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基于生物信息学的阿尔茨海默病昼夜节律调节机制分析。

Bioinformatics-Based Analysis of Circadian Rhythm Regulation Mechanisms in Alzheimer's Disease.

机构信息

The First Clinical Medical College of Shandong University of Traditional Chinese, Medicine, Jinan, Shandong Province, China.

Shandong University of Traditional Chinese Medicine, Jinan, Shandong Province, China.

出版信息

J Alzheimers Dis. 2023;94(3):1209-1224. doi: 10.3233/JAD-230177.

Abstract

BACKGROUND

There is a close association between Alzheimer's disease (AD) and circadian rhythms, and neuroinflammatory-related pathways are associated with both interactions.

OBJECTIVE

To reveal the relationship between circadian rhythm (CR) and AD at the level of genes, pathways, and molecular functions through bioinformatics.

METHODS

We analyzed the differential genes between AD and control groups in GSE122063 and found the important gene modules; obtained CR-related genes from GeenCard database; used Venn 2.1 database to obtain the intersection of genes of AD important modules with CR-related genes; and used STRING database and Cytoscape 3.7.1 to construct the gene protein-protein interaction network. The MCODE plugin was used to screen pivotal genes and analyze their differential expression. We trranslated with www.DeepL.com/Translator (free version) to obtain transcriptional regulatory relationships from the TRRUST database and construct a hub gene-transcription factor relationship network.

RESULTS

A total of 42 common genes were screened from AD and CR genes, mainly involving signaling pathways such as neuroactive ligand-receptor interactions. A total of 10 pivotal genes were screened from the common genes of CR and AD, which were statistically significant in the comparison of AD and control groups (p < 0.001), and ROC analysis showed that all these pivotal genes had good diagnostic significance. A total of 36 TFs of pivotal genes were obtained.

CONCLUSION

We identified AD- and CR-related signaling pathways and 10 hub genes and found strong associations between these related genes and biological processes such as inflammation.

摘要

背景

阿尔茨海默病(AD)与昼夜节律密切相关,神经炎症相关途径与这两种相互作用都有关联。

目的

通过生物信息学揭示基因、途径和分子功能水平上的昼夜节律(CR)与 AD 之间的关系。

方法

我们分析了 GSE122063 中 AD 组与对照组之间的差异基因,找到了重要的基因模块;从 GeenCard 数据库中获取了与 CR 相关的基因;使用 Venn 2.1 数据库获取 AD 重要模块的基因与 CR 相关基因的交集;使用 STRING 数据库和 Cytoscape 3.7.1 构建基因-蛋白质相互作用网络。使用 MCODE 插件筛选关键基因并分析其差异表达。我们使用 www.DeepL.com/Translator(免费版)从 TRRUST 数据库中获取转录调控关系,并构建了一个枢纽基因-转录因子关系网络。

结果

从 AD 和 CR 基因中筛选出 42 个共有基因,主要涉及神经活性配体-受体相互作用等信号通路。从 CR 和 AD 的共有基因中筛选出 10 个关键基因,这些基因在 AD 组与对照组的比较中具有统计学意义(p<0.001),ROC 分析表明,所有这些关键基因均具有良好的诊断意义。总共获得了 36 个关键基因的 TF。

结论

我们确定了 AD 和 CR 相关的信号通路和 10 个枢纽基因,并发现这些相关基因与炎症等生物学过程之间存在强烈关联。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/582d/10473131/b700e240a3dc/jad-94-jad230177-g001.jpg

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