ArticleInternational journal of chronic obstructive pulmonary disease2022
Identification of Ferroptosis-Related Hub Genes and Their Association with Immune Infiltration in Chronic Obstructive Pulmonary Disease by Bioinformatics Analysis.
Article in International journal of chronic obstructive pulmonary disease, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed, 22 citations in OpenAlex.
- Macrophage Phenotypic Plasticity and Inflammatory Mechanisms in Hyperoxia-Induced Lung Injury.Journal of inflammation research · 2026Review
- Ironing out COPD: ferroptosis-driven immune dysregulation, metabolic rewiring, and precision therapeutic opportunities.Frontiers in immunology · 2026Review
- Identification and Analysis of Potential Biomarkers Associated with Neutrophil Extracellular Traps in Cervicitis.Biochemical genetics · 2025Article
- Machine Learning and Experiments Revealed Key Genes Related to PANoptosis Linked to Drug Prediction and Immune Landscape in Spinal Cord Injury.Molecular neurobiology · 2025Article
- Elucidating the molecular association and potential mechanisms between psoriasis and atrial fibrillation through biomarker and immune infiltration analysis.Archives of dermatological research · 2025Article
- Orchestrating inflammation: non-coding RNAs as master regulators of macrophage function in chronic obstructive pulmonary disease-an update.Frontiers in immunology · 2025Review
- Identifying the Key Mitochondria-Related Genes in COPD by Integrating Machine Learning and Bioinformatics Analyses.International journal of genomics · 2025Article
- Severe Hypothermia Induces Ferroptosis in Cerebral Cortical Nerve Cells.International journal of molecular sciences · 2024Article
- Revisiting Skeletal Muscle Dysfunction and Exercise in Chronic Obstructive Pulmonary Disease: Emerging Significance of Myokines.Aging and disease · 2023Review
- Identification and Analysis of Necroptosis-Related Genes in COPD by Bioinformatics and Experimental Verification.Biomolecules · 2023Article
- Identification and validation of ferroptosis-related gene signature in intervertebral disc degeneration.Frontiers in endocrinology · 2023Article
- Knockdown of GNL3L Alleviates the Progression of COPD Through Inhibiting the ATM/p53 Pathway.International journal of chronic obstructive pulmonary disease · 2023Article
- ANXA1sp Protects against Sepsis-Induced Myocardial Injury by Inhibiting Ferroptosis-Induced Cardiomyocyte Death via SIRT3-Mediated p53 Deacetylation.Mediators of inflammation · 2023Article
- A Macrophage-Related Gene Signature for Identifying COPD Based on Bioinformatics and ex vivo Experiments.Journal of inflammation research · 2023Article
- Screening of potential key ferroptosis-related genes in Chronic Obstructive Pulmonary Disease.International journal of chronic obstructive pulmonary disease · 2023Article
Corrections and comments
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Purpose: Ferroptosis and immune infiltration are involved in the pathogenesis of chronic obstructive pulmonary disease (COPD). We aim to identify ferroptosis-related hub genes and analyze their association with immune infiltration in COPD through bioinformatics methods. Materials and Methods: The mRNA microarray data of GSE38974 were downloaded from Gene Expression Omnibus to obtain differentially expressed genes (DEGs). The DEGs were intersected with ferroptosis-related genes (FRGs) from FerrDb to obtain differentially expressed FRGs. GO and KEGG enrichment and protein-protein interaction (PPI) analyses of differentially expressed FRGs were conducted in R software and STRING database. The key module and hub genes were screened by Cytoscape software. MiRNAs, transcription factors and signal molecules were predicted in miRNet and NetworkAnalyst. The disease correlation in the Comparative Toxicomics Database (CTD) and the receiver operating characteristic (ROC) curves of hub genes were analyzed. Immune infiltration was evaluated by CIBERSORT algorithm. Spearman correlation analyses were conducted between hub genes and differentially infiltrated immune cells. Results: Fifteen differentially expressed FRGs were identified, which were enriched in some terms involving airway inflammatory responses and structural remodeling. Five hub genes were selected including HIF1A, IL6, PTGS2, CDKN1A and ATM. Inference scores in CTD indicated their association with COPD. Two miRNAs, five transcription factors and one signal molecule were predicted. The combination of hub genes could be a fine diagnostic indicator of COPD (AUC: 0.981, CI: 0.940-1.000). Immune infiltration evaluation showed that monocytes and M0 macrophages were upregulated in COPD lung tissues, while CD8 T cells, activated NK cells, M2 macrophages, resting dendritic cells and resting mast cells were downregulated. The hub genes were significantly associated with differentially infiltrated immune cells. Conclusion: We identified five ferroptosis-related hub genes (HIF1A, IL6, PTGS2, CDKN1A and ATM) in COPD, and found that they may influence the pathogenesis of COPD by regulating ferroptosis and thus affecting infiltrating immune cells.
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