ArticleFrontiers in immunology2023
Identification of hub cuproptosis related genes and immune cell infiltration characteristics in periodontitis.
Article in Frontiers in immunology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 25 papers, 1 of them a synthesis that pooled it.
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Who cites it
25 citing papers in PubMed, 1 synthesis or guideline pooled it, 23 citations in OpenAlex.
- Artificial Intelligence Models for Diagnosis of Periodontitis Using Non-Invasive Biological Markers: A Systematic Review and Meta-Analysis of Patient-Based Studies.Medical sciences (Basel, Switzerland) · 2025Pooled it
- Mitochondrial Metabolic Biomarkers in Periodontitis: Discovery and Clinical Validation.International dental journal · 2026Article
- SF1 regulates the transcription of FDX1 to promote cuproptosis in pediatric sepsis-related acute lung injury by interacting with cJUN.Biology direct · 2026Article
- PCOS combined with obesity aggravates the metabolic and immune abnormality in females.BMC women's health · 2026Article
- Cuproptosis in inflammation and cancer: molecular mechanisms and therapeutic targets.Molecular cancer · 2026Review
- Cuprotosis-related gene subtypes, prognostic modeling, and tumor microenvironment remodeling in breast cancer.Translational cancer research · 2026Article
- Integrated transcriptomics and metabolomics reveal the effects of chronic alcohol consumption on periodontitis in rats.Frontiers in immunology · 2026Article
- Exploring Matrix Stiffness-Related Gene in Periodontitis: A Comprehensive Multidataset Analysis.Mediators of inflammation · 2026Article
- Multi-omics integration identifies ARID1B linking cuproptosis-immune crosstalk with atherosclerotic plaque progression.Frontiers in genetics · 2026Article
- Ferroptosis and macrophage efferocytosis in periodontitis: Biological insights and therapeutic advances.Virulence · 2025Review
- Emerging regulated cell death mechanisms in bone remodeling: decoding ferroptosis, cuproptosis, disulfidptosis, and PANoptosis as therapeutic targets for skeletal disorders.Cell death discovery · 2025Review
- Identification of hub six interferon alpha response genes and immune cell infiltration characteristics in low-grade glioma.Scientific reports · 2025Article
- Identification of a cuproptosis‑related prognostic biomarker and therapeutic target in ovarian cancer.Oncology letters · 2025Article
- Article
- Ferroptosis and cuproptosis in periodontitis: recent biological insights and therapeutic advances.Frontiers in immunology · 2025Review
- Identification of cuproptosis-related genes in chronic apical periodontitis based on bulk and single-cell RNA sequencing analyses and experimental validation.Frontiers in immunology · 2025Article
- Cuproptosis related genes in immune infiltration and treatment of osteoporosis by bioinformatic analysis and machine learning methods.Frontiers in physiology · 2025Article
- Integrative bulk and single-cell transcriptome analyses reveal integrated stress response-related biomarkers in periodontitis with experimental validation.Frontiers in immunology · 2025Article
- Application of Machine Learning and Mendelian Randomization Analysis to Identify the Cuproptosis-Related Biomarker and Its Related Regulation in Osteonecrosis of the Femoral Head.Current genomics · 2025Article
- Article
Corrections and comments
- Erratum issued
Authors and funding
7 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: Periodontitis is an inflammatory disease and its molecular mechanisms is not clear. A recently discovered cell death pathway called cuproptosis, may related to the disease. Methods: The datasets GSE10334 of human periodontitis and control were retrieved from the Gene Expression Omnibus database (GEO) for analysis.Following the use of two machine learning algorithms, least absolute shrinkage and selection operator (LASSO) and support vector machine-recursive feature removal (SVM-RFE) were used to find CRG-based signature. Then the Receiver operating characteristic (ROC) curves was used to evaluate the gene signature's discriminatory ability. The CIBERSORT deconvolution algorithm was used to study the link between hub genes and distinct types of immune cells. Next, the association of the CRGs with immune cells in periodontitis and relevant clusters of cuproptosis were found. The link between various clusters was ascertained by the GSVA and CIBERSORT deconvolution algorithm. Finally, An external dataset (GSE16134) was used to confirm the diagnosis capacity of the identified biomarkers. In addition, clinical samples were examined using qRT-PCR and immunohistochemistry to verifiy the expression of genes related to cuprotosis in periodontitis and the signature may better predict the periodontitis. Results: 15 periodontitis-related DE-CRGs were found,then 11-CRG-based signature was found by using of LASSO and SVM-RFE. ROC curves also supported the value of signature. CIBERSORT results of immune cell signature in periodontitis showed that signature genes is a crucial component of the immune response.The relevant clusters of cuproptosis found that the NFE2L2, SLC31A1, FDX1,LIAS, DLD, DLAT, and DBT showed a highest expression levels in Cluster2 ,while the NLRP3, MTF1, and DLST displayed the lowest level in Cluster 2 but the highest level in Cluster1. The GSVA results also showed that the 11 cuproptosis diagnostic gene may regulate the periodontitis by affecting immune cells. The external dataset (GSE16134) confirm the diagnosis capacity of the identified biomarkers, and clinical samples examined by qRT-PCR and immunohistochemistry also verified that these cuprotosis related signiture genes in periodontitis may better predict the periodontitis. Conclusion: These findings have important implications for the cuproptosis and periodontitis, and highlight further research is needed to better understand the mechanisms underlying this relationship between the cuproptosis and periodontitis.
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