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整合转录组-蛋白质组方法揭示了养血口服液对阿尔茨海默病和帕金森病神经保护作用中涉及的关键缺氧相关特征。

Integrative transcriptome-proteome approach reveals key hypoxia-related features involved in the neuroprotective effects of Yang Xue oral liquid on Alzheimer's and Parkinson's disease.

作者信息

Chen Xiang-Yang, Cheng Ming-Rong, Tang Chen-Chen, Xu Chen-Qin, Zhong Yi-Lang, Gao Yuan, Cheng Xue-Xiang, Chen Jian

机构信息

College of Life and Environment Science, Huangshan University, Huangshan, Anhui, China.

Nanxiang Branch of Ruijin Hospital, Shanghai, China.

出版信息

Front Pharmacol. 2024 Jul 9;15:1411273. doi: 10.3389/fphar.2024.1411273. eCollection 2024.

Abstract

This study investigates the role of hypoxia-related genes in the neuroprotective efficacy of Yang Xue oral liquid (YXKFY) in Alzheimer's disease (AD) and Parkinson's disease (PD). Using differential expression and weighted gene co-expression network analysis (WGCNA), we identified 106 and 9 hypoxia-associated genes in AD and PD, respectively, that are implicated in the transcriptomic and proteomic profiles. An artificial intelligence-driven hypoxia signature (AIDHS), comprising 17 and 3 genes for AD and PD, was developed and validated across nine independent cohorts ( = 1713), integrating 10 machine learning algorithms and 113 algorithmic combinations. Significant associations were observed between AIDHS markers and immune cells in AD and PD, including naive CD4 T cells, macrophages, and neutrophils. Interactions with miRNAs (hsa-miR-1, hsa-miR-124) and transcription factors (USF1) were also identified. Single-cell RNA sequencing (scRNA-seq) data highlighted distinct expression patterns of AIDHS genes in various cell types, such as high expression of TGM2 in endothelial cells, PDGFRB in endothelial and mesenchymal cells, and SYK in microglia. YXKFY treatment was shown to repair cellular damage and decrease reactive oxygen species (ROS) levels. Notably, genes with previously dysfunctional expression, including FKBPL, TGM2, PPIL1, BLVRB, and PDGFRB, exhibited significant recovery after YXKFY treatment, associated with riboflavin and lysicamine. The above genes are suggested to be central to hypoxia and neuroinflammation responses in AD and PD, and are potential key mediators of YXKFY's neuroprotective action.

摘要

本研究探讨缺氧相关基因在养血口服液(YXKFY)对阿尔茨海默病(AD)和帕金森病(PD)神经保护作用中的作用。通过差异表达和加权基因共表达网络分析(WGCNA),我们分别在AD和PD中鉴定出106个和9个与缺氧相关的基因,这些基因与转录组和蛋白质组谱有关。开发了一种由人工智能驱动的缺氧特征(AIDHS),其中包括AD和PD的17个和3个基因,并在9个独立队列(n = 1713)中进行了验证,整合了10种机器学习算法和113种算法组合。在AD和PD中观察到AIDHS标记与免疫细胞之间存在显著关联,包括初始CD4 T细胞、巨噬细胞和中性粒细胞。还鉴定了与miRNA(hsa-miR-1、hsa-miR-124)和转录因子(USF1)的相互作用。单细胞RNA测序(scRNA-seq)数据突出了AIDHS基因在各种细胞类型中的不同表达模式,例如内皮细胞中TGM2的高表达、内皮细胞和间充质细胞中PDGFRB的高表达以及小胶质细胞中SYK的高表达。YXKFY治疗显示可修复细胞损伤并降低活性氧(ROS)水平。值得注意的是,包括FKBPL、TGM2、PPIL1、BLVRB和PDGFRB在内的先前表达功能失调的基因在YXKFY治疗后表现出显著恢复,这与核黄素和赖氨酸有关。上述基因被认为是AD和PD中缺氧和神经炎症反应的核心,并且是YXKFY神经保护作用的潜在关键介质。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/04b4/11263039/a5de304db0a5/fphar-15-1411273-g001.jpg

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