Shared transcriptional regulators and network rewiring identify therapeutic targets linking type 2 diabetes mellitus and hypertension.

IF 3.9 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Frontiers in Molecular Biosciences Pub Date : 2025-08-20 eCollection Date: 2025-01-01 DOI:10.3389/fmolb.2025.1621413
Claudia Desireé Norzagaray-Valenzuela, Marco Antonio Valdez-Flores, Josue Camberos-Barraza, Alberto Kousuke De la Herrán-Arita, Juan Fidel Osuna-Ramos, Javier Magaña-Gómez, Carla Angulo-Rojo, Alma Marlene Guadrón-Llanos, Katia Aviña-Padilla, Loranda Calderón-Zamora
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引用次数: 0

Abstract

Background: Type 2 diabetes mellitus (T2DM) and Hypertension (HTN) frequently coexist and synergistically exacerbate vascular and immune dysfunction. Despite their clinical interrelation, these diseases have traditionally been studied in isolation, and the molecular mechanisms underlying their comorbidity remain poorly understood. This study aimed to uncover shared transcriptional programs and disease-specific regulatory networks contributing to cardiometabolic dysfunction.

Methods: We systematically selected transcriptomic datasets and employed an integrative systems biology approach that combined differential gene expression analysis, co-expression network construction, protein-protein interaction mapping, transcription factor activity inference, and network rewiring analysis. Functional enrichment analyses were conducted to elucidate biological processes associated with disease-specific modules.

Results: We identified distinct regulatory modules: ME3 in T2DM, enriched in metabolic stress response, intracellular trafficking, and inflammation, and ME7 in HTN, enriched in immune response and vascular remodeling. Protein interaction networks revealed key hub genes such as GNB1, JAK1, and RPS3 as T2DM-specific hubs, while MAPK1, BUB1B, and RPS6 were central in HTN. Network rewiring analysis showed condition-specific changes in gene connectivity, particularly in ST18 and SLBP gaining prominence in T2DM, and SLC16A7 and SPX showing decreased connectivity in HTN. Notably, transcription factor activity analysis revealed shared regulators HNF4A and STAT2 implicated in inflammation, oxidative stress, and vascular remodeling, highlighting a transcriptional convergence between the two conditions.

Conclusion: This study provides novel insights into the molecular crosstalk between T2DM and HTN by identifying conserved transcriptional regulators and rewired gene networks. Our findings support the existence of a shared regulatory architecture underlying cardiometabolic comorbidity and suggest promising diagnostic and therapeutic targets for precision medicine.

共享转录调控因子和网络重新布线确定连接2型糖尿病和高血压的治疗靶点。
背景:2型糖尿病(T2DM)和高血压(HTN)经常共存,并协同加重血管和免疫功能障碍。尽管它们的临床相互关系,这些疾病传统上是孤立研究的,其合并症的分子机制仍然知之甚少。这项研究旨在揭示共同的转录程序和疾病特异性调节网络有助于心脏代谢功能障碍。方法:我们系统地选择转录组数据集,并采用综合系统生物学方法,将差异基因表达分析、共表达网络构建、蛋白-蛋白相互作用作图、转录因子活性推断和网络重布线分析相结合。功能富集分析是为了阐明与疾病特异性模块相关的生物学过程。结果:我们发现了不同的调节模块:ME3在T2DM中富集于代谢应激反应、细胞内运输和炎症,ME7在HTN中富集于免疫反应和血管重构。蛋白质相互作用网络显示,GNB1、JAK1和RPS3等关键枢纽基因是t2dm特异性枢纽,而MAPK1、BUB1B和RPS6在HTN中处于中心位置。网络重布线分析显示,基因连接的条件特异性变化,特别是ST18和SLBP在T2DM中突出,而SLC16A7和SPX在HTN中显示连接减少。值得注意的是,转录因子活性分析揭示了参与炎症、氧化应激和血管重构的共同调节因子HNF4A和STAT2,强调了两种情况之间的转录趋同。结论:本研究通过鉴定保守的转录调控因子和重新连接的基因网络,为T2DM和HTN之间的分子串扰提供了新的见解。我们的研究结果支持存在一种共同的心脏代谢合并症的调节结构,并为精准医学提供了有希望的诊断和治疗靶点。
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来源期刊
Frontiers in Molecular Biosciences
Frontiers in Molecular Biosciences Biochemistry, Genetics and Molecular Biology-Biochemistry
CiteScore
7.20
自引率
4.00%
发文量
1361
审稿时长
14 weeks
期刊介绍: Much of contemporary investigation in the life sciences is devoted to the molecular-scale understanding of the relationships between genes and the environment — in particular, dynamic alterations in the levels, modifications, and interactions of cellular effectors, including proteins. Frontiers in Molecular Biosciences offers an international publication platform for basic as well as applied research; we encourage contributions spanning both established and emerging areas of biology. To this end, the journal draws from empirical disciplines such as structural biology, enzymology, biochemistry, and biophysics, capitalizing as well on the technological advancements that have enabled metabolomics and proteomics measurements in massively parallel throughput, and the development of robust and innovative computational biology strategies. We also recognize influences from medicine and technology, welcoming studies in molecular genetics, molecular diagnostics and therapeutics, and nanotechnology. Our ultimate objective is the comprehensive illustration of the molecular mechanisms regulating proteins, nucleic acids, carbohydrates, lipids, and small metabolites in organisms across all branches of life. In addition to interesting new findings, techniques, and applications, Frontiers in Molecular Biosciences will consider new testable hypotheses to inspire different perspectives and stimulate scientific dialogue. The integration of in silico, in vitro, and in vivo approaches will benefit endeavors across all domains of the life sciences.
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