Yi Zhang, Cheng Chen, Zhen-Dong Li, Hai-Chao Zhou, Bing Li, Yun-Feng Yang
{"title":"【整合基因组学和代谢组学,揭示糖尿病足的遗传基础和潜在治疗靶点】。","authors":"Yi Zhang, Cheng Chen, Zhen-Dong Li, Hai-Chao Zhou, Bing Li, Yun-Feng Yang","doi":"10.12200/j.issn.1003-0034.20241216","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>To screen out the key metabolites related to diabetic foot (DF) by integrating genome-wide association studies (GWAS) and metabolome genome-wide association studies (mGWAS).</p><p><strong>Methods: </strong>The literature databases such as PubMed and China national knowledge infrastructure(CNKI), as well as genomics databases such as PAN UKBB, FinnGen, and IEU Open GWAS were systematically retrieved from database estobilishment to November 2024 on DF-related single nucleotide polymorphisms and genome-wide association studies. DF-single nucleotide polymorphism-metabolite network was constructed by mGWAS package and mGWAS-Explorer platform. The causal relationship between key factors was evaluated by two-sample Mendelian randomization. The genetic correlation between DF and 575 metabolites (source:IEU Open GWAS) was evaluated by linkage disequilibrium score regression. In vitro experiments were conducted to induce injury of human umbilical vein endothelial cells with 30 mM glucose and intervene with 20 μM γ-tocopherol. Changes in cell migration, scratch healing and tube formation function were detected.</p><p><strong>Results: </strong>Twenty-senen literatures on single nucleotide polymorphism literatures and 3 studies on GWAS were included. Genetic analysis results showed DF-related single nucleotide polymorphisms were enriched in vascular endothelial dysfunction-related pathways (such as fluid shear stress and atherosclerosis). The results of metabolic network analysis screened out 19 associated metabolites, among which 12 such as γ -tocopherol and pyruvate had significant genetic correlations with DF. Mendelian randomization suggested matrix metalloproteinase-9(MMP-9) might be a potential driver of DF (<i>β</i>=0.658, <i>P</i>=0.063 8), and the occurrence of DF could reduce the level of high-density lipoprotein (<i>β</i>=-0.002, <i>P</i>=0.015 2). The results of in vitro experiments confirmed that γ -tocopherol could improve endothelial dysfunction induced by high glucose, specifically manifested as an increase in the number of cell migrations, improvement in the scratch healing rate, and recovery of tubule formation ability (<i>P</i><0.05).</p><p><strong>Conclusion: </strong>DF has a genetic basis centered on vascular endothelial dysfunction, and its occurrence can lead to further metabolic disorders. The key single nucleotide polymorphism loci integrated provided molecular markers for the risk stratification of foot ulcers in diabetic patients. In addition, γ -tocopherol has demonstrated clinical application potential as a therapeutic drug for DF by significantly improving the function of vascular endothelial cells in a high-glucose environment.</p>","PeriodicalId":23964,"journal":{"name":"Zhongguo gu shang = China journal of orthopaedics and traumatology","volume":"38 9","pages":"891-901"},"PeriodicalIF":0.0000,"publicationDate":"2025-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"[Integrating genomics and metabolomics to reveal the genetic basis and potential therapeutic targets of diabetic foot].\",\"authors\":\"Yi Zhang, Cheng Chen, Zhen-Dong Li, Hai-Chao Zhou, Bing Li, Yun-Feng Yang\",\"doi\":\"10.12200/j.issn.1003-0034.20241216\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objective: </strong>To screen out the key metabolites related to diabetic foot (DF) by integrating genome-wide association studies (GWAS) and metabolome genome-wide association studies (mGWAS).