ArticleCancer science2021
Ferroptosis-related gene signature associates with immunity and predicts prognosis accurately in patients with osteosarcoma.
Article in Cancer science, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 79 papers.
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Who cites it
79 citing papers in PubMed, 117 citations in OpenAlex.
- A prognostic model based on nucleotide metabolism genes in osteosarcoma.Discover oncology · 2026Article
- Identification and evaluation of glutamine-related gene characteristics based on multi-omics to predict the prognosis of patients with colorectal cancer.Journal of translational medicine · 2026Article
- Ferroptosis in liver diseases: molecular mechanisms, biomarker potential, and clinical translation.Frontiers in cell and developmental biology · 2026Review
- Single-cell dissection and multi-cohort validation identify a hypoxia-related prognostic signature with experimental verification in lung adenocarcinoma.Frontiers in pharmacology · 2026Article
- Cardiomyocyte programmed cell death in dilated cardiomyopathy: molecular crosstalk and therapeutic implications.Frontiers in cell and developmental biology · 2026Review
- Iron-Related Metabolic Targets in the Treatment of Osteosarcoma: Research Progress and Prospects.Biomedicines · 2025Review
- Pan-Cancer Landscape of Magnesium Homeostasis: Bulk Omics Research and Single-Cell Sequencing Validation.Biological procedures online · 2025Article
- Exploratory Analysis of Regulated Cell Death-Related Genes as Potential Prognostic Biomarkers in Endometrial Carcinoma.Biomedicines · 2025Article
- Knowledge mapping of ferroptosis in sarcoma: a bibliometric and bioinformatics analysis (2012-2023).Discover oncology · 2025Article
- HOTTIP suppresses ferroptosis via mediating DGCR8/miR‑214‑3p/GPX4 regulatory axis in osteosarcoma.Oncology reports · 2025Article
- Tanshinone IIA induces ferroptosis in colorectal cancer cells through the suppression of SLC7A11 expression via the PI3K/AKT/mTOR pathway.European journal of medical research · 2025Article
- Exploring gene biomarkers and targeted drugs for ferroptosis and cuproptosis in osteosarcoma: A bioinformatic approach.Environmental toxicology · 2025Article
- Downregulation of ferroptosis-related Genes can regulate the invasion and migration of osteosarcoma cells.Scientific reports · 2025Article
- Based on single-cell and transcriptome data, ferroptosis and the immunological landscape in osteosarcoma were discovered.Discover oncology · 2025Article
- The neutrophil extracellular trap-related gene FPR1 (formyl peptide receptor 1) as a potential prognostic and therapeutic target in osteosarcoma.BMC musculoskeletal disorders · 2025Article
- Cuproptosis related lncRNA signature as a prognostic and therapeutic biomarker in osteosarcoma immunity.Scientific reports · 2025Article
- Multi-transcriptomics analysis of ferroptosis related genes reveals CAFs exosomal COX4I2 as a novel therapeutic target in osteosarcoma.Frontiers in cell and developmental biology · 2025Article
- Neurotrophin NGF/TrkA and BDNF/TrkB signaling orchestrates the immune microenvironment in osteosarcoma.Frontiers in immunology · 2025Review
- LncRNA-associated ceRNA Network Revealing the Potential Regulatory Roles of Ferroptosis and Immune Infiltration in Osteosarcoma as well as Construction of the Prognostic Model.Current medicinal chemistry · 2025Article
- Bayesian Optimization-Enhanced Machine Learning for Osteosarcoma Risk Stratification Based on Sphingolipid Metabolism.Human mutation · 2025Article
19 more citing papers are in PubMed but not listed here.
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
Abstract
Osteosarcoma has been the most common malignant bone tumor in children and adolescents, while the 5-y survival of osteosarcoma patients gained no significant improvement over the past decades. This study aimed to explore the role of ferroptosis-related genes (FRGs) in the development and prognosis of osteosarcoma. The datasets of osteosarcoma patients including RNA sequencing data and clinical information were acquired from the TRGET and Gene Expression Omnibus (GEO) databases. The identification of molecular subgroups with different FRG expression patterns was achieved through nonnegative matrix factorization (NMF) clustering. The prognostic model was constructed using the least absolute shrinkage and selection operator (LASSO) algorithm and multivariate Cox regression analysis. The ESTIMATE algorithm was applied for determining the stromal score, immune score, ESTIMA score, and tumor purity of osteosarcoma patients. Functional analyses including Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses, Gene Set Enrichment Analysis (GSEA), and Gene Set Variation Analysis (GSVA) were conducted to explore the underlying mechanisms in the development and prognosis of osteosarcoma. Two molecular subgroups with different FRGs expression patterns were identified. The molecular subgroups with higher immune score and more active immune status showed better prognostic survival. On the basis of FRGs, a prognostic model and a nomogram integrating clinical characteristics were constructed and their prediction efficiency for osteosarcoma prognosis were well validated. Gene functional enrichment analysis showed that these differentially expressed FRGs were mainly enriched in immunity-related signaling pathways, indicating that FRGs may affect the development and prognosis of osteosarcoma by regulating the immune microenvironment. The expression profiles of FRGs were closely related to the immunity status and prognostic survival of osteosarcoma patients. The interaction between ferroptosis and immunity in the development of osteosarcoma could provide a new insight into the exploration of molecular mechanisms and targeted therapies of osteosarcoma patients.
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