ArticleScientific reports2024
Analysis and identification of oxidative stress-ferroptosis related biomarkers in ischemic stroke.
Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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Who cites it
23 citing papers in PubMed, 25 citations in OpenAlex.
- Targeting ferroptosis and oxidative stress crosstalk: a new frontier in stroke neuroprotection.Journal of molecular histology · 2026Review
- Mechanisms and integrative machine learning approaches to blood-brain barrier biomarker profiling for personalized ischemic stroke management.Physiological reports · 2026Review
- Article
- CCR1 as a potential regulator of neutrophil-mediated pathogenesis in post-acute ischemic stroke: a multi-omics Mendelian randomization.Clinical epigenetics · 2026Article
- Oxidative-Stress-Associated Molecular Signatures in Immune-Mediated Diseases: A Systematic Review Integrating Machine Learning and Systems Biology Approaches.Antioxidants (Basel, Switzerland) · 2026Review
- Epigenetic Mechanisms Regulating Ferroptosis in Ischemic Stroke: From Pathogenesis to Therapeutic Targets.Cellular and molecular neurobiology · 2026Review
- Targeting Ferroptosis for Cerebral Neuroprotection in Ischemic Stroke: Pathophysiological Insights.International journal of general medicine · 2026Review
- Research Progress of Ferroptosis in Cerebral Infarction.Brain and behavior · 2026Review
- Osteogenesis Imperfecta: A Look into the Cerebellum of the Brtl Murine Model.Molecular neurobiology · 2025Article
- Differential Expression of Circular RNAs in Rat Brain Regions with Various Degrees of Damage After Ischemia-Reperfusion.International journal of molecular sciences · 2025Article
- A new perspective on iron-dependent cell death: PRDX-1-mediated ferroptosis in tumor cells.Apoptosis : an international journal on programmed cell death · 2025Review
- The Crosstalk Between Ferritinophagy and Ferroptosis in Ischemic Stroke: Regulatory Mechanisms and Therapeutic Implications.Cellular and molecular neurobiology · 2025Review
- Effects of iron accumulation and its chelation on oxidative stress in intracortical implants.Acta biomaterialia · 2025Article
- Mitigating Remote Organ-Induced Brain Injury in Renal Ischemia-Reperfusion: The Role of Oleuropein in Inhibiting Oxidative Stress, Inflammation, Ferroptosis, and Apoptosis in Male Rats.Journal of neuroimmune pharmacology : the official journal of the Society on NeuroImmune Pharmacology · 2025Article
- Comprehensive bioinformatics analysis identifies hub genes associated with immune cell infiltration in early-onset schizophrenia.BMC psychiatry · 2025Article
- Research Progress on Natural Products That Regulate miRNAs in the Treatment of Osteosarcoma.Biology · 2025Review
- Ferroptosis in neurodegenerative diseases: potential mechanisms of exercise intervention.Frontiers in cell and developmental biology · 2025Review
- Mechanistic pathways predictive modeling and translational interventions for radiation enteritis in cervical cancer radiotherapy.Frontiers in cellular and infection microbiology · 2025Review
- Bioinformatics Approach to Identify the Pathogenetic Link of Gut Microbiota-Derived Short-Chain Fatty Acids and Ischemic Stroke.Molecular neurobiology · 2024Article
- Ischemic Postconditioning Regulates New Cell Death Mechanisms in Stroke: Disulfidptosis.Biomolecules · 2024Article
Corrections and comments
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Authors and funding
7 authors at 2 institutions in 1 country.
Funding
Abstract
Studies have shown that a series of molecular events caused by oxidative stress is associated with ferroptosis and oxidation after ischemic stroke (IS). Differential analysis was performed to identify differentially expressed mRNA (DEmRNAs) between IS and control groups. Critical module genes were identified using weighted gene co-expression network analysis (WGCNA). DEmRNAs, critical module genes, oxidative stress-related genes (ORGs), and ferroptosis-related genes (FRGs) were crossed to screen for intersection mRNAs. Candidate mRNAs were screened based on the protein-protein interaction (PPI) network and the MCODE plug-in. Biomarkers were identified based on two types of machine learning algorithms, and the intersection was obtained. Functional items and related pathways of the biomarkers were identified using gene set enrichment analysis (GSEA). Finally, single-sample GSEA (ssGSEA) and Wilcoxon tests were used to identify differential immune cells. An miRNA-mRNA-TF network was created. Quantitative real-time polymerase chain reaction (qRT-PCR) was performed to verify the expression levels of biomarkers in the IS and control groups. There were 8287 DE mRNAs between the IS and control groups. The genes in the turquoise module were selected as critical module genes for IS. Thirty intersecting mRNAs were screened for overlaps. Seventeen candidate mRNAs were also identified. Four biomarkers (CDKN1A, GPX4, PRDX1, and PRDX6) were identified using two types of machine-learning algorithms. GSEA results indicated that the biomarkers were associated with steroid biosynthesis. Nine types of immune cells (activated B cells and neutrophils) were markedly different between the IS and control groups. We identified 3747 miRNA-mRNA-TF regulatory pairs in the miRNA-mRNA-TF regulatory network, including hsa-miR-4469-CDKN1A-BACH2 and hsa-miR-188-3p-GPX4-ATF2. CDKN1A, PRDX1, and PRDX6 were upregulated in IS samples compared with control samples. This study suggests that four biomarkers (CDKN1A, GPX4, PRDX1, and PRDX6) are significantly associated with IS. This study provides a new reference for the diagnosis and treatment of IS.
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