Identification of Biomarkers That Modulate Osteogenic Differentiation in Mesenchymal Stem Cells Related to Inflammation and Immunity: A Bioinformatics-Based Comprehensive Study

被引:7
作者
Feng, Ziyi [1 ]
Su, Xin [1 ]
Wang, Ting [1 ]
Guo, Shu [1 ]
机构
[1] China Med Univ, Hosp 1, Dept Plast Surg, 155 Nanjing North St, Shenyang 110002, Peoples R China
关键词
bioinformatics; osteogenic differentiation; mesenchymal stem cells; biomarker; immunity; inflammation; STROMAL CELLS;
D O I
10.3390/ph15091094
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
Background: Inducing mesenchymal stem cells (MSCs) osteogenesis may be beneficial in a number of clinical applications. The aim of this study is to identify key novel biomarkers of this process and to analyze the possible regulatory effects on inflammation and immunity. Results: Seven datasets (GSE159137, GSE159138, GSE114117, GSE88865, GSE153829, GSE63754, GSE73087) were obtained from the Gene Expression Omnibus database and were assigned to either the training or the validation dataset. The least absolute shrinkage and selection operator (LASSO) logistic regression model was applied to the training data to select biomarkers of osteogenesis, which were then confirmed using the validation dataset. FK506 binding protein 5 (FKBP5), insulin-like growth factor binding protein (IGFBP2), prostaglandin E receptor 2 (PTGER2), SAM domain and HD domain-containing protein 1 (SAMHD1), and transmembrane tetratricopeptide 1 (TMTC1) were highlighted as potential biomarkers. In addition, the differential expressions of immunity and inflammation-related genes were examined and their correlations with the five identified biomarkers were analyzed. The results from performing RT-qPCR and Western blots confirmed that the levels of each of these biomarkers were all significantly increased following osteogenic differentiation of MSCs. Conclusions: Our results identify five biomarkers related to MSCs osteogenesis and allow us to identify their potential roles in immunoregulation and inflammation. Each biomarker was verified by in vitro experiments.
引用
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页数:20
相关论文
共 44 条
[31]   Mesenchymal Stem Cells Improve Rheumatoid Arthritis Progression by Controlling Memory T Cell Response [J].
Luque-Campos, Noymar ;
Contreras-Lopez, Rafael A. ;
Jose Paredes-Martinez, Maria ;
Jose Torres, Maria ;
Bahraoui, Sarah ;
Wei, Mingxing ;
Espinoza, Francisco ;
Djouad, Farida ;
Javier Elizondo-Vega, Roberto ;
Luz-Crawford, Patricia .
FRONTIERS IN IMMUNOLOGY, 2019, 10
[32]   Frozen robust multiarray analysis (fRMA) [J].
McCall, Matthew N. ;
Bolstad, Benjamin M. ;
Irizarry, Rafael A. .
BIOSTATISTICS, 2010, 11 (02) :242-253
[33]   Immunomodulatory Effects of MSCs in Bone Healing [J].
Medhat, Dalia ;
Rodriguez, Clara I. ;
Infante, Arantza .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2019, 20 (21)
[34]   An EP2 receptor-selective prostaglandin E2 agonist induces bone healing [J].
Paralkar, VM ;
Borovecki, F ;
Ke, HZ ;
Cameron, KO ;
Lefker, B ;
Grasser, WA ;
Owen, TA ;
Li, M ;
DaSilva-Jardine, P ;
Zhou, M ;
Dunn, RL ;
Dumont, F ;
Korsmeyer, R ;
Krasney, P ;
Brown, TA ;
Plowchalk, D ;
Vukicevic, S ;
Thompson, DD .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (11) :6736-6740
[35]   Collection, cryopreservation, and characterization of human dental pulp-derived mesenchymal stem cells for banking and clinical use [J].
Perry, Brandon C. ;
Zhou, Dan ;
Wu, Xiaohua ;
Yang, Feng-Chun ;
Byers, Michael A. ;
Chu, T. -M. Gabriel ;
Hockema, J. Jeffrey ;
Woods, Erik J. ;
Goebel, W. Scott .
TISSUE ENGINEERING PART C-METHODS, 2008, 14 (02) :149-156
[36]   Tissue regeneration: The crosstalk between mesenchymal stem cells and immune response [J].
Qi, Kai ;
Li, Na ;
Zhang, Zhenyu ;
Melino, Gerry .
CELLULAR IMMUNOLOGY, 2018, 326 :86-93
[37]   Periosteal matrix-derived hydrogel promotes bone repair through an early immune regulation coupled with enhanced angio- and osteogenesis [J].
Qiu, Pengcheng ;
Li, Mobai ;
Chen, Kai ;
Fang, Bin ;
Chen, Pengfei ;
Tang, Zhibin ;
Lin, Xianfeng ;
Fan, Shunwu .
BIOMATERIALS, 2020, 227
[38]   Immunoregulatory mechanisms of mesenchymal stem and stromal cells in inflammatory diseases [J].
Shi, Yufang ;
Wang, Yu ;
Li, Qing ;
Liu, Keli ;
Hou, Jianquan ;
Shao, Changshun ;
Wang, Ying .
NATURE REVIEWS NEPHROLOGY, 2018, 14 (08) :493-507
[39]   Extracellular matrix type modulates mechanotransduction of stem cells [J].
Stanton, Alice E. ;
Tong, Xinming ;
Yang, Fan .
ACTA BIOMATERIALIA, 2019, 96 :310-320
[40]   Stem cell-based bone regeneration in diseased microenvironments: Challenges and solutions [J].
Sui, Bing-Doug ;
Hu, Cheng-Hu ;
Liu, An-Qi ;
Zheng, Chen-Xi ;
Xuan, Kun ;
Jin, Yan .
BIOMATERIALS, 2019, 196 :18-30