基于数据挖掘的肉苁蓉多糖抗阿尔茨海默病关键基因识别

    Data Mining-based Identification of Key Genes Mediating the Anti-Alzheimer’s Effects of Polysaccharides from Cistanche Deserticola

    • 摘要:
      目的  通过数据挖掘筛选阿尔茨海默病(Alzheimer’s disease,AD)的关键枢纽基因,评估其在AD诊断和治疗中的潜力,并通过体内实验验证枢纽基因及肉苁蓉多糖(polysaccharides from Cistanche deserticola,CDPS)对AD模型小鼠认知功能改善的作用及机制。
      方法 利用生物信息学从GEO数据库获取健康对照组(Control)和AD组的基因表达数据,对GSE118553脑组织样本进行差异表达分析和加权基因共表达分析(WGCNA),筛选出20个AD相关枢纽基因,并通过GO富集分析和GSEA分析,探讨其参与的生物过程及与认知障碍的相关性。通过逐步回归和逻辑回归分析,确定8个基因作为AD诊断生物标志物。此外,还进一步探讨了样本的免疫细胞浸润情况。体内实验使用APP/PS1 Tg小鼠模型,分为转基因AD动物模型组(Tg)、CDPS低 (CPL 25 mg∙kg−1∙d−1)、中(CPM 50 mg∙kg−1∙d−1)和高(CPH 100 mg∙kg−1∙d−1)剂量组,野生型小鼠作为对照组(WT)。通过新物体识别试验和Morris水迷宫试验评估CDPS对小鼠认知功能的影响。使用试剂盒检测血清炎症因子和抗氧化酶水平,并观察脑组织病理改变情况。
      结果 实验筛选出了20个AD相关枢纽基因,并且选取其中2组差异最显著的8个枢纽基因建立了诊断模型(MICAL2、C1QTNF5、FGF9、CHGB、ABCC8、SNORD109A、TGFBR2CCDC184),并且在免疫细胞浸润分析中观察到这些基因也可能在AD免疫中发挥重要作用。体内实验发现,给药后,CPH组小鼠中CCDC184ABCC8的mRNA水平显著降低,C1QTNF5TGFBR2的mRNA水平显著上升。行为学实验表明,CPH改善了5月龄AD小鼠的短期记忆能力,并在8月龄时改善穿越平台数、目标象限花费时间、1~5 d逃逸潜伏期、短期记忆能力指标。ELISA试验显示CDPS可提高脑组织IL-10和TGF-β水平,降低IL-1β和IL-6水平。血清实验结果表明CDPS显著提高SOD、GSH-Px、CAT水平,降低MDA水平。病理观察显示,CDPS治疗组的Aβ斑块减少,神经元凋亡显著减轻。
      结论 生物信息学的方法在基因层面上验证了CDPS对AD相关枢纽基因的影响。CDPS改善APP/PS1小鼠的学习记忆能力,其可能是通过调节炎症因子水平及抑制脂质过氧化水平等途径来实现。

       

      Abstract:
      OBJECTIVE  To screen the key hub genes of Alzheimer’s disease(AD) through data mining, to assess their potential in AD diagnosis and treatment, and to verify the role and mechanism of the hub genes and Polysaccharides from Cistanche deserticola(CDPS) on the improvement of cognitive function in mice modeled with AD through in vivo experiments.
      METHODS  This study utilized bioinformatics to obtain gene expression data for healthy control(Control) and Alzheimer’s disease(AD) groups from the GEO database. Differential expression analysis and weighted gene co-expression network analysis (WGCNA) were performed on brain tissue samples from the GSE118553 dataset. Twenty AD-associated hub genes were screened, and their potential roles in biological processes and correlation with cognitive impairment were explored via GO enrichment and GSEA analyses. Eight genes were identified as AD diagnostic biomarkers by stepwise regression and logistic regression analysis. Additionally, immune cell infiltration in the samples was further investigated. The in vivo experiments were conducted using the APP/PS1 Tg mouse model of Alzheimer’s disease. The animals were divided into the following groups: transgenic AD animal model group(Tg), CDPS low(CPL 25 mg∙kg−1∙d−1), medium(CPM 50 mg∙kg−1∙d−1) and high(CPH 100 mg∙kg−1∙d−1) dosage groups, and a wild-type control group(WT). The effects of CDPS on cognitive function in mice were assessed via novel object recognition and Morris water maze tests. Serum levels of inflammatory cytokines and antioxidant enzymes were measured using kits, whilst pathological alterations in brain tissue were observed.
      RESULTS  Twenty AD-associated hub genes were screened and eight of them with the most significant differences between the two groups were selected to establish a diagnostic model(MICAL2, C1QTNF5, FGF9, CHGB, ABCC8, SNORD109A, TGFBR2, and CCDC184) and observed in the immune cell infiltration assay that these genes may also play an important role in AD immunity. In vivo experiments revealed that the mRNA levels of CCDC184 and ABCC8 were significantly decreased, and the mRNA levels of C1QTNF5 and TGFBR2 were significantly increased in the CPH group of mice after high-dose administration of CDPS. Behavioral experiments showed that CDPS at high doses improved the short-term memory capacity of 5-month-old AD mice and improved the number of traversed platforms, the time when the target quadrant was located, the 1–5 d escape latency, and the index of short-term memory capacity at 8 months of age. ELISA experiments showed that CDPS increased the levels of IL-10 and TGF-β in the brain tissues, and decreased the levels of IL-1β and IL-6. Serum experiments showed that CDPS significantly increased the levels of SOD, GSH-Px, CAT and decreased the level of MDA. Pathological observations showed that Aβ plaques were reduced and neuronal apoptosis was significantly reduced in the CDPS treatment group.
      CONCLUSION Bioinformatics approaches validated the effects of CDPS on AD-related hub genes at the genetic level. CDPS improves the learning memory capacity of APP/PS1 mice, which may be achieved by regulating the levels of inflammatory factors and inhibiting the levels of lipid peroxidation, among other pathways.

       

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