The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, 510405 Guangdong Province, China.
Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou, 51000 Guangdong Province, China.
Biomed Res Int. 2022 Aug 10;2022:3921570. doi: 10.1155/2022/3921570. eCollection 2022.
The aim of this study is to explore pathological mechanisms of bone fragility in type 2 diabetes mellitus (T2DM) patients.
Identifying common genes for T2DM and osteoporosis by taking the intersection is shared by the Comparative Toxicogenomics Database (CTD), DISEASES, and GeneCards databases. The differentially expressed genes (DEGs) and the differentially expressed miRNAs (DEMs) were identified by analyzing the Gene Expression Omnibus (GEO) datasets (GSE35958, GSE43950, and GSE70318). FunRich and miRNet were applied to predict potential upstream transcription factors and downstream target genes of candidate DEMs, respectively. The Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed to explore potential mechanisms using Metascape. Eventually, a miRNA-gene network was constructed by Cytoscape software.
271 common targets and 35 common DEGs between T2DM and osteoporosis were screened out in the above databases, and a total of ten DEMs were obtained in the GSE70318. SP1 was predicted to potentially regulate most of the DEMs. Enrichment analysis showed the PI3K-Akt signaling pathway and AGE-RAGE signaling pathway in diabetic complications may play an important role in diabetic skeletal fragility. Two genes (NAMPT and IGFBP5) were considered as key genes involving in the development of diabetic osteoporosis. Through the construction of the miRNA-gene network, most of the hub genes were found to be potentially modulated by miR-96-5p and miR-7-5p.
The study uncovered several important genes, miRNAs, and pathological mechanisms involved in diabetic skeletal fragility, among which the PI3K-Akt signaling pathway and AGE-RAGE signaling pathway in diabetic complications may play important roles.
本研究旨在探讨 2 型糖尿病(T2DM)患者骨脆弱的病理机制。
通过比较毒理学基因组学数据库(CTD)、DISEASES 和 GeneCards 数据库,找出 T2DM 和骨质疏松症的共同基因。通过分析基因表达综合数据库(GEO)数据集(GSE35958、GSE43950 和 GSE70318),鉴定差异表达基因(DEGs)和差异表达 microRNAs(DEMs)。分别应用 FunRich 和 miRNet 预测候选 DEMs 的潜在上游转录因子和下游靶基因。使用 Metascape 进行基因本体论(GO)和京都基因与基因组百科全书(KEGG)富集分析,以探讨潜在机制。最后,通过 Cytoscape 软件构建 miRNA-基因网络。
在上述数据库中筛选出 271 个 T2DM 和骨质疏松症的共同靶点和 35 个共同 DEGs,在 GSE70318 中总共获得了 10 个 DEM。预测 SP1 可能调节大多数 DEM。富集分析表明,糖尿病并发症中的 PI3K-Akt 信号通路和 AGE-RAGE 信号通路可能在糖尿病性骨骼脆弱中发挥重要作用。NAMPT 和 IGFBP5 两个基因被认为是参与糖尿病性骨质疏松症发生的关键基因。通过构建 miRNA-基因网络,发现大多数枢纽基因可能受到 miR-96-5p 和 miR-7-5p 的调节。
本研究揭示了一些重要的基因、miRNAs 和与糖尿病性骨骼脆弱相关的病理机制,其中糖尿病并发症中的 PI3K-Akt 信号通路和 AGE-RAGE 信号通路可能发挥重要作用。