From Anesthetic to Neuroprotector: Multi-Omics Reveals Ketamine's Previously Unexplored Neuroprotective Role in Alzheimer's Disease

药物重新定位 重新调整用途 转录组 计算生物学 生物 疾病 免疫系统 基因 遗传学 药品 医学 药理学 基因表达 生态学 病理
作者
Yue Gong,Yu Tian,Yan Zhou,Yan Zhu,Wenlong Du,Xiaodong Xu
出处
期刊:Cns & Neurological Disorders-drug Targets [Bentham Science]
卷期号:24
标识
DOI:10.2174/0118715273396403250825131703
摘要

Introduction: Alzheimer';s disease (AD) lacks effective biomarkers and diseasemodifying therapies. This study explored transcriptomic dysregulation, immune-metabolic crosstalk, and drug repurposing opportunities in AD. Methods: Transcriptomic datasets (GSE109887, GSE5281) were harmonized using batch correction. Differentially expressed genes (DEGs) were identified, and Weighted Gene Co-Expression Network Analysis (WGCNA) prioritized AD-associated modules. Machine learning (RF+LDA) validated diagnostic genes across external cohorts (GSE29378, GSE122063). Functional enrichment, immune infiltration (CIBERSORT), single-cell analysis (AlzData), Mendelian randomization (MR), and drug repurposing (DSigDB/CB-Dock2) were employed. Results: WGCNA identified the yellow module as most AD-relevant. Machine learning prioritized 15 diagnostic genes (e.g., CASP6, LDHA, CHRM1), achieving AUCs of 0.941 (training) and 0.715- 0.910 (validation). Single-cell analysis confirmed their dysregulation in AD brains. MR revealed FIBP as a protective factor, inversely linked to AD risk. Immune profiling showed increased naive B cells and M1 macrophages in AD. Ketamine exhibited the highest drug enrichment (fold enrichment = 49.12), with strong binding to CASP6 (−5.3 kcal/mol), CHRM1 (−7.8 kcal/mol), and LDHA (−6.7 kcal/mol). Discussion: CASP6, LDHA, and CHRM1 underpin immune-metabolic dysregulation in AD. Ketamine targets these genes, suggesting therapeutic potential. FIBP's protective role and naive B-cell shifts offer novel mechanistic insights. result: WGCNA identified the yellow module as most AD-relevant. Machine learning prioritized 15 diagnostic genes (e.g., CASP6, LDHA, CHRM1), achieving AUCs of 0.941 (training) and 0.715–0.910 (validation). Single-cell analysis confirmed consistent dysregulation of these genes across AD brain regions. MR revealed FIBP as a protective factor, inversely linked to AD risk. Immune profiling showed increased naive B cells and M1 macrophages in AD. Drug enrichment highlighted ketamine (fold enrichment = 49.12) with strong binding affinities to CASP6 (-5.3 kcal/mol), CHRM1 (-7.8 kcal/mol), and LDHA (-6.7 kcal/mol). Conclusion: This integrative study identifies robust diagnostic biomarkers and nominates ketamine for repurposing in AD. Experimental validation of ketamine's neuroprotective effects and FIBP's role is warranted.
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