Identification of Genes with Altered Methylation in Osteoclast Differentiation and Its Roles in Osteoporosis

被引:9
作者
Peng, Renpeng [1 ]
Dong, Yimin [1 ]
Kang, Honglei [1 ]
Guo, Qian [1 ]
Zhu, Meipeng [1 ]
Li, Feng [1 ,2 ,3 ,4 ]
机构
[1] Huazhong Univ Sci & Technol, Tongji Hosp, Tongji Med Coll, Dept Orthoped Surg, Wuhan, Peoples R China
[2] Huazhong Univ Sci & Technol, Tongji Hosp, Tongji Med Coll, Regenerat Med Ctr, Wuhan, Peoples R China
[3] Huazhong Univ Sci & Technol, Tongji Hosp, Tongji Med Coll, Dept Biol Engn, Wuhan, Peoples R China
[4] Huazhong Univ Sci & Technol, Tongji Hosp, Tongji Med Coll, Dept Orthoped Surg, 1095 Jiefang Ave, Wuhan 430100, Peoples R China
基金
中国国家自然科学基金;
关键词
osteoclast; osteoporosis; methylation; bioinformatics analysis; DEG; DMG; MESENCHYMAL STEM-CELLS; DNA METHYLATION; L-SELECTIN; BONE-CELLS; CHEMERIN; RECRUITMENT; SYSTEM; RNA; INVOLVEMENT; PATHWAY;
D O I
10.1089/dna.2021.0699
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Osteoporosis is one of the most common metabolic skeletal diseases, which affects more than 200 million people worldwide, especially elderly and postmenopausal women. One of the main processes of osteoporosis is attenuated bone formation. Abundant evidence has confirmed that overactivated osteoclasts are responsible for the attenuated bone formation. This study aims at identifying novel methylation-associated biomarkers and therapeutic targets in osteoclasts by integrally analyzing methylation profiles and gene expression data. DNA methylation profile and gene expression data were obtained from the Gene Expression Omnibus (GEO) database. Subsequently, we integrated the two sets of data to screen for differentially expressed genes with differential methylation level (DM-DEGs) between osteoclasts and CD14(+) monocytes from donors. Then, Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis were performed to uncover the enriched functions and pathways of identified DM-DEGs. In addition, by combining protein-protein interaction analysis and receiver-operator characteristic analysis, we finally identified four hub DM-DEGs. Gene Set Enrichment Analysis was utilized to validate and investigate the potential biological functions of the four hub DM-DEGs. Finally, Real-time quantitative PCR (QPCR) was performed to validate the mRNA expression level of the four identified hub DM-DEGs during osteoclast differentiation. CCRL2, CCL18, C1QB, and SELL were highly correlated with osteoclastic differentiation and osteoporosis phenotype. QPCR revealed that the expression of CCRL2, CCL18, and C1QB was increased during osteoclast differentiation, whereas the expression of SELL was decreased. The present study indicated a connection between gene expression and DNA methylation during osteoclast differentiation and that four hub DM-DEGs in osteoclastogenesis and osteoporosis pathogenesis might be potential candidates for intensive research and therapeutic targets for the treatment of osteoporosis.
引用
收藏
页码:575 / 589
页数:15
相关论文
共 92 条
[1]  
Armbrust T, 1997, HEPATOLOGY, V26, P98
[2]   The molecular understanding of osteoclast differentiation [J].
Asagiri, Masataka ;
Takayanagi, Hiroshi .
BONE, 2007, 40 (02) :251-264
[3]   Epigenetic Regulators Involved in Osteoclast Differentiation [J].
Astleford, Kristina ;
Campbell, Emily ;
Norton, Andrew ;
Mansky, Kim C. .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2020, 21 (19) :1-15
[4]   The underlying pathophysiology and therapeutic approaches for osteoporosis [J].
Awasthi, Harshika ;
Mani, Dayanandan ;
Singh, Divya ;
Gupta, Atul .
MEDICINAL RESEARCH REVIEWS, 2018, 38 (06) :2024-2057
[5]   MultiContrast Delayed Enhancement (MCODE) improves detection of subendocardial myocardial infarction by late gadolinium enhancement cardiovascular magnetic resonance: a clinical validation study [J].
Bandettini, W. Patricia ;
Kellman, Peter ;
Mancini, Christine ;
Booker, Oscar Julian ;
Vasu, Sujethra ;
Leung, Steve W. ;
Wilson, Joel R. ;
Shanbhag, Sujata M. ;
Chen, Marcus Y. ;
Arai, Andrew E. .
JOURNAL OF CARDIOVASCULAR MAGNETIC RESONANCE, 2012, 14
[6]   Enhanced production of CCL18 by tolerogenic dendritic cells is associated with inhibition of allergic airway reactivity [J].
Bellinghausen, Iris ;
Reuter, Sebastian ;
Martin, Helen ;
Maxeiner, Joachim ;
Luxemburger, Uli ;
Tuereci, Oezlem ;
Grabbe, Stephan ;
Taube, Christian ;
Saloga, Joachim .
JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2012, 130 (06) :1384-1393
[7]   Immunogenicity of anti-TNF-α biotherapies: I. Individualized medicine based on immunopharmacological evidence [J].
Bendtzen, Klaus .
FRONTIERS IN IMMUNOLOGY, 2015, 6
[8]   An assessment of ADAMs in bone cells:: absence of TACE activity prevents osteoclast recruitment and the formation of the marrow cavity in developing long bones [J].
Boissy, P ;
Lenhard, TR ;
Kirkegaard, T ;
Peschon, JJ ;
Black, RA ;
Delaissé, JM ;
Ovejero, MD .
FEBS LETTERS, 2003, 553 (03) :257-261
[9]   Chemerin and its receptors in leukocyte trafficking, inflammation and metabolism [J].
Bondue, Benjamin ;
Wittamer, Valerie ;
Parmentier, Marc .
CYTOKINE & GROWTH FACTOR REVIEWS, 2011, 22 (5-6) :331-338
[10]   Osteoclast differentiation and activation [J].
Boyle, WJ ;
Simonet, WS ;
Lacey, DL .
NATURE, 2003, 423 (6937) :337-342