ArticleInternational journal of general medicine2022
Identification of Potential Ferroptosis-Related Biomarkers and Immune Infiltration in Human Coronary Artery Atherosclerosis.
Article in International journal of general medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 13 citations in OpenAlex.
- Ferroptosis in arterial atherosclerosis: mechanistic hypotheses, cell type specific vulnerabilities, translational biomarkers, and therapeutic opportunities.Frontiers in immunology · 2026Review
- Angiopoietin-like protein 7: A narrative review and its potential roles in post-myocardial infarction fibrosis.iScience · 2025Review
- Progress in the study of the mechanism of ferroptosis in coronary heart disease and clinical intervention strategies.Frontiers in cardiovascular medicine · 2025Review
- Clinical associations and potential cellular mechanisms linking G6PD deficiency and atherosclerotic cardiovascular disease.npj metabolic health and disease · 2025Review
- Lipidomic changes in persister cancer cells drive enhanced ferroptosis sensitivity.Ferroptosis and oxidative stress · 2025Article
- Programmed death of macrophages in atherosclerosis: mechanisms and therapeutic targets.Nature reviews. Cardiology · 2024Review
- Identification of CAPG as a potential prognostic biomarker associated with immune cell infiltration and ferroptosis in uterine corpus endometrial carcinoma.Frontiers in endocrinology · 2024Article
- IL‑37 suppresses macrophage ferroptosis to attenuate diabetic atherosclerosis via the NRF2 pathway.Experimental and therapeutic medicine · 2023Article
- Identification of immune-related biomarkers and construction of regulatory network in patients with atherosclerosis.BMC medical genomics · 2022Article
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: Ferroptosis is a specific subtype of programmed cell death, which plays an essential role in the immune-associated disease, atherosclerosis (AS). The purpose of this study was to identify potential ferroptosis-related gene biomarkers and its association with immune infiltration characteristics in atherosclerosis with bioinformatics methods. Methods: Differentially expressed genes (DEGs) between AS and control groups were screened from GSE40231, analyzed for functional enrichment and then intersected with ferroptosis-related genes. Then, a random forest model was constructed based on these differentially expressed ferroptosis-related genes (DE-FRGs) and validated with dataset GSE132651. The performance of the models was evaluated with the area under receiver operating characteristic curves (AUC). Finally, we analyzed the correlation between DE-FRGs above and the characteristics of immune infiltration via CIBERSORT method. Results: Six DE-FRGs (IL6, ANGPTL7, CDKN1A, AKR1C3, NOX4 and VLDLR) were detected based on dataset of GSE40231. Furthermore, a random forest model was constructed based on them with a compelling diagnostic performance of AUC = 0.8974 in the validation dataset GSE132651. In addition, the proportion of follicular helper T (Tfh) cells was significantly higher in AS group (P < 0.001). And we found significant correlation relationship between Tfh and expression level of ANGPTL7 (R = 0.35, P < 0.01), CDKN1A (R = 0.4, P < 0.0001), AKR1C3 (R = 0.64, P < 0.0001), NOX4 (R = 0.32, P < 0.01) and VLDLR (R = -0.43, P < 0.0001). Conclusion: This study identified 6 DE-FRGs and validated a predicted model for the early prediction of AS, which also proved the close relationship between ferroptosis and immunity in the pathogenesis of AS.
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