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通过稳健秩聚合和多种功能注释方法分析参与老年与胎儿骨髓间充质干细胞差异的枢纽基因

Analysis of Hub Genes Involved in Distinction Between Aged and Fetal Bone Marrow Mesenchymal Stem Cells by Robust Rank Aggregation and Multiple Functional Annotation Methods.

作者信息

Liu Xiaoyao, Yin Mingjing, Liu Xinpeng, Da Junlong, Zhang Kai, Zhang Xinjian, Liu Lixue, Wang Jianqun, Jin Han, Liu Zhongshuang, Zhang Bin, Li Ying

机构信息

Institute of Hard Tissue Development and Regeneration, The Second Affiliated Hospital of Harbin Medical University, Harbin, China.

Heilongjiang Academy of Medical Sciences, Harbin, China.

出版信息

Front Genet. 2020 Dec 14;11:573877. doi: 10.3389/fgene.2020.573877. eCollection 2020.

Abstract

Stem cells from fetal tissue protect against aging and possess greater proliferative capacity than their adult counterparts. These cells can more readily expand and senesce later in culture. However, the underlying molecular mechanisms for these differences are still not fully understood. In this study, we used a robust rank aggregation (RRA) method to discover robust differentially expressed genes (DEGs) between fetal bone marrow mesenchymal stem cells (fMSCs) and aged adult bone marrow mesenchymal stem cells (aMSCs). Multiple methods, including gene set enrichment analysis (GSEA), Gene Ontology (GO) analysis, and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis were performed for functional annotation of the robust DEGs, and the results were visualized using the R software. The hub genes and other genes with which they interacted directly were detected by protein-protein interaction (PPI) network analysis. Correlation of gene expression was measured by Pearson correlation coefficient. A total of 388 up-regulated and 289 down-regulated DEGs were identified between aMSCs and fMSCs. We found that the down-regulated genes were mainly involved in the cell cycle, telomerase activity, and stem cell proliferation. The up-regulated DEGs were associated with cell adhesion molecules, extracellular matrix (ECM)-receptor interactions, and the immune response. We screened out four hub genes, , , , and , through PPI-network analysis. The gene was negatively correlated with , an age-related gene, and was extensively involved in the cell cycle. The results suggested that MSCs derived from the bone marrow of an elderly donor present a pro-inflammatory phenotype compared with that of fMSCs, and the and genes are related to the immune response. These findings provide new insights into the differences between aMSCs and fMSCs and may suggest novel strategies for expansion and application of adult MSCs.

摘要

来自胎儿组织的干细胞可抵御衰老,且比成年干细胞具有更强的增殖能力。这些细胞在培养后期能更易于扩增和衰老。然而,造成这些差异的潜在分子机制仍未完全明确。在本研究中,我们使用了一种强大的秩次聚合(RRA)方法,以发现胎儿骨髓间充质干细胞(fMSCs)和老年成年骨髓间充质干细胞(aMSCs)之间强大的差异表达基因(DEGs)。我们对这些强大的DEGs进行了多种功能注释方法,包括基因集富集分析(GSEA)、基因本体论(GO)分析和京都基因与基因组百科全书(KEGG)通路分析,并使用R软件将结果可视化。通过蛋白质-蛋白质相互作用(PPI)网络分析检测了枢纽基因及其直接相互作用的其他基因。基因表达的相关性通过Pearson相关系数进行测量。在aMSCs和fMSCs之间共鉴定出388个上调的DEGs和289个下调的DEGs。我们发现下调的基因主要参与细胞周期、端粒酶活性和干细胞增殖。上调的DEGs与细胞粘附分子、细胞外基质(ECM)-受体相互作用和免疫反应有关。通过PPI网络分析,我们筛选出了四个枢纽基因,即 、 、 和 。 基因与一个与年龄相关的基因 呈负相关,且 广泛参与细胞周期。结果表明,与fMSCs相比,来自老年供体骨髓的MSCs呈现出促炎表型,且 和 基因与免疫反应有关。这些发现为aMSCs和fMSCs之间的差异提供了新的见解,并可能为成年MSCs的扩增和应用提出新策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c06/7793715/001b95f3447a/fgene-11-573877-g001.jpg

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