Analysis of mRNA Expression and DNA Methylation Datasets According to the Genomic Distribution of CpG Sites in Osteoarthritis

被引:9
作者
Yi, Peng [1 ]
Xu, Xiongfeng [1 ]
Yao, Jiawei [1 ]
Qiu, Bo [1 ]
机构
[1] Wuhan Univ, Renmin Hosp, Dept Orthoped Surg, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
DNA methylation; gene transcription; genomic regions; chondrocytes; osteoarthritis;
D O I
10.3389/fgene.2021.618803
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Objectives Transcriptional changes in cartilage can impact function by causing degradation such as that which occurs during the development of osteoarthritis (OA). Epigenetic regulation may be a key factor leading to transcriptional changes in OA. In this study, we performed a combined analysis of DNA methylation and gene expression microarray datasets and identified key transcription factors (TFs) central to the regulation of gene expression in OA. Methods A DNA methylation profile dataset (GSE63106) and a gene expression profiling dataset (GSE114007) were extracted from the Gene Expression Omnibus (GEO). We used ChAMP methylation analysis and the Limma package to identify differentially methylation genes (DMGs) and differentially expressed genes (DEGs) from normal and human knee cartilage samples in OA. Function enrichment analysis of DMGs was conducted using the DAVID database. A combined analysis of DEGs and DMGs was conducted to identify key TFs in OA. We then validated the mRNA expression of selected TFs in normal and OA cartilage by RT-qPCR. Primary chondrocytes were cultured and treated with the DNA methylation inhibitor 5-Aza-2-deoxycytidine (5-Aza) for functional validation. Results We identified 2,170 differential methylation sites (DMS) containing 1005 genes and 1986 DEGs between normal human and OA cartilage. Functional analysis of DMGs revealed that focal adhesion, extracellular matrix (ECM)-receptor interactions, the PI3K-Akt signaling pathway, and the FoxO signaling pathway were involved in OA. Integrated analysis showed a subset of 17 TFs. Four TFs (ELF3, SOX11, RARA, and FOXD2) were validated. RT-qPCR results showed the mRNA expression of SOX11, RARA, and FOXD2 were consistent with the results from the mRNA expression data. However, the expression of ELF3 could not be validated. Upon 5-Aza-2 '-deoxycytidine (5-Aza) treatment, the mRNA levels of ELF3 and SOX11 were down-regulated, whilst RARA was up-regulated, and FOXD2 showed no significant change in expression level. Conclusions the effect of DNA methylation on the transcriptional regulation is related to the distribution of methylated sites across the genome. Epigenetic studies on the positions of DMS in transcriptional units can inform a better understanding of the function of DNA methylation and its transcription regulation.
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页数:11
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共 44 条
  • [1] Large-scale gene expression profiling reveals major pathogenetic pathways of cartilage degeneration in osteoarthritis
    Aigner, Thomas
    Fundel, Katrin
    Saas, Joachim
    Gebhard, Pia M.
    Haag, Jochen
    Weiss, Tilo
    Zien, Alexander
    Obermayr, Franz
    Zimmer, Ralf
    Bartnik, Eckart
    [J]. ARTHRITIS AND RHEUMATISM, 2006, 54 (11): : 3533 - 3544
  • [2] Epigenetic Mechanisms and Non-coding RNAs in Osteoarthritis
    Barter, Matt J.
    Young, David A.
    [J]. CURRENT RHEUMATOLOGY REPORTS, 2013, 15 (09)
  • [3] Osteoarthritis and its management - Epidemiology, nutritional aspects and environmental factors
    Bortoluzzi, Alessandra
    Furini, Federica
    Scire, Carlo A.
    [J]. AUTOIMMUNITY REVIEWS, 2018, 17 (11) : 1097 - 1104
  • [4] Toward a human epigenome
    Brena, Romulo M.
    Huang, Tim H-M
    Plass, Christoph
    [J]. NATURE GENETICS, 2006, 38 (12) : 1359 - 1360
  • [5] cAMP response element-binding (CREB) recruitment following a specific CpG demethylation leads to the elevated expression of the matrix metalloproteinase 13 in human articular chondrocytes and osteoarthritis
    Bui, Catherine
    Barter, Matt J.
    Scott, Jenny L.
    Xu, Yaobo
    Galler, Martin
    Reynard, Louise N.
    Rowan, Andrew D.
    Young, David A.
    [J]. FASEB JOURNAL, 2012, 26 (07) : 3000 - 3011
  • [6] Expression of ADAMTS-4 by chondrocytes in the surface zone of human osteoarthritic cartilage is regulated by epigenetic DNA de-methylation
    Cheung, Kelvin S. C.
    Hashimoto, Ko
    Yamada, Norikazu
    Roach, Helmtrud I.
    [J]. RHEUMATOLOGY INTERNATIONAL, 2009, 29 (05) : 525 - 534
  • [7] Knee and hip articular cartilage have distinct epigenomic landscapes: implications for future cartilage regeneration approaches
    den Hollander, W.
    Ramos, Y. F. M.
    Bos, S. D.
    Bomer, N.
    van der Breggen, R.
    Lakenberg, N.
    de Dijcker, W. J.
    Duijnisveld, Bouke J.
    Slagboom, P. E.
    Nelissen, Rob G. H. H.
    Meulenbelt, I.
    [J]. ANNALS OF THE RHEUMATIC DISEASES, 2014, 73 (12) : 2208 - 2212
  • [8] Epigenetics in osteoarthritis: Novel spotlight
    Fathollahi, Anwar
    Aslani, Saeed
    Jamshidi, Ahmadreza
    Mahmoudi, Mahdi
    [J]. JOURNAL OF CELLULAR PHYSIOLOGY, 2019, 234 (08) : 12309 - 12324
  • [9] Comparison of sequencing-based methods to profile DNA methylation and identification of monoallelic epigenetic modifications
    Harris, R. Alan
    Wang, Ting
    Coarfa, Cristian
    Nagarajan, Raman P.
    Hong, Chibo
    Downey, Sara L.
    Johnson, Brett E.
    Fouse, Shaun D.
    Delaney, Allen
    Zhao, Yongjun
    Olshen, Adam
    Ballinger, Tracy
    Zhou, Xin
    Forsberg, Kevin J.
    Gu, Junchen
    Echipare, Lorigail
    O'Geen, Henriette
    Lister, Ryan
    Pelizzola, Mattia
    Xi, Yuanxin
    Epstein, Charles B.
    Bernstein, Bradley E.
    Hawkins, R. David
    Ren, Bing
    Chung, Wen-Yu
    Gu, Hongcang
    Bock, Christoph
    Gnirke, Andreas
    Zhang, Michael Q.
    Haussler, David
    Ecker, Joseph R.
    Li, Wei
    Farnham, Peggy J.
    Waterland, Robert A.
    Meissner, Alexander
    Marra, Marco A.
    Hirst, Martin
    Milosavljevic, Aleksandar
    Costello, Joseph F.
    [J]. NATURE BIOTECHNOLOGY, 2010, 28 (10) : 1097 - U194
  • [10] DNA Demethylation at Specific CpG Sites in the IL1B Promoter in Response to Inflammatory Cytokines in Human Articular Chondrocytes
    Hashimoto, Ko
    Oreffo, Richard O. C.
    Gibson, Marc B.
    Goldring, Mary B.
    Roach, Helmtrud I.
    [J]. ARTHRITIS AND RHEUMATISM, 2009, 60 (11): : 3303 - 3313