间充质干细胞脂肪生成过程中枢纽基因的鉴定和验证以及 miRNA 基因和转录因子基因网络的构建

IF 3.8 3区 医学 Q2 CELL & TISSUE ENGINEERING Stem Cells International Pub Date : 2024-08-29 eCollection Date: 2024-01-01 DOI:10.1155/2024/5789593
Miaomiao Dai, Weisheng Hong, Yi Ouyang
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引用次数: 0

摘要

背景:成脂分化是间充质干细胞(MSCs)分化选择范围中的一个关键途径,在再生医学和肥胖症及骨质疏松症等疾病的治疗领域具有重要意义。然而,控制间充质干细胞成脂肪分化的确切机制尚未完全明了:我们从基因表达总库(Gene Expression Omnibus)数据库中获取了数据集,即 GSE36923、GSE80614、GSE107789 和 GSE113253。我们利用这些数据集进行了系统分析,包括鉴定间充质干细胞成脂肪分化前后的差异表达基因(DEGs)。随后,我们对所有四个数据集共有的 DEGs 进行了详尽的分析。为了进一步深入了解,我们对这些重叠的 DEGs 进行了全面的基因本体富集和京都基因和基因组百科全书通路分析。在构建了蛋白质-蛋白质相互作用(PPI)网络之后,我们仔细确定了一批对脂肪分化过程至关重要的枢纽基因,并利用实时定量聚合酶链反应对其进行了验证。随后,我们开始构建 miRNA 基因和 TF 基因相互作用网络:我们的严谨分析发现,在所有四个数据集中,共有 18 个上调 DEGs 和 12 个下调 DEGs。值得注意的是,过氧化物酶体增殖激活受体信号通路、脂肪细胞脂肪分解调控和脂肪细胞因子信号通路成为与这些 DEGs 的调控有显著关联的最高级通路。在构建 PPI 网络之后,我们确定并验证了 10 个关键节点基因,即 IL6、FABP4、ADIPOQ、LPL、PLIN1、RBP4、ACACB、NT5E、KRT19 和 G0S2。通过构建miRNA-基因相互作用网络,我们发现了十大关键miRNA,包括hsa-mir-27a-3p、hsa-let-7b-5p、hsa-mir-1-3p、hsa-mir-124-3p、hsa-mir-155-5p、hsa-mir-16-5p、hsa-mir-101-3p、hsa-mir-21-3p、hsa-mir-146a-5p和hsa-mir-148b-3p。此外,TF-基因相互作用网络的构建揭示了前 10 个关键 TFs:ZNF501、ZNF512、YY1、EZH2、ZFP37、ZNF2、SOX13、MXD3、ELF3和TFDP1:综上所述,我们的综合研究成功地揭示了支配间充质干细胞脂肪形成的关键枢纽基因。此外,精心构建的miRNA-基因和TF-基因相互作用网络将大大提高我们对间叶干细胞脂肪生成分化的复杂性的理解,从而为再生生物学的未来发展奠定坚实的基础。
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Identification and Validation of Hub Genes and Construction of miRNA-Gene and Transcription Factor-Gene Networks in Adipogenesis of Mesenchymal Stem Cells.

Background: Adipogenic differentiation stands as a crucial pathway in the range of differentiation options for mesenchymal stem cells (MSCs), carrying significant importance in the fields of regenerative medicine and the treatment of conditions such as obesity and osteoporosis. However, the exact mechanisms that control the adipogenic differentiation of MSCs are not yet fully understood.

Materials and methods: We procured datasets, namely GSE36923, GSE80614, GSE107789, and GSE113253, from the Gene Expression Omnibus database. These datasets enabled us to perform a systematic analysis, including the identification of differentially expressed genes (DEGs) pre- and postadipogenic differentiation in MSCs. Subsequently, we conducted an exhaustive analysis of DEGs common to all four datasets. To gain further insights, we subjected these overlapped DEGs to comprehensive gene ontology enrichment and Kyoto Encyclopedia of Genes and Genomes pathway analyses. Following the construction of protein-protein interaction (PPI) networks, we meticulously identified a cohort of hub genes pivotal to the adipogenic differentiation process and validated them using real-time quantitative polymerase chain reaction. Subsequently, we ventured into the construction of miRNA-gene and TF-gene interaction networks.

Results: Our rigorous analysis revealed a total of 18 upregulated DEGs and 12 downregulated DEGs that consistently appeared across all four datasets. Notably, the peroxisome proliferator-activated receptor signaling pathway, regulation of lipolysis in adipocytes, and the adipocytokine signaling pathway emerged as the top-ranking pathways significantly implicated in the regulation of these DEGs. Subsequent to the construction of the PPI network, we identified and validated 10 key node genes, namely IL6, FABP4, ADIPOQ, LPL, PLIN1, RBP4, ACACB, NT5E, KRT19, and G0S2. Our endeavor to construct miRNA-gene interaction networks led to the discovery of the top 10 pivotal miRNAs, including hsa-mir-27a-3p, hsa-let-7b-5p, hsa-mir-1-3p, hsa-mir-124-3p, hsa-mir-155-5p, hsa-mir-16-5p, hsa-mir-101-3p, hsa-mir-21-3p, hsa-mir-146a-5p, and hsa-mir-148b-3p. Furthermore, the construction of TF-gene interaction networks revealed the top 10 critical TFs: ZNF501, ZNF512, YY1, EZH2, ZFP37, ZNF2, SOX13, MXD3, ELF3, and TFDP1.

Conclusions: In summary, our comprehensive study has successfully unraveled the pivotal hub genes that govern the adipogenesis of MSCs. Moreover, the meticulously constructed miRNA-gene and TF-gene interaction networks are poised to significantly augment our comprehension of the intricacies underlying MSC adipogenic differentiation, thus providing a robust foundation for future advances in regenerative biology.

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来源期刊
Stem Cells International
Stem Cells International CELL & TISSUE ENGINEERING-
CiteScore
8.10
自引率
2.30%
发文量
188
审稿时长
18 weeks
期刊介绍: Stem Cells International is a peer-reviewed, Open Access journal that publishes original research articles, review articles, and clinical studies in all areas of stem cell biology and applications. The journal will consider basic, translational, and clinical research, including animal models and clinical trials. Topics covered include, but are not limited to: embryonic stem cells; induced pluripotent stem cells; tissue-specific stem cells; stem cell differentiation; genetics and epigenetics; cancer stem cells; stem cell technologies; ethical, legal, and social issues.
期刊最新文献
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