ArticleFrontiers in immunology2022
Signature construction and molecular subtype identification based on cuproptosis-related genes to predict the prognosis and immune activity of patients with hepatocellular 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 35 papers, 1 of them a synthesis that pooled it.
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Who cites it
35 citing papers in PubMed, 1 synthesis or guideline pooled it, 51 citations in OpenAlex.
- A Risk Model Based on Ferroptosis-Related Genes OSMR, G0S2, IGFBP6, IGHG2, and FMOD Predicts Prognosis in Glioblastoma Multiforme.CNS neuroscience & therapeutics · 2025Pooled it
- Cuproptosis in hepatocellular carcinoma: bridging copper homeostasis with therapeutic horizons.Molecular biology reports · 2026Review
- Cuproptosis of endothelial cells in a hypoxic environment: from molecular classification to PMAIP1-targeted intervention.Hereditas · 2026Article
- Multi-omics analyses develop and validate the optimal prognostic model on overall survival prediction for resectable hepatocellular carcinoma.Journal of gastrointestinal oncology · 2025Article
- Establishment and evaluation cuproptosis-related gene signature for predicting the prognosis and immunotherapy response of hepatocellular carcinoma.Cancer cell international · 2025Article
- Multi‑omics identification of a novel signature for serous ovarian carcinoma in the context of 3P medicine and based on twelve programmed cell death patterns: a multi-cohort machine learning study.Molecular medicine (Cambridge, Mass.) · 2025Article
- Assessing the prognostic and therapeutic value of cuproptosis-related genes in colon adenocarcinoma patients.Frontiers in cell and developmental biology · 2025Article
- Molecular Subtyping of Hepatocellular Carcinoma via Lysosome-Related Genes for Prognosis and Therapy Prediction.International journal of general medicine · 2025Article
- Newly Established Anoikis-Associated Genes Predict the Prognosis of Hepatocellular Carcinoma.Journal of hepatocellular carcinoma · 2025Article
- Rhomboid-like 2 correlated with TME infiltration inhibits cuproptosis-related genes and drives malignant phenotype in clear cell renal cell carcinoma.Scientific reports · 2024Article
- Combination of bulk RNA and single-cell sequencing unveils PANoptosis-related immunological ecology hallmarks and classification for clinical decision-making in hepatocellular carcinoma.Scientific reports · 2024Article
- Role of N6-methyladenosine RNA modification in cancer.MedComm · 2024Review
- Computed tomography-based radiomics predicts the fibroblast-related geneWorld journal of clinical cases · 2024Article
- Mechanisms of cuproptosis and its relevance to distinct diseases.Apoptosis : an international journal on programmed cell death · 2024Review
- Recent Advances in Biosensor Technology for Early-Stage Detection of Hepatocellular Carcinoma-Specific Biomarkers: An Overview.Diagnostics (Basel, Switzerland) · 2024Review
- Prognostic and therapeutic model based on disulfidptosis-related genes for patients with clear cell renal cell carcinoma.Heliyon · 2024Article
- A novel disulfide death-related genes prognostic signature identifies the role of IPO4 in glioma progression.Cancer cell international · 2024Article
- Emerging role of molecular diagnosis and personalized therapy for hepatocellular carcinoma.iLIVER · 2024Review
- Identification of PANoptosis-related subtypes, construction of a prognosis signature, and tumor microenvironment landscape of hepatocellular carcinoma using bioinformatic analysis and experimental verification.Frontiers in immunology · 2024Article
- PRKDC regulates cGAMP to enhance immune response in lung cancer treatment.Frontiers in immunology · 2024Article
Corrections and comments
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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: Hepatocellular carcinoma (HCC) is one of the most common malignancies in the world, with high incidence, high malignancy, and low survival rate. Cuproptosis is a novel form of cell death mediated by lipoylated TCA cycle proteins-mediated novel cell death pathway and is highly associated with mitochondrial metabolism. However, the relationship between the expression level of cuproptosis-related genes (CRGs) and the prognosis of HCC is still unclear. Methods: Combining the HCC transcriptomic data from The Cancer Genome Atlas(TCGA) and Gene Expression Omnibus (GEO) databases, we identified the differentially expressed cuproptosis-related genes (DECRGs) and obtained the prognosis-related DECRGs through univariate regression analysis.LASSO and multivariate COX regression analyses of these DECRGs yielded four genes that were used to construct the signature. Next, we use ROC curves to evaluate the performance of signatures. The tumor microenvironment, immune infiltration, tumor mutation load, half-maximum suppression concentration, and immunotherapy effects were also compared between the low-risk and high-risk groups. Finally, we analyzed the expression level, prognosis, and immune infiltration correlation on the four genes that constructed the model. Results: Four DECRGs s were used to construct the signature. The ROC curves indicated that signature can better assess the prognosis of HCC patients. Patients were grouped according to the signature risk score. Patients in the low-risk group had a significantly longer survival time than those in the high-risk group. Furthermore, the tumor mutation burden (TMB) values were associated with the risk score and the higher-risk group had a higher proportion of TP53 mutations than the low-risk group.ESTIMATE analysis showed significant differences in stromal scores between the two groups.N6-methyladenosine (m6A) and multiple immune checkpoints were expressed at higher levels in the high-risk group. Then, we found that signature score correlated with chemotherapeutic drug sensitivity and immunotherapy efficacy in HCC patients. Finally, we further confirmed that the four DECRGs genes were associated with the prognosis of HCC through external validation. Conclusions: We studied from the cuproptosis perspective and developed a new prognostic feature to predict the prognosis of HCC patients. This signature with good performance will help physicians to evaluate the overall prognosis of patients and may provide new ideas for clinical decision-making and treatment strategies.
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