Department of General Medicine, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China.
Institute of Geriatrics, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China.
Front Endocrinol (Lausanne). 2024 Jul 31;15:1381229. doi: 10.3389/fendo.2024.1381229. eCollection 2024.
Type 2 diabetes mellitus (T2DM) is a major cause of atherosclerosis (AS). However, definitive evidence regarding the common molecular mechanisms underlying these two diseases are lacking. This study aimed to investigate the mechanisms underlying the association between T2DM and AS.
The gene expression profiles of T2DM (GSE159984) and AS (GSE100927) were obtained from the Gene Expression Omnibus, after which overlapping differentially expressed gene identification, bioinformatics enrichment analyses, protein-protein interaction network construction, and core genes identification were performed. We confirmed the discriminatory capacity of core genes using receiver operating curve analysis. We further identified transcription factors using TRRUST database to build a transcription factor-mRNA regulatory network. Finally, the immune infiltration and the correlation between core genes and differential infiltrating immune cells were analyzed.
A total of 27 overlapping differentially expressed genes were identified under the two-stress conditions. Functional analyses revealed that immune responses and transcriptional regulation may be involved in the potential pathogenesis. After protein-protein interaction network deconstruction, external datasets, and qRT-PCR experimental validation, four core genes (IL1B, C1QA, CCR5, and MSR1) were identified. ROC analysis further showed the reliable value of these core genes. Four common differential infiltrating immune cells (B cells, CD4+ T cells, regulatory T cells, and M2 macrophages) between T2DM and AS datasets were selected based on immune cell infiltration. A significant correlation between core genes and common differential immune cells. Additionally, five transcription factors (RELA, NFκB1, JUN, YY1, and SPI1) regulating the transcription of core genes were mined using upstream gene regulator analysis.
In this study, common target genes and co-immune infiltration landscapes were identified between T2DM and AS. The relationship among five transcription factors, four core genes, and four immune cells profiles may be crucial to understanding T2DM complicated with AS pathogenesis and therapeutic direction.
2 型糖尿病(T2DM)是动脉粥样硬化(AS)的主要病因。然而,缺乏关于这两种疾病共同分子机制的确凿证据。本研究旨在探讨 T2DM 和 AS 之间关联的潜在机制。
从基因表达综合数据库中获取 T2DM(GSE159984)和 AS(GSE100927)的基因表达谱,然后进行重叠差异表达基因鉴定、生物信息学富集分析、蛋白质-蛋白质相互作用网络构建和核心基因鉴定。我们使用接收者操作曲线分析来验证核心基因的判别能力。我们进一步使用 TRRUST 数据库识别转录因子,以构建转录因子-mRNA 调控网络。最后,分析核心基因与差异浸润免疫细胞之间的免疫浸润和相关性。
在两种应激条件下共鉴定出 27 个重叠差异表达基因。功能分析表明,免疫反应和转录调控可能参与潜在的发病机制。在蛋白质-蛋白质相互作用网络解构、外部数据集和 qRT-PCR 实验验证后,鉴定出四个核心基因(IL1B、C1QA、CCR5 和 MSR1)。ROC 分析进一步显示了这些核心基因的可靠价值。根据免疫细胞浸润,从 T2DM 和 AS 数据集选择了四种常见的差异浸润免疫细胞(B 细胞、CD4+T 细胞、调节性 T 细胞和 M2 巨噬细胞)。核心基因与常见差异免疫细胞之间存在显著相关性。此外,通过上游基因调节剂分析,挖掘了调节核心基因转录的五个转录因子(RELA、NFκB1、JUN、YY1 和 SPI1)。
在这项研究中,鉴定出 T2DM 和 AS 之间共同的靶基因和共同免疫浸润景观。五个转录因子、四个核心基因和四个免疫细胞谱之间的关系可能对理解 T2DM 合并 AS 的发病机制和治疗方向至关重要。