Department of Orthopedics, Zhongnan Hospital of Wuhan University, Wuhan, China.
Front Endocrinol (Lausanne). 2022 Jun 24;13:890941. doi: 10.3389/fendo.2022.890941. eCollection 2022.
Diabetes mellitus is a metabolic disorder that increases fracture risk and interferes with bone formation and impairs fracture healing. Genomic studies on diabetes and fracture healing are lacking. We used a weighted co-expression network analysis (WGCNA) method to identify susceptibility modules and hub genes associated with T2DM and fracture healing. First, we downloaded the GSE95849, GSE93213, GSE93215, and GSE142786 data from the Gene Expression Omnibus (GEO) website, analyzed differential expression genes and constructed a WGCNA network. Second, we screened out 30 hub genes, which were found to be enriched in neutrophil activation, translational initiation, RAGE receptor binding, propanoate metabolism, and other pathways through Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and gene set enrichment analysis (GSEA) analyses. Third, we searched for genes related to bone metabolism and fracture healing in the published genome-wide single nucleotide polymorphism (SNP) data, built a protein-protein interaction (PPI) network with hub genes, and found that they were associated with metabolic process, blood vessel development, and extracellular matrix organization. was identified as the biomarker based on gene expression and correlation analysis. And the AUC value of it was 0.947. Fourth, we explored that was associated with neutrophils in fracture healing process by single-cell RNA sequencing analysis. Finally, we collected clinical patient samples and verified the expression of by qRT-PCR in patents with T2DM and fracture non-union. In conclusion, this is the first genomics study on the effect of T2DM on fracture healing. Our study identified some characteristic modules and hub genes in the etiology of T2DM-associated fracture non-union, which may help to further investigate the molecular mechanisms. Up-regulated potentially contributed to fracture non-union in T2DM by mediating neutrophils. It can be a prognostic biomarker and potential therapeutic target.
糖尿病是一种代谢紊乱疾病,会增加骨折风险,干扰骨形成并损害骨折愈合。关于糖尿病和骨折愈合的基因组研究还很缺乏。我们使用加权共表达网络分析(WGCNA)方法来鉴定与 T2DM 和骨折愈合相关的易感模块和枢纽基因。首先,我们从基因表达综合数据库(GEO)网站下载 GSE95849、GSE93213、GSE93215 和 GSE142786 数据,分析差异表达基因并构建 WGCNA 网络。其次,筛选出 30 个枢纽基因,通过基因本体论(GO)、京都基因与基因组百科全书(KEGG)和基因集富集分析(GSEA)分析,发现这些基因富集在中性粒细胞激活、翻译起始、RAGE 受体结合、丙酸代谢等通路中。第三,我们在已发表的全基因组单核苷酸多态性(SNP)数据中搜索与骨代谢和骨折愈合相关的基因,构建枢纽基因的蛋白质-蛋白质相互作用(PPI)网络,发现它们与代谢过程、血管发育和细胞外基质组织有关。基于基因表达和相关性分析,我们确定 为生物标志物。其 AUC 值为 0.947。第四,我们通过单细胞 RNA 测序分析探讨了 在骨折愈合过程中与中性粒细胞的关系。最后,我们收集了临床患者样本,并通过 qRT-PCR 验证了 T2DM 患者和骨折不愈合患者中 的表达。总之,这是第一项关于 T2DM 对骨折愈合影响的基因组研究。我们的研究鉴定了 T2DM 相关骨折不愈合病因中的一些特征模块和枢纽基因,这可能有助于进一步研究分子机制。上调的 可能通过调节中性粒细胞促进 T2DM 中的骨折不愈合。它可以作为一个预后生物标志物和潜在的治疗靶点。