ArticleInternational journal of biological sciences2022
Integrative analysis of the molecular mechanisms, immunological features and immunotherapy response of ferroptosis regulators across 33 cancer types.
Article in International journal of biological sciences, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers.
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Who cites it
48 citing papers in PubMed, 78 citations in OpenAlex.
- Blood-brain barrier-penetrant nanotherapy inhibits haem oxygenase-1-mediated ferroptosis for post-resuscitation neuroprotection.Nature communications · 2026Article
- The role of ferroptosis in the pathogenesis and treatment of breast cancer.Journal of translational medicine · 2026Review
- GPX4 in the Tumor Microenvironment: Not Just Inhibiting Ferroptosis, but Immuno-Metabolic Regulation.Biomolecules · 2026Review
- SPINK5 promotes sensitivity to cisplatin by inducing ferroptosis in head and neck carcinoma.Cancer gene therapy · 2026Article
- ALOX5 Expression and Pathomics Features Reveal New Insights Into Lung Adenocarcinoma Prognosis: Model Construction and Functional Validation.Human mutation · 2026Article
- HIF-1α at the intersection of hypoxia, ferroptosis-associated stress, and cell death crosstalk in osteomyelitis.Frontiers in cell and developmental biology · 2026Review
- HIFU-Driven Targeted Pyroptosis Therapy in Basal-Like Breast Cancer.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- FOXM1 transcriptionally activates NEIL3 to inhibit ferroptosis in lung adenocarcinoma cells.Journal of clinical biochemistry and nutrition · 2025Article
- Hypoxia-induced RHCG as a key regulator in psoriasis and its modulation by secukinumab.APL bioengineering · 2025Article
- METTL9 mediated N1-Histidine methylation of SLC39A7 confers ferroptosis resistance and inhibits adipogenic differentiation in mesenchymal stem cells.Molecular medicine (Cambridge, Mass.) · 2025Article
- Comparative Analysis of Human Brain RNA-seq Reveals the Combined Effects of Ferroptosis and Autophagy on Alzheimer's Disease in Multiple Brain Regions.Molecular neurobiology · 2025Article
- Ferroptosis: CD8Cell death discovery · 2025Review
- Predicting the clinical prognosis of non-small cell lung cancer patients by predicting ALOX5 expression: a radiomics model.Journal of thoracic disease · 2025Article
- Multiomic traits reveal that critical irinotecan-related core regulator FSTL3 promotes CRC progression and affects ferroptosis.Cancer cell international · 2025Article
- Helicobacter pylori induces GBA1 demethylation to inhibit ferroptosis in gastric cancer.Molecular and cellular biochemistry · 2025Article
- Identification of ferroptosis-related key genes in tuberculosis by bioinformatics methods.AMB Express · 2025Article
- Ferroptosis in senescence and age-related diseases: pathogenic mechanisms and potential intervention targets.Molecular biology reports · 2025Review
- GPX4 expression changes in proximal tubule cells highlight the role of ferroptosis in IgAN.Scientific reports · 2025Article
- Gossypol Acetic Acid Alleviates the Ferroptosis of Chondrocytes in Osteoarthritis by Inhibiting GPX4 Methylation.Current medicinal chemistry · 2025Article
- FOXM1-Driven CKS1B Upregulation Promotes Pancreatic Cancer Progression and Therapeutic Resistance.International journal of biological sciences · 2025Article
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Authors and funding
12 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Ferroptosis is a recently described mode of cell death caused by the accumulation of intracellular iron and lipid reactive oxygen species (ROS), which play critical roles in tumorigenesis and cancer progression. However, the underlying molecular mechanisms and promising biomarkers of ferroptosis among cancers remain to be elucidated. In this study, 30 ferroptosis regulators in ferroptosis-related signaling pathways were identified and analyzed in 33 cancer types. We found transcriptomic aberrations and evaluated the prognostic value of ferroptosis regulators across 33 cancer types. Then, we predicted and validated potential transcription factors (including E2F7, KLF5 and FOXM1) and therapeutic drugs (such as cyclophosphamide, vinblastine, and gefitinib) that target ferroptosis regulators in cancer. Moreover, we explored the molecular mechanisms of ferroptosis and found that signaling pathways such as the IL-1 and IL-2 pathways are closely associated with ferroptosis. Additionally, we found that ferroptosis regulators have a close relationship with immunity-related parameters, including the immune score, immune cell infiltration level, and immune checkpoint protein level. Finally, we determined a ferroptosis score using GSVA method. We found that the ferroptosis score effectively predicted ferroptotic cell death in tumor samples. And ferroptosis score is served as an independent prognostic indicator for the incidence and recurrence of cancers. More importantly, patients with high ferroptosis scores received greater benefit from immunotherapy. We aslo created an online webserver based on the nomogram prognostic model to predict the survival in immunotherapy cohort. The reason for this outcome is partially the result of patients with a high ferroptosis rate also having high immune scores, HLA-related gene expression and immune checkpoint protein expression, such as PDL2 and TIM3. Moreover, patients with high ferroptosis scores exhibited CD8 T cell and TIL infiltration and immune-related signaling pathway enrichment. In summary, we systematically summarize the molecular characteristics, clinical relevance and immune features of ferroptosis across cancers and show that the ferroptosis score can be used as a prognostic factor and for the evaluation of immunotherapy effects.
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