Department of Psychiatry, The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, 310006, Zhejiang, China.
Department of Neurology, The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, 310006, Zhejiang, China.
Metab Brain Dis. 2024 Oct;39(7):1433-1445. doi: 10.1007/s11011-024-01409-5. Epub 2024 Aug 16.
Alzheimer's disease (AD) is a neurodegenerative disorder with early autophagy deficits. Our study probed the role of lysosomal-related genes (LRGs) in AD. Using the Gene Expression Omnibus (GEO) database, we analyzed differentially expressed genes (DEGs) in AD. AD-related genes and lysosomal-related genes (LRGs) were extracted from public databases. Leveraging the UpSetR package, we identified differentially expressed LRGs (DE-LRGs). Subsequently, consensus cluster analysis was used to stratify AD patients into distinct molecular subtypes based on DE-LRGs. Immune cell patterns were studied via Single-Sample Gene Set Enrichment Analysis (ssGSEA). Molecular pathways were assessed through Gene Set Variation Analysis (GSVA), while Mendelian Randomization (MR) discerned potential gene-AD causations. To reinforce our bioinformatics findings, we conducted in vitro experiments. In total, 52 DE-LRGs were identified, with LAMP1, VAMP2, and CTSB as standout hub genes. Leveraging the 52 DE-LRGs, AD patients were categorized into three distinct molecular subtypes. Interestingly, the three aforementioned hub genes exhibited significant predictive accuracy for AD differentiation across the subtypes. The ssGSEA further illuminated correlations between LAMP1, VAMP2, and CTSB with plasma cells, fibroblasts, eosinophils, and endothelial cells. GSVA analysis underscored significant associations of LAMP1, VAMP2, and CTSB with NOTCH, TGFβ, and P53 pathways. Compellingly, MR findings indicated a potential causative relationship between LAMP1, CTSB, and AD. Augmenting our bioinformatics conclusions, in vitro tests revealed that LAMP1 potentially alleviates AD progression by amplifying autophagic processes. LAMP1 and CTSB emerge as potential AD biomarkers, paving the way for innovative therapeutic interventions.
阿尔茨海默病(AD)是一种神经退行性疾病,早期自噬不足。我们的研究探讨了溶酶体相关基因(LRGs)在 AD 中的作用。我们使用基因表达综合数据库(GEO)数据库分析 AD 中的差异表达基因(DEGs)。从公共数据库中提取与 AD 相关的基因和与溶酶体相关的基因(LRGs)。利用 UpSetR 包,我们确定了差异表达的溶酶体相关基因(DE-LRGs)。随后,基于 DE-LRGs,利用共识聚类分析将 AD 患者分为不同的分子亚型。通过单样本基因集富集分析(ssGSEA)研究免疫细胞模式。通过基因集变异分析(GSVA)评估分子途径,而孟德尔随机化(MR)则辨别潜在的基因-AD 因果关系。为了加强我们的生物信息学发现,我们进行了体外实验。总共确定了 52 个 DE-LRGs,其中 LAMP1、VAMP2 和 CTSB 是突出的枢纽基因。利用这 52 个 DE-LRGs,将 AD 患者分为三个不同的分子亚型。有趣的是,上述三个枢纽基因在跨亚型的 AD 分化中表现出显著的预测准确性。ssGSEA 进一步阐明了 LAMP1、VAMP2 和 CTSB 与浆细胞、成纤维细胞、嗜酸性粒细胞和内皮细胞之间的相关性。GSVA 分析强调了 LAMP1、VAMP2 和 CTSB 与 NOTCH、TGFβ 和 P53 途径的显著关联。引人注目的是,MR 结果表明 LAMP1、CTSB 和 AD 之间存在潜在的因果关系。增强我们的生物信息学结论,体外实验表明 LAMP1 可能通过放大自噬过程来缓解 AD 的进展。LAMP1 和 CTSB 成为潜在的 AD 生物标志物,为创新的治疗干预铺平了道路。