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

被引:5
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
收藏
页数:20
相关论文
共 50 条
  • [41] Identification of differentially expressed autophagy genes associated with osteogenic differentiation in human bone marrow mesenchymal stem cells
    Xu, Yibo
    Wang, Zhimeng
    Wang, Yakang
    Huang, Qiang
    Ren, Cheng
    Sun, Liang
    Wang, Qian
    Li, Ming
    Liu, Hongliang
    Li, Zhong
    Zhang, Kun
    Ma, Teng
    Lu, Yao
    AMERICAN JOURNAL OF TRANSLATIONAL RESEARCH, 2022, 14 (08): : 5326 - 5342
  • [42] Comprehensive analysis of lncRNA-miRNA-mRNA networks during osteogenic differentiation of bone marrow mesenchymal stem cells
    Jialin Liu
    Yuan Yao
    Jinyong Huang
    Hao Sun
    Yixuan Pu
    Mengting Tian
    Meijie Zheng
    Huiyu He
    Zheng Li
    BMC Genomics, 23
  • [43] Comprehensive analysis of lncRNA-miRNA-mRNA networks during osteogenic differentiation of bone marrow mesenchymal stem cells
    Liu, Jialin
    Yao, Yuan
    Huang, Jinyong
    Sun, Hao
    Pu, Yixuan
    Tian, Mengting
    Zheng, Meijie
    He, Huiyu
    Li, Zheng
    BMC GENOMICS, 2022, 23 (01)
  • [44] Identification of Key Genes Related to Immune Cells in Patients with COVID-19 Via Integrated Bioinformatics-Based Analysis
    Chen, Zhao-jun
    Xiao, Jie
    Chen, Hai-hua
    BIOCHEMICAL GENETICS, 2023, 61 (06) : 2650 - 2671
  • [45] Identification of Key Genes Related to Immune Cells in Patients with COVID-19 Via Integrated Bioinformatics-Based Analysis
    Zhao-jun Chen
    Jie Xiao
    Hai-hua Chen
    Biochemical Genetics, 2023, 61 : 2650 - 2671
  • [46] Decellularized leaf-based biomaterial supports osteogenic differentiation of dental pulp mesenchymal stem cells
    Raundal, Kaustubh
    Kharat, Avinash
    Sanap, Avinash
    Kheur, Supriya
    Potdar, Pranjali
    Sakhare, Swapnali
    Bhonde, Ramesh
    IN VITRO CELLULAR & DEVELOPMENTAL BIOLOGY-ANIMAL, 2024, 60 (08) : 926 - 934
  • [47] Comparison Study for Effects of BMP-2 and GDF-5 on Osteogenic Differentiation of Rat Bone Marrow-Derived Mesenchymal Stem Cells
    Kwon, Young Sam
    Yoo, Jeong Joon
    Chun, Heung Jae
    Kim, Hee Joong
    TISSUE ENGINEERING AND REGENERATIVE MEDICINE, 2009, 6 (13) : 1204 - 1209
  • [48] Nanotopographical cues of electrospun PLLA efficiently modulate non-coding RNA network to osteogenic differentiation of mesenchymal stem cells during BMP signaling pathway
    Izadpanahi, Maryam
    Seyedjafari, Ehsan
    Arefian, Ehsan
    Hamta, Ahmad
    Hosseinzadeh, Simzar
    Kehtari, Mousa
    Soleimani, Masoud
    MATERIALS SCIENCE AND ENGINEERING C-MATERIALS FOR BIOLOGICAL APPLICATIONS, 2018, 93 : 686 - 703
  • [49] CD_99 G1 neutrophils modulate osteogenic differentiation of mesenchymal stem cells in the pathological process of ankylosing spondylitis
    Feng, Xinzhe
    Wang, Chen
    Ji, Boyao
    Qiao, Junjie
    Xu, Yihong
    Zhu, Shanbang
    Ji, Zhou
    Zhou, Bole
    Tong, Wenwen
    Xu, Weidong
    ANNALS OF THE RHEUMATIC DISEASES, 2024, 83 (03) : 324 - 334
  • [50] Galangin inhibits lipopolysaccharide-induced inflammation and stimulates osteogenic differentiation of bone marrow mesenchymal stem cells via regulation of AKT/mTOR signaling
    Wang, Xiaoting
    Xiao, Xinglei
    ALLERGOLOGIA ET IMMUNOPATHOLOGIA, 2023, 51 (01) : 133 - 139