Identification of co-expression network correlated with different periods of adipogenic and osteogenic differentiation of BMSCs by weighted gene co-expression network analysis (WGCNA)

被引:16
|
作者
Liu, Yu [1 ]
Tingart, Markus [1 ]
Lecouturier, Sophie [1 ]
Li, Jianzhang [1 ]
Eschweiler, Joerg [1 ]
机构
[1] RWTH Aachen Univ Clin, Dept Orthopaed Surg, Pauwelsstr 30, D-52074 Aachen, Germany
关键词
Bioinformatics; BMSCs; WGCNA; Osteogenic differentiation; Adipogenic differentiation;
D O I
10.1186/s12864-021-07584-4
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background The differentiation of bone marrow mesenchymal stem cells is a complex and dynamic process. The gene expression pattern and mechanism of different periods of adipogenic and osteogenic differentiation remain unclear. Additionally, the interaction between these two lineage determination requires further exploration. Results Five modules that were most significantly associated with osteogenic or adipogenic differentiation of BMSCs were selected for further investigation. Biological terms (e.g. ribosome biogenesis, TNF-alpha signalling pathway, glucose import and fatty acid metabolism) along with hub transcription factors (e.g. PPARG and YY1) and hub miRNAs (e.g. hsa-mir-26b-5p) were enriched in different modules. The expression pattern of 6 hub genes, ADIPOQ, FABP4, SLC7A5, SELPLG, BIRC3, and KLHL30 was validated by RT-qPCR. Finally, cell staining experiments extended the findings of bioinformatics analysis. Conclusion This study identified the key genes, biological functions, and regulators of each time point of adipogenic and osteogenic differentiation of BMSCs and provided novel evidence and ideas for further research on the differentiation of BMSCs.
引用
收藏
页数:15
相关论文
共 50 条
  • [41] Identification of candidate miRNA biomarkers for pancreatic ductal adenocarcinoma by weighted gene co-expression network analysis
    Giulietti, M.
    Occhipinti, G.
    Principato, G.
    Piva, F.
    CELLULAR ONCOLOGY, 2017, 40 (02) : 181 - 192
  • [42] Identification of hub genes related to Duchenne muscular dystrophy by weighted gene co-expression network analysis
    Wei, Yanning
    Su, Qisheng
    Li, Xiaohong
    MEDICINE, 2022, 101 (52)
  • [43] Identify Key Genes by Weighted Gene Co-Expression Network Analysis for Lung Adenocarcinoma
    Xu, Jichen
    Zong, Xianchun
    Ren, Qianshu
    Wang, Hongyu
    Zhao, Lijuan
    Ji, Jingshuang
    Wang, Jiaxing
    Jiao, Zhimin
    Guo, Zhaokui
    Liang, Xiaofei
    NANO LIFE, 2019, 9 (1-2)
  • [44] Distance correlation application to gene co-expression network analysis
    Hou, Jie
    Ye, Xiufen
    Feng, Weixing
    Zhang, Qiaosheng
    Han, Yatong
    Liu, Yusong
    Li, Yu
    Wei, Yufen
    BMC BIOINFORMATICS, 2022, 23 (01)
  • [45] Distance correlation application to gene co-expression network analysis
    Jie Hou
    Xiufen Ye
    Weixing Feng
    Qiaosheng Zhang
    Yatong Han
    Yusong Liu
    Yu Li
    Yufen Wei
    BMC Bioinformatics, 23
  • [46] GINS2 Functions as a Key Gene in Lung Adenocarcinoma by WGCNA Co-Expression Network Analysis
    Tian, Wen
    Yang, Xianglin
    Yang, He
    Zhou, Baosen
    ONCOTARGETS AND THERAPY, 2020, 13 : 6735 - 6746
  • [47] The identification and verification of hub genes associated with pulmonary arterial hypertension using weighted gene co-expression network analysis
    Weibin Wu
    Ai Chen
    Siming Lin
    Qiuran Wang
    Guili Lian
    Li Luo
    Liangdi Xie
    BMC Pulmonary Medicine, 22
  • [48] The Identification and Validation of Hub Genes Associated with Acute Myocardial Infarction Using Weighted Gene Co-Expression Network Analysis
    Xue, Junqiang
    Chen, Lu
    Cheng, Hao
    Song, Xiaoyue
    Shi, Yuekai
    Li, Linnan
    Xu, Rende
    Qin, Qing
    Ma, Jianying
    Ge, Junbo
    JOURNAL OF CARDIOVASCULAR DEVELOPMENT AND DISEASE, 2022, 9 (01)
  • [49] The identification and verification of hub genes associated with pulmonary arterial hypertension using weighted gene co-expression network analysis
    Wu, Weibin
    Chen, Ai
    Lin, Siming
    Wang, Qiuran
    Lian, Guili
    Luo, Li
    Xie, Liangdi
    BMC PULMONARY MEDICINE, 2022, 22 (01)
  • [50] Weighted Gene Co-expression Network Analysis (WGCNA) of Wnt Signaling Related to Periodontal Ligament Formation: A Bioinformatics-Based Analysis
    Yadalam, Pradeep Kumar
    Ramadoss, Ramya
    Arumuganainar, Deepavalli
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2024, 16 (07)