{"title":"2型糖尿病和心脏栓塞性中风的综合组学分析提供了新的生物学见解和治疗靶点。","authors":"Yue Hao, Jun-Tao Zhang, Li-Fen Guo, Heng-Qian He, Li-Qin Ying, Si-Yu Xian, Hao Liu, Qin-Kang Lu","doi":"10.36721/PJPS.2025.38.4.REG.14341.1","DOIUrl":null,"url":null,"abstract":"<p><p>The objective of this study is to investigate the shared genes that are differentially expressed (DEGs) between CES and T2DM, as well as uncover the hidden molecular mechanisms involved. We retrieved the gene expression profiles for CES (GSE58294) and T2DM (GSE25724) from Gene Expression Omnibus (GEO) database. We then per formed 5 analyses: Identify the overlapping DEGs between CES and T2DM, correlation analysis of hub genes; transcriptional regulation analysis of hub genes; single-cell sequencing analysis and potential therapeutic drug prediction. A total of 239 overlapping genes with the same trends were identified as DEGs between two datasets. Functional analysis emphasized the crucial role of neuronal cell development in these two diseases. Through the three algorithms of plug-in cytoHubba, five common hub genes were identified as HNRNPD, APP, ESR1, RHOA and DICER1. Single-cell analysis further confirmed the expression of five hub genes. In addition, TF (FOXC1) and miRNAs (miR-221-3p and miR-222-3p) were identified as potential key regulators between the CES and T2DM. This research reveals the shared pathogenesis of CES and T2DM. In the future, these common hub genes may provide new targets for further mechanistic research as well as new therapies for patients with CES and T2DM.</p>","PeriodicalId":19971,"journal":{"name":"Pakistan journal of pharmaceutical sciences","volume":"38 4","pages":"1448-1461"},"PeriodicalIF":0.7000,"publicationDate":"2025-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Comprehensive omics analysis of type 2 diabetes mellitus and cardioembolic stroke provides new biological insights and therapeutic targets.\",\"authors\":\"Yue Hao, Jun-Tao Zhang, Li-Fen Guo, Heng-Qian He, Li-Qin Ying, Si-Yu Xian, Hao Liu, Qin-Kang Lu\",\"doi\":\"10.36721/PJPS.2025.38.4.REG.14341.1\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>The objective of this study is to investigate the shared genes that are differentially expressed (DEGs) between CES and T2DM, as well as uncover the hidden molecular mechanisms involved. We retrieved the gene expression profiles for CES (GSE58294) and T2DM (GSE25724) from Gene Expression Omnibus (GEO) database. We then per formed 5 analyses: Identify the overlapping DEGs between CES and T2DM, correlation analysis of hub genes; transcriptional regulation analysis of hub genes; single-cell sequencing analysis and potential therapeutic drug prediction. A total of 239 overlapping genes with the same trends were identified as DEGs between two datasets. Functional analysis emphasized the crucial role of neuronal cell development in these two diseases. Through the three algorithms of plug-in cytoHubba, five common hub genes were identified as HNRNPD, APP, ESR1, RHOA and DICER1. Single-cell analysis further confirmed the expression of five hub genes. In addition, TF (FOXC1) and miRNAs (miR-221-3p and miR-222-3p) were identified as potential key regulators between the CES and T2DM. This research reveals the shared pathogenesis of CES and T2DM. In the future, these common hub genes may provide new targets for further mechanistic research as well as new therapies for patients with CES and T2DM.</p>\",\"PeriodicalId\":19971,\"journal\":{\"name\":\"Pakistan journal of pharmaceutical sciences\",\"volume\":\"38 4\",\"pages\":\"1448-1461\"},\"PeriodicalIF\":0.7000,\"publicationDate\":\"2025-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Pakistan journal of pharmaceutical sciences\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.36721/PJPS.2025.38.4.REG.14341.1\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"PHARMACOLOGY & PHARMACY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Pakistan journal of pharmaceutical sciences","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.36721/PJPS.2025.38.4.REG.14341.1","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0
摘要
本研究的目的是探讨CES和T2DM之间的共同差异表达基因(DEGs),并揭示其中隐藏的分子机制。我们从gene expression Omnibus (GEO)数据库中检索了CES (GSE58294)和T2DM (GSE25724)的基因表达谱。然后我们进行了5项分析:确定CES与T2DM之间的重叠deg,中心基因的相关性分析;枢纽基因转录调控分析;单细胞测序分析及潜在治疗药物预测。在两个数据集之间,共有239个具有相同趋势的重叠基因被确定为deg。功能分析强调了神经元细胞发育在这两种疾病中的关键作用。通过plug-in cytoHubba的三种算法,鉴定出5个常见的枢纽基因为HNRNPD、APP、ESR1、RHOA和DICER1。单细胞分析进一步证实了5个枢纽基因的表达。此外,TF (FOXC1)和mirna (miR-221-3p和miR-222-3p)被确定为CES和T2DM之间潜在的关键调节因子。本研究揭示了CES和T2DM的共同发病机制。在未来,这些共同的枢纽基因可能为进一步的机制研究提供新的靶点,并为CES和T2DM患者提供新的治疗方法。
Comprehensive omics analysis of type 2 diabetes mellitus and cardioembolic stroke provides new biological insights and therapeutic targets.
The objective of this study is to investigate the shared genes that are differentially expressed (DEGs) between CES and T2DM, as well as uncover the hidden molecular mechanisms involved. We retrieved the gene expression profiles for CES (GSE58294) and T2DM (GSE25724) from Gene Expression Omnibus (GEO) database. We then per formed 5 analyses: Identify the overlapping DEGs between CES and T2DM, correlation analysis of hub genes; transcriptional regulation analysis of hub genes; single-cell sequencing analysis and potential therapeutic drug prediction. A total of 239 overlapping genes with the same trends were identified as DEGs between two datasets. Functional analysis emphasized the crucial role of neuronal cell development in these two diseases. Through the three algorithms of plug-in cytoHubba, five common hub genes were identified as HNRNPD, APP, ESR1, RHOA and DICER1. Single-cell analysis further confirmed the expression of five hub genes. In addition, TF (FOXC1) and miRNAs (miR-221-3p and miR-222-3p) were identified as potential key regulators between the CES and T2DM. This research reveals the shared pathogenesis of CES and T2DM. In the future, these common hub genes may provide new targets for further mechanistic research as well as new therapies for patients with CES and T2DM.
期刊介绍:
Pakistan Journal of Pharmaceutical Sciences (PJPS) is a peer reviewed multi-disciplinary pharmaceutical sciences journal. The PJPS had its origin in 1988 from the Faculty of Pharmacy, University of Karachi as a biannual journal, frequency converted as quarterly in 2005, and now PJPS is being published as bi-monthly from January 2013.
PJPS covers Biological, Pharmaceutical and Medicinal Research (Drug Delivery, Pharmacy Management, Molecular Biology, Biochemical, Pharmacology, Pharmacokinetics, Phytochemical, Bio-analytical, Therapeutics, Biotechnology and research on nano particles.