ArticleCancer cell international2021
Ferroptosis-related gene signature predicts the prognosis of papillary thyroid carcinoma.
Article in Cancer cell international, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers.
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Who cites it
42 citing papers in PubMed, 63 citations in OpenAlex.
- A per- and polyfluoroalkyl substances-based gene signature links prognosis to immune landscapes in thyroid cancer.Translational cancer research · 2026Article
- Ferroptosis induction by curcumin through regulating the expression of glutathione peroxidase 4 in papillary thyroid carcinoma.Journal of molecular histology · 2026Article
- Mechanistic insights into ferroptosis in thyroid cancer and its therapeutic implications.Apoptosis : an international journal on programmed cell death · 2026Review
- Single-cell and bulk transcriptomic analyses identify B-cell senescence-associated biomarkers in papillary thyroid carcinoma.Translational cancer research · 2026Article
- Review
- Ultrasound-targeted microbubble destruction enhances RSL3-induced ferroptosis in anaplastic thyroid carcinoma.iScience · 2026Article
- Mechanisms of angiopoietin-like protein 7 regulation and therapeutic potential in tumors.Molecular biology reports · 2026Review
- MGST1 drives lymph node metastasis in papillary thyroid carcinoma via mitochondrial metabolic reprogramming and immune suppression.Frontiers in immunology · 2026Article
- Determination of protein markers of inflammasome formation and ferroptosis in thyroid cancer based on gender.Journal of Cancer · 2026Article
- Comprehensive analyses of biological function and tumor microenvironment with cuproptosis regulators and construction of a cuproptosis-related scoring system in thyroid cancer based on bioinformatics and experimental validation.Frontiers in genetics · 2026Article
- The critical role of ferroptosis in thyroid cancer development and potential therapeutic implications.Frontiers in oncology · 2026Review
- Transferrin receptor serves a role in promoting PANoptosis in thyroid cancer.Oncology letters · 2026Article
- Review
- Article
- A new Tec family-based clinical model predicts survival in differentiated thyroid cancer patients via machine learning.Thyroid research · 2025Article
- EGFR influences the resistance to targeted therapy in BRAFArchives of dermatological research · 2025Article
- Development and validation of a prognostic model based on disulfidptosis-related ferroptosis genes:Translational cancer research · 2025Article
- Targeting ferroptosis: a novel insight into thyroid cancer therapy.Frontiers in endocrinology · 2025Review
- Ferroptosis in thyroid cancer: mechanisms, current status, and treatment.Frontiers in oncology · 2025Review
- Ferroptosis: Potential therapeutic targets and prognostic predictions for acute myeloid leukemia (Review).Oncology letters · 2024Review
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundPapillary thyroid carcinoma (PTC) is the most common type of thyroid cancer (TC), accounting for more than 80% of all cases. Ferroptosis is a novel iron-dependent and Reactive oxygen species (ROS) reliant type of cell death which is distinct from the apoptosis, necroptosis and pyroptosis. Considerable studies have demonstrated that ferroptosis is involved in the biological process of various cancers. However, the role of ferroptosis in PTC remains unclear. This study aims at exploring the expression of ferroptosis-related genes (FRG) and their prognostic values in PTC.
methodsA ferroptosis-related gene signature was constructed using lasso regression analysis through the PTC datasets of the Cancer Genome Atlas (TCGA). Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed to investigate the bioinformatics functions of significantly different genes (SDG) of ferroptosis. Additionally, the correlations of ferroptosis and immune cells were assessed through the single-sample gene set enrichment analysis (ssGSEA) and CIBERSORT database. Finally, SDG were test in clinical PTC specimens and normal thyroid tissues.
resultsLASSO regression model was utilized to establish a novel FRG signature with 10 genes (ANGPTL7, CDKN2A, DPP4, DRD4, ISCU, PGD, SRXN1, TF, TFRC, TXNRD1) to predicts the prognosis of PTC, and the patients were separated into high-risk and low-risk groups by the risk score. The high-risk group had poorer survival than the low-risk group (p < 0.001). Receiver operating characteristic (ROC) curve analysis confirmed the signature's predictive capacity. Multivariate regression analysis identified the prognostic signature-based risk score was an independent prognostic indicator for PTC. The functional roles of the DEGs in the TGCA PTC cohort were explored using GO enrichment and KEGG pathway analyses. Immune related analysis demonstrated that the most types of immune cells and immunological function in the high-risk group were significant different with those in the low-risk group. Quantitative Real-Time Polymerase Chain Reaction (qRT-PCR) verified the SDG have differences in expression between tumor tissue and normal thyroid tissue. In addition, cell experiments were conducted to observe the changes in cell morphology and expression of signature's genes with the influence of ferroptosis induced by sorafenib.
conclusionsWe identified differently expressed FRG that may involve in PTC. A ferroptosis-related gene signature has significant values in predicting the patients' prognoses and targeting ferroptosis may be an alternative for PTC's therapy.
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