Empagliflozin targeted the immune-related gene PIK3CA in type 2 diabetes mellitus treatment: network pharmacology analysis and experimental evidence.

IF 3.9 3区 医学 Q2 ENDOCRINOLOGY & METABOLISM
Heng Zhong, Guo-Juan Sun, Fu-Man Du, Wei-Min Wang, Bin-Hong Duan, Hong Qiao
{"title":"Empagliflozin targeted the immune-related gene PIK3CA in type 2 diabetes mellitus treatment: network pharmacology analysis and experimental evidence.","authors":"Heng Zhong, Guo-Juan Sun, Fu-Man Du, Wei-Min Wang, Bin-Hong Duan, Hong Qiao","doi":"10.1186/s13098-025-01895-2","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Type 2 diabetes mellitus (T2DM) is linked to elevated blood glucose due to insulin resistance. Empagliflozin has demonstrated efficacy in T2DM management, with potential immune-modulatory effects. This study aimed to investigate the immune-related mechanisms of empagliflozin in T2DM treatment.</p><p><strong>Methods: </strong>Gene expression profiles were obtained from common databases, and immune-related differentially expressed genes (IRDEGs) were identified using the \"limma\" R package. The STRING database and Cytoscape software were utilized to construct a protein-protein interaction network and identify key IRDEGs. Molecular docking was performed to predict the interaction between empagliflozin and PIK3CA. Pathways related to PIK3CA were explored using GSEA, and relationship of PIK3CA with immune cells was analyzed using single-cell RNA sequencing analysis. The effects of empagliflozin on high glucose-induced RAW264.7 macrophages and PI3K/AKT signaling were assessed using CCK-8, fluorescence detection, qRT-PCR, and Western blotting.</p><p><strong>Results: </strong>We identified 109 IRDEGs in T2DM, with PIK3CA as a key gene. Empagliflozin showed binding affinity to PIK3CA, which was linked to immune cell interactions and inflammatory responses. Single-cell RNA sequencing analysis revealed the interaction of PIK3CA with macrophages. In high glucose-induced RAW264.7 macrophages, PIK3CA expression was elevated. Empagliflozin ameliorated the high glucose-induced cell injury and inhibited the expression of PIK3CA in macrophages. Additionally, empagliflozin treatment reduced the expression of CD44 and ITGAV, IL-6, and TNF-α, and increased the p-PI3K/PI3K ratio.</p><p><strong>Conclusion: </strong>Empagliflozin's therapeutic effects in T2DM may be mediated through the modulation of immune pathways, particularly by targeting PIK3CA within the PI3K/AKT signaling pathway.</p>","PeriodicalId":11106,"journal":{"name":"Diabetology & Metabolic Syndrome","volume":"17 1","pages":"320"},"PeriodicalIF":3.9000,"publicationDate":"2025-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12330028/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Diabetology & Metabolic Syndrome","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s13098-025-01895-2","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Type 2 diabetes mellitus (T2DM) is linked to elevated blood glucose due to insulin resistance. Empagliflozin has demonstrated efficacy in T2DM management, with potential immune-modulatory effects. This study aimed to investigate the immune-related mechanisms of empagliflozin in T2DM treatment.

Methods: Gene expression profiles were obtained from common databases, and immune-related differentially expressed genes (IRDEGs) were identified using the "limma" R package. The STRING database and Cytoscape software were utilized to construct a protein-protein interaction network and identify key IRDEGs. Molecular docking was performed to predict the interaction between empagliflozin and PIK3CA. Pathways related to PIK3CA were explored using GSEA, and relationship of PIK3CA with immune cells was analyzed using single-cell RNA sequencing analysis. The effects of empagliflozin on high glucose-induced RAW264.7 macrophages and PI3K/AKT signaling were assessed using CCK-8, fluorescence detection, qRT-PCR, and Western blotting.

Results: We identified 109 IRDEGs in T2DM, with PIK3CA as a key gene. Empagliflozin showed binding affinity to PIK3CA, which was linked to immune cell interactions and inflammatory responses. Single-cell RNA sequencing analysis revealed the interaction of PIK3CA with macrophages. In high glucose-induced RAW264.7 macrophages, PIK3CA expression was elevated. Empagliflozin ameliorated the high glucose-induced cell injury and inhibited the expression of PIK3CA in macrophages. Additionally, empagliflozin treatment reduced the expression of CD44 and ITGAV, IL-6, and TNF-α, and increased the p-PI3K/PI3K ratio.

Conclusion: Empagliflozin's therapeutic effects in T2DM may be mediated through the modulation of immune pathways, particularly by targeting PIK3CA within the PI3K/AKT signaling pathway.

恩格列净靶向免疫相关基因PIK3CA治疗2型糖尿病:网络药理学分析及实验证据
背景:2型糖尿病(T2DM)与胰岛素抵抗引起的血糖升高有关。恩格列净已被证明对T2DM治疗有效,并具有潜在的免疫调节作用。本研究旨在探讨恩格列净治疗2型糖尿病的免疫相关机制。方法:从常用数据库获取基因表达谱,利用“limma”R包鉴定免疫相关差异表达基因(IRDEGs)。利用STRING数据库和Cytoscape软件构建蛋白-蛋白相互作用网络,鉴定关键irdeg。通过分子对接预测恩格列净与PIK3CA之间的相互作用。利用GSEA探索PIK3CA的相关通路,利用单细胞RNA测序分析PIK3CA与免疫细胞的关系。采用CCK-8、荧光检测、qRT-PCR和Western blotting检测empag列净对高糖诱导的RAW264.7巨噬细胞和PI3K/AKT信号通路的影响。结果:我们在T2DM中鉴定出109个IRDEGs,其中PIK3CA是一个关键基因。恩格列净显示出与PIK3CA的结合亲和力,这与免疫细胞相互作用和炎症反应有关。单细胞RNA测序分析显示PIK3CA与巨噬细胞相互作用。在高糖诱导的RAW264.7巨噬细胞中,PIK3CA表达升高。恩格列净可改善高糖诱导的巨噬细胞损伤,抑制PIK3CA的表达。此外,恩格列净治疗降低了CD44、ITGAV、IL-6、TNF-α的表达,增加了p-PI3K/PI3K比值。结论:恩格列净对T2DM的治疗作用可能是通过调节免疫通路,特别是通过靶向PI3K/AKT信号通路中的PIK3CA介导的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Diabetology & Metabolic Syndrome
Diabetology & Metabolic Syndrome ENDOCRINOLOGY & METABOLISM-
CiteScore
6.20
自引率
0.00%
发文量
170
审稿时长
7.5 months
期刊介绍: Diabetology & Metabolic Syndrome publishes articles on all aspects of the pathophysiology of diabetes and metabolic syndrome. By publishing original material exploring any area of laboratory, animal or clinical research into diabetes and metabolic syndrome, the journal offers a high-visibility forum for new insights and discussions into the issues of importance to the relevant community.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信