ArticleFrontiers in molecular neuroscience2022
Identification and validation of transferrin receptor protein 1 for predicting prognosis and immune infiltration in lower grade glioma.
Article in Frontiers in molecular neuroscience, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed, 14 citations in OpenAlex.
- Integrative pan-cancer analysis of transferrin reveals context-dependent prognostic associations and links to immune and metabolic disease-related programs.Discover oncology · 2026Article
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- Adaptaquin is selectively toxic to glioma stem cells through disruption of iron and cholesterol metabolism.Molecular oncology · 2026Article
- Association between serum transferrin and overall survival in cancer patients: a multi-center cohort study.BMC cancer · 2026Observational
- Ferroptosis and metabolic reprogramming in the immunosuppressive microenvironment of glioblastoma: emerging mechanisms and novel strategies.Frontiers in immunology · 2026Review
- Determination of protein markers of inflammasome formation and ferroptosis in thyroid cancer based on gender.Journal of Cancer · 2026Article
- Plasma proteins and osteosarcoma risk: causal evidence from Mendelian randomization.Discover oncology · 2025Article
- Review
- Orexin-A mediates glioblastoma proliferation inhibition by increasing ferroptosis triggered by unstable iron pools and GPX4 depletion.Journal of cellular and molecular medicine · 2024Article
- PSMB2 plays an oncogenic role in glioma and correlates to the immune microenvironment.Scientific reports · 2024Article
- Preparation of transferrin-targeted temozolomide nano-micelles and their anti-glioma effect.PeerJ · 2024Article
- Targeting ferroptosis as a potential strategy to overcome the resistance of cisplatin in oral squamous cell carcinoma.Frontiers in pharmacology · 2024Review
- Review
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Authors and funding
9 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: Transferrin receptor protein 1 (TFRC), an ananda molecule associated with ferroptosis, has been identified as affecting a wide spectrum of pathological processes in various cancers, but the prognostic value correlates with the tumor microenvironment of TFRC in lower-grade glioma (LGG) is still unclear. Materials and methods: Clinical pathological information and gene expression data of patients with LGG come from The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA), GTEx, Oncomine, UCSC Xena, and GEO databases. We then used various bioinformatics methods and mathematical models to analyze those data, aiming to investigate the clinical significance of TFRC in LGG and illustrate its association with tumor immunity. In addition, the molecular function and mechanisms of TFRC were revealed by gene ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and gene set enrichment analysis (GSEA). Immunohistochemical experiments and single-cell analysis have been performed. Results: TFRC expression was highly expressed in many tumors and showed a poor prognosis. Including gliomas, it was significantly associated with several poor clinical prognostic variables, tumor immune microenvironment, tumor mutational burden (TMB), m6a modification, and ferroptosis in LGG. TFRC as a key factor was further used to build a prediction nomogram. The C-index, calibration curve, and decision curve analysis showed the nomogram was clinically useful and calibration was accurate. At the same time, we also demonstrated that promoter hypomethylation of DNA upstream of TFRC could lead to high TFRC expression and poor overall survival. There is a significant correlation between TFRC and CD8 + T cell, macrophage cell infiltration, and several immune checkpoints, such as PD-L1(cd274), CTLA4, and PD1, suggesting a novel direction for future clinical application. Functional and molecular mechanism analysis showed an association of TFRC expression with immune-related pathways through GSEA, GO, and KEGG analysis. Finally, immunohistochemical experiments and single-cell analysis confirmed the expression of TFRC in glioma. Conclusion: TFRC may be a potential prognostic biomarker and an immunotherapeutic target for glioma.
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