Ma M, Luo S, Chen X, Yuan F, Cai J, Lu L, Yin F
Department of Orthopaedic Surgery, Shanghai East Hospital, Tongji University, Shanghai, China.
Scand J Immunol. 2015 Mar;81(3):214-20. doi: 10.1111/sji.12266.
This study was to identify differentially expressed genes (DEGs) in post-menopausal females with osteopenia and further screened the potentially involved transcription factors (TFs) and microRNAs (miRNAs). Data set GSE13850 of circulating B lymphocytes from post-menopausal females with low or high bone mineral density (BMD) was downloaded from Gene Expression Omnibus. Limma package in R was used to identify DEGs following raw data processing. Enrichment analysis was performed using DAVID (Database for Annotation, Visualization and Integrated Discovery) and visualized using plug-in EnrichmentMap of Cytoscape software. The TFs of DEGs were screened using UCSC (University of California, Santa Cruz) Genome Browser, and miRNAs targeting DEGs were predicted using TarBase, TargetScan and miRecord databases, followed by constructing regulatory networks using Cytoscape software. Totally 52 DEGs were obtained from post-menopausal females with low BMD compared with those with high BMD. Those DEGs including IL-4R, IL-2RG, TGF-β1 and CD74 were mostly related to functions associated with immune response, lymphocyte activation, T cell differentiation, leucocyte activation and immune system process. NFAT, NF-κB and EGR family members might have a regulatory effect on these DEGs. PAX5 could regulate 15 DEGs including ZFP36L2 and KLF13. Abundant miRNAs were also found to target dysregulated ZFP36L2 and KLF13. Dysregulated IL-4R, IL-2RG, TGF-β1 and CD74 may mediate the interplay of immune changes and oestrogen deficiency-induced osteopenia, and disorder functions of NF-κB, NFAT and EGR family members. PAX5 and various miRNAs might exert regulatory effect on osteopenia via targeting ZFP36L2 and KLF13.
本研究旨在鉴定绝经后骨质减少女性中差异表达基因(DEGs),并进一步筛选潜在涉及的转录因子(TFs)和微小RNA(miRNAs)。从基因表达综合数据库下载了绝经后低骨矿物质密度(BMD)或高骨矿物质密度女性的循环B淋巴细胞数据集GSE13850。在对原始数据进行处理后,使用R语言中的Limma软件包鉴定DEGs。使用DAVID(注释、可视化和综合发现数据库)进行富集分析,并使用Cytoscape软件的EnrichmentMap插件进行可视化。使用加州大学圣克鲁兹分校(UCSC)基因组浏览器筛选DEGs的TFs,并使用TarBase、TargetScan和miRecord数据库预测靶向DEGs的miRNAs,随后使用Cytoscape软件构建调控网络。与高BMD的绝经后女性相比,低BMD的绝经后女性共获得52个DEGs。这些DEGs包括IL-4R、IL-2RG、TGF-β1和CD74,大多与免疫反应、淋巴细胞活化、T细胞分化、白细胞活化和免疫系统过程相关的功能有关。NFAT、NF-κB和EGR家族成员可能对这些DEGs有调控作用。PAX5可调控包括ZFP36L2和KLF13在内的15个DEGs。还发现大量miRNAs靶向失调的ZFP36L2和KLF13。失调的IL-4R、IL-2RG、TGF-β1和CD74可能介导免疫变化与雌激素缺乏诱导的骨质减少之间的相互作用,以及NF-κB、NFAT和EGR家族成员的功能紊乱。PAX5和各种miRNAs可能通过靶向ZFP36L2和KLF13对骨质减少发挥调控作用。