ArticleFrontiers in neuroscience2022
Identification and Validation of Aging-Related Genes in Alzheimer's Disease.
Article in Frontiers in neuroscience, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 40 citations in OpenAlex.
- Unveiling the proteomic landscape: Exploring differentially expressed proteins in patients with jaw cysts.Medicine · 2026Article
- Investigating the Biomarkers for Alzheimer's Disease: Insights from Microarray Analysis, Mendelian Randomization, and Experimental Validation.Current medicinal chemistry · 2026Article
- A Novel Palmitoylation-Related Molecular Signature for Predicting and Therapeutically Targeting Alzheimer's Disease.Molecular neurobiology · 2025Article
- Exploring Gastrodin Against Aging-Related Genes in Alzheimer's Disease by Integrated Bioinformatics Analysis and Machine Learning.International journal of molecular sciences · 2025Article
- Deficits of Alzheimer's Disease Neuropsychological Architecture Correlate with Specific Exosomal mRNA Expression: Evidence of a Continuum?International journal of molecular sciences · 2025Article
- Identification and Exploration of Immunity-Related Genes and Natural Products for Alzheimer's Disease Based on Bioinformatics, Molecular Docking, and Molecular Dynamics.Immunity, inflammation and disease · 2025Article
- Anti-TNFα and Anti-IL-1β Monoclonal Antibodies Preserve BV-2 Microglial Homeostasis Under Hypoxia by Mitigating Inflammatory Reactivity and ATF4/MAPK-Mediated Apoptosis.Antioxidants (Basel, Switzerland) · 2025Article
- Alzheimer's disease: an integrative bioinformatics and machine learning analysis reveals glutamine metabolism-associated gene biomarkers.BMC pharmacology & toxicology · 2025Article
- Identification and Experimental Validation of Biomarkers Related to MiR-125a-5p in Chronic Obstructive Pulmonary Disease.International journal of chronic obstructive pulmonary disease · 2025Article
- Predicting Alzheimer's disease subtypes and understanding their molecular characteristics in living patients with transcriptomic trajectory profiling.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Article
- Senomorphic activity of a combination of niacinamide and hyaluronic acid: correlation with clinical improvement of skin aging.Scientific reports · 2024Article
- Identification and validation of senescence-related genes in polycystic ovary syndrome.Journal of ovarian research · 2024Article
- Article
- Preliminary Analysis of Aging-Related Genes in Intracerebral Hemorrhage by Integration of Bulk and Single-Cell RNA Sequencing Technology.International journal of general medicine · 2024Article
- Analysis of complement system and its related factors in Alzheimer's disease.BMC neurology · 2023Article
- Identification of tryptophan metabolism-related genes in immunity and immunotherapy in Alzheimer's disease.Aging · 2023Article
- Aging-related genes revealed Neuroinflammatory mechanisms in ischemic stroke by bioinformatics.Heliyon · 2023Article
- Data Mining of Microarray Datasets in Translational Neuroscience.Brain sciences · 2023Review
- A novel Alzheimer's disease prognostic signature: identification and analysis of glutamine metabolism genes in immunogenicity and immunotherapy efficacy.Scientific reports · 2023Article
- Differentially Expressed Genes and Molecular Susceptibility to Human Age-Related Diseases.International journal of molecular sciences · 2023Article
Corrections and comments
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Aging is recognized as the key risk factor for Alzheimer's disease (AD). This study aimed to identify and verify potential aging-related genes associated with AD using bioinformatics analysis. Aging-related differential expression genes (ARDEGs) were determined by the intersection of limma test, weighted correlation network analysis (WGCNA), and 1153 aging and senescence-associated genes. Potential biological functions and pathways of ARDEGs were determined by GO, KEGG, GSEA, and GSVA. Then, LASSO algorithm was used to identify the hub genes and the diagnostic ability of the five ARDEGs in discriminating AD from the healthy control samples. Further, the correlation between hub ARDEGs and clinical characteristics was explored. Finally, the expression level of the five ARDEGs was validated using other four GEO datasets and blood samples of patients with AD and healthy individuals. Five ARDEGs (GFAP, PDGFRB, PLOD1, MAP4K4, and NFKBIA) were obtained. For biological function analysis, aging, cellular senescence, and Ras protein signal transduction regulation were enriched. Diagnostic ability of the five ARDEGs in discriminating AD from the control samples demonstrated a favorable diagnostic value. Eventually, quantitative real-time reverse transcription-polymerase chain reaction (qRT-PCR) validation test revealed that compared with healthy controls, the mRNA expression level of PDGFRB, PLOD1, MAP4K4, and NFKBIA were elevated in AD patients. In conclusion, this study identified four ARDEGs (PDGFRB, PLOD1, MAP4K4, and NFKBIA) associated with AD. They provide an insight into potential novel biomarkers for diagnosing AD and monitoring progression.
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