, we validated the prognostic gene expression levels through external experiments. In conclusion, cuproptosis-related gene signature can serve as a potential prognostic predictor in DLBCL patients and may provide new insights into cancer therapeutic targets.
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