ArticleFrontiers in aging neuroscience2022
Hub Genes, Diagnostic Model, and Predicted Drugs Related to Iron Metabolism in Alzheimer's Disease.
Article in Frontiers in aging neuroscience, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
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28 citing papers in PubMed, 37 citations in OpenAlex.
- Transcriptomic Profiling and WGCNA Identify ALOX5 as a Key Regulator of Iron Metabolism and Immune Crosstalk in Venous Thromboembolism.Current issues in molecular biology · 2026Article
- Integrative gene co-expression network analysis reveals protein-coding and LncRNA genes associated with Alzheimer's disease pathology.Scientific reports · 2025Article
- Identification of Copper and Iron Metabolism Related Biomarkers in Alzheimer's Disease.Cellular and molecular neurobiology · 2025Article
- Article
- Identification of Key Fatty Acid Metabolism-Related Genes in Alzheimer's Disease.Molecular neurobiology · 2025Article
- Screening, Analysis, and Validation of Endoplasmic Reticulum Stress-Related DEGs in Epilepsy.Cellular and molecular neurobiology · 2025Article
- The impact of inflammation and iron metabolism on gene expression alterations in ischemic stroke: a bioinformatics approach.Scientific reports · 2025Article
- Identification of prognostic and therapeutic biomarkers associated with macrophage and lipid metabolism in pancreatic cancer.Scientific reports · 2025Article
- [Bioinformatics analysis of oxidative stress and immune infiltration in rheumatoid arthritis].Nan fang yi ke da xue xue bao = Journal of Southern Medical University · 2025Article
- Identification biomarkers and therapeutic targets of disulfidptosis-related in rheumatoid arthritis via bioinformatics, molecular dynamics simulation, and experimental validation.Scientific reports · 2025Article
- Identification and validation of key biomarkers of the glycolysis-ketone body metabolism in heart failure based on multi-omics and machine learning.Frontiers in cardiovascular medicine · 2025Article
- Autophagy inhibitor-sensitized artificially activated neutrophils against hepatocellular carcinoma.Theranostics · 2025Article
- Insights into targeted ferroptosis in mechanisms, biology, and role of Alzheimer's disease: an update.Frontiers in aging neuroscience · 2025Review
- Identification of hub fatty acid metabolism-related genes and immune infiltration in IgA nephropathy.Renal failure · 2024Article
- Investigating the effects of Ginkgo biloba leaf extract on cognitive function in Alzheimer's disease.CNS neuroscience & therapeutics · 2024Article
- Identification of Autophagy-Related Biomarkers and Diagnostic Model in Alzheimer's Disease.Genes · 2024Article
- SCG5 and MITF may be novel markers of copper metabolism immunorelevance in Alzheimer's disease.Scientific reports · 2024Article
- Identification of Immune Infiltration and Iron Metabolism-Related Subgroups in Autism Spectrum Disorder.Journal of molecular neuroscience : MN · 2024Article
- Mitochondria-Related Candidate Genes and Diagnostic Model to Predict Late-Onset Alzheimer's Disease and Mild Cognitive Impairment.Journal of Alzheimer's disease : JAD · 2024Article
- A review and analysis of key biomarkers in Alzheimer's disease.Frontiers in neuroscience · 2024Review
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Authors and funding
9 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Alzheimer's disease (AD), the most common neurodegenerative disease, remains unclear in terms of its underlying causative genes and effective therapeutic approaches. Meanwhile, abnormalities in iron metabolism have been demonstrated in patients and mouse models with AD. Therefore, this study sought to find hub genes based on iron metabolism that can influence the diagnosis and treatment of AD. First, gene expression profiles were downloaded from the GEO database, including non-demented (ND) controls and AD samples. Fourteen iron metabolism-related gene sets were downloaded from the MSigDB database, yielding 520 iron metabolism-related genes. The final nine hub genes associated with iron metabolism and AD were obtained by differential analysis and WGCNA in brain tissue samples from GSE132903. GO analysis revealed that these genes were mainly involved in two major biological processes, autophagy and iron metabolism. Through stepwise regression and logistic regression analyses, we selected four of these genes to construct a diagnostic model of AD. The model was validated in blood samples from GSE63061 and GSE85426, and the AUC values showed that the model had a relatively good diagnostic performance. In addition, the immune cell infiltration of the samples and the correlation of different immune factors with these hub genes were further explored. The results suggested that these genes may also play an important role in immunity to AD. Finally, eight drugs targeting these nine hub genes were retrieved from the DrugBank database, some of which were shown to be useful for the treatment of AD or other concomitant conditions, such as insomnia and agitation. In conclusion, this model is expected to guide the diagnosis of patients with AD by detecting the expression of several genes in the blood. These hub genes may also assist in understanding the development and drug treatment of AD.
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