Identification of Ferr-associated prognostic lncRNAs in TC. (a) Coexpression network diagram of the 60 Ferr-associated genes and 145 lncRNAs. (b) Venn diagrams to identify common lncRNAs of differentially expressed lncRNAs, Ferr-associated lncRNAs, and prognostic lncRNAs. (c) The 11 overlapping lncRNAs were differentially expressed in normal and tumor tissues. (d) Forest plot of univariable regression analysis results of the 11 selected Ferr-associated lncRNAs. The “∗∗” represents the statistically significant P value < 0.01, and ∗∗∗P<0.001.

Identification of Ferr-associated prognostic lncRNAs in TC. (a) Coexpression network diagram of the 60 Ferr-associated genes and 145 lncRNAs. (b) Venn diagrams to identify common lncRNAs of differentially expressed lncRNAs, Ferr-associated lncRNAs, and prognostic lncRNAs. (c) The 11 overlapping lncRNAs were differentially expressed in normal and tumor tissues. (d) Forest plot of univariable regression analysis results of the 11 selected Ferr-associated lncRNAs. The “∗∗” represents the statistically significant P value < 0.01, and ∗∗∗P<0.001.

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... The proportion of FRGs that positively associated with ferroptosis in cluster 2 was higher than that in cluster 1. On the contrary, the proportion of FRGs that negatively correlated with ferroptosis in cluster 1 was higher than that in cluster 2. Nras and Braf were identified as the predominant mutations in cluster 2 and cluster 1, respectively (Tables 1,2, Ref. [29][30][31][32][33][34][35][36][37][38][39][40][41][42][43][44][45][46]) [29]. Based on the thyroid cancer dataset from TCGA, a 10-FRG signature including TXNRD1, TFRC, TF, SRXN1, PGD, ISCU, DRD4, DPP4, CDKN2A, and ANGPTL7 was identified, and this 10-FRG signature was an independent prognostic factor for both overall survival (OS) and diseasefree survival (DFS). ...
... Ferroptosis-associated lncRNA prognostic model (Ferr-LPM) was identified in thyroid cancer, and the patients with higher scores showed poor prognosis. Quite significantly, the Ferr-LPM score was negatively correlated with tumor purity and positively linked with immune checkpoint blockade response (Tables 1,2) [39]. Prognosis-related differentially expressed immune-related ferroptosis genes (PR-DE-IRFeGs) expression level was remarkably correlated with BRAF/NRAS/HRAS mutation and suggested that immunity and ferroptosis probably participate in the progression of thyroid cancer through BRAF/NRAS/HRAS mutation and anticancer immunity (Tables 1,2) [40]. ...
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At present, many problems remain to be solved in studying the pathogenesis of thyroid cancer. Ferroptosis is a programmed cell death mode discovered in recent years, and many studies have found that ferroptosis plays a significant role in the prognosis and progression of thyroid cancer. The researchers showed that ferroptosis-related genes are essential in diagnosing thyroid cancer. Therefore, this paper summarizes some pathological and clinical characteristics of thyroid cancer and makes a series of combs on the relationship between ferroptosis and the basis and function of thyroid cancer, thus providing specific ideas for the diagnosis and treatment of thyroid cancer.
... The risk model for the six-LRLs signature accurately predicted the OS of PTC patients, demonstrating its potential as an independent prognostic model. Meanwhile, the AUC value of the risk model reached 0.979, which was significantly higher than the prognostic model constructed in previous studies (44)(45)(46), indicating that our six-LRLs signature is a better prediction model. Based on the risk model, differences in enrichment pathways, immune function, Frontiers in Endocrinology frontiersin.org ...
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Ferroptosis is a recently discovered pattern of programmed cell death that is nonapoptotic and irondependent. It is involved in lipid peroxidation dependent on reactive oxygen species. Ferroptosis has been verified to play a crucial regulatory role in a variety of pathological courses of disease, in particularly cancer. Emerging research has highlighted the potential of ferroptosis in tumorigenesis, cancer development and resistance to chemotherapy. However, the regulatory mechanism of ferroptosis remains unclear, which limits the application of ferroptosis in cancer treatment. Noncoding RNAs (ncRNAs) are noncoding transcripts that regulate gene expression in various ways to affect the malignant phenotypes of cancer cells. At present, the biological function and underlying regulatory mechanism of ncRNAs in cancer ferroptosis have been partially elucidated. Herein, we summarize the current knowledge of the central regulatory network of ferroptosis, with a focus on the regulatory functions of ncRNAs in cancer ferroptosis. The clinical application and prospects of ferroptosis-related ncRNAs in cancer diagnosis, prognosis and anticancer therapies are also discussed. Elucidating the function and mechanism of ncRNAs in ferroptosis, along with assessing the clinical significance of ferroptosis-related ncRNAs, provides new perspectives for understanding cancer biology and treatment approaches, which may benefit numerous cancer patients in the future.