多芯片联合分析2型糖尿病发病相关基因及其与阿尔茨海默病的关系
辛宁, 陈建康, 陈艳, 杨洁福建医科大学省立临床医学院, 福建省立医院老年科, 福建省临床老年病研究所, 福州 350001
收稿日期:
2020-04-30出版日期:
2020-12-30发布日期:
2020-12-09通讯作者:
陈建康E-mail:fjslcjk@163.com作者简介:
辛宁(1989-),男,医师,硕士.基金资助:
福建省自然科学基金(2018J01256)关键词: 2型糖尿病, 阿尔茨海默病, 基因芯片, 胰岛炎症反应, 数据挖掘
Abstract: Objective To use bioinformatics methods to explore genes related to the onset of type 2 diabetes and to study the relationship between these genes and Alzheimer disease. Methods We downloaded the GSE85192,GSE95849,GSE97760,and GSE85426 datasets from the Gene Expression Omnibus (GEO) database. We used R language to obtain differential genes in the peripheral blood of healthy individuals and patients with type 2 diabetes mellitus and used weighted gene co-expression network analysis (WGCNA) to analyze the relationship between these differential genes and clinical traits. The differential genes related to type 2 diabetes were included in the DAVID database to analyze their functions and related pathways and to screen key proteins. According to the results,Toll-like receptor 4(TLR4) was taken as the hub gene,and gene set enrichment analysis (GSEA) was used to analyze the signal pathways related to the high expression of TLR4 in GSE97760. GSE85426 was used to verify the expression of TLR4. Results Enrichment analysis showed that the main biological processes involved in differential genes included inflammatory reaction,toll-like receptor signal pathway,and positive regulation of chemokine production. The main signaling pathways involved in the differential genes were the pyrimidine metabolism pathway,the toll-like receptor signal pathway etc. ILF2,TLR4,POLR2G,and MMP9 were the hub genes of type 2 diabetes. GSEA showed that the upregulation of TLR4 can lead to type 2 diabetes and Alzheimer disease by affecting pyrimidine metabolism and Toll-like receptor signaling pathways. TLR4 is highly expressed in the peripheral blood of Alzheimer disease. Conclusion ILF2,TLR4,POLR2G,and MMP9 were found to be the hub genes of type 2 diabetes. The upregulation of the TLR4 gene was related to the occurrence of type 2 diabetes and Alzheimer disease.
Key words: type 2 diabetes, alzheimer disease, gene chip, islet inflammation, data mining
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