</p><p><strong>Methods: </strong>The literature databases such as PubMed and China national knowledge infrastructure(CNKI), as well as genomics databases such as PAN UKBB, FinnGen, and IEU Open GWAS were systematically retrieved from database estobilishment to November 2024 on DF-related single nucleotide polymorphisms and genome-wide association studies. DF-single nucleotide polymorphism-metabolite network was constructed by mGWAS package and mGWAS-Explorer platform. The causal relationship between key factors was evaluated by two-sample Mendelian randomization. The genetic correlation between DF and 575 metabolites (source:IEU Open GWAS) was evaluated by linkage disequilibrium score regression. In vitro experiments were conducted to induce injury of human umbilical vein endothelial cells with 30 mM glucose and intervene with 20 μM γ-tocopherol. Changes in cell migration, scratch healing and tube formation function were detected.</p><p><strong>Results: </strong>Twenty-senen literatures on single nucleotide polymorphism literatures and 3 studies on GWAS were included. Genetic analysis results showed DF-related single nucleotide polymorphisms were enriched in vascular endothelial dysfunction-related pathways (such as fluid shear stress and atherosclerosis). The results of metabolic network analysis screened out 19 associated metabolites, among which 12 such as γ -tocopherol and pyruvate had significant genetic correlations with DF. Mendelian randomization suggested matrix metalloproteinase-9(MMP-9) might be a potential driver of DF (<i>β</i>=0.658, <i>P</i>=0.063 8), and the occurrence of DF could reduce the level of high-density lipoprotein (<i>β</i>=-0.002, <i>P</i>=0.015 2). The results of in vitro experiments confirmed that γ -tocopherol could improve endothelial dysfunction induced by high glucose, specifically manifested as an increase in the number of cell migrations, improvement in the scratch healing rate, and recovery of tubule formation ability (<i>P</i><0.05).</p><p><strong>Conclusion: </strong>DF has a genetic basis centered on vascular endothelial dysfunction, and its occurrence can lead to further metabolic disorders. The key single nucleotide polymorphism loci integrated provided molecular markers for the risk stratification of foot ulcers in diabetic patients. In addition, γ -tocopherol has demonstrated clinical application potential as a therapeutic drug for DF by significantly improving the function of vascular endothelial cells in a high-glucose environment.</p>\",\"PeriodicalId\":23964,\"journal\":{\"name\":\"Zhongguo gu shang = China journal of orthopaedics and traumatology\",\"volume\":\"38 9\",\"pages\":\"891-901\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2025-09-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Zhongguo gu shang = China journal of orthopaedics and traumatology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.12200/j.issn.1003-0034.20241216\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"Medicine\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Zhongguo gu shang = China journal of orthopaedics and traumatology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.12200/j.issn.1003-0034.20241216","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Medicine","Score":null,"Total":0}
引用次数: 0
摘要
目的:通过整合全基因组关联研究(GWAS)和代谢组全基因组关联研究(mGWAS),筛选与糖尿病足(DF)相关的关键代谢物。方法:系统检索PubMed、中国知网等文献数据库,以及PAN UKBB、FinnGen、IEU Open GWAS等基因组数据库,检索自数据库建立至2024年11月的东风相关单核苷酸多态性和全基因组关联研究。利用mGWAS软件包和mGWAS- explorer平台构建df -单核苷酸多态性代谢物网络。采用双样本孟德尔随机化评价关键因素之间的因果关系。通过连锁不平衡评分回归评估DF与575代谢物之间的遗传相关性(来源:IEU Open GWAS)。体外实验采用30 mM葡萄糖诱导人脐静脉内皮细胞损伤,20 μM γ-生育酚干预。检测细胞迁移、划痕愈合和管形成功能的变化。结果:共纳入单核苷酸多态性相关文献27篇,GWAS相关文献3篇。遗传分析结果显示,在血管内皮功能障碍相关通路(如流体剪切应力和动脉粥样硬化)中富集了df相关的单核苷酸多态性。代谢网络分析结果筛选出19种相关代谢物,其中γ -生育酚、丙酮酸等12种代谢物与DF具有显著的遗传相关性。孟德尔随机化提示基质金属蛋白酶-9(MMP-9)可能是DF的潜在驱动因子(β=0.658, P=0.063 8), DF的发生可降低高密度脂蛋白水平(β=-0.002, P=0.015 2)。体外实验结果证实,γ -生育酚可改善高糖诱导的内皮功能障碍,具体表现为细胞迁移次数增加,划痕愈合率提高,小管形成能力恢复(p结论:DF具有以血管内皮功能障碍为中心的遗传基础,其发生可导致进一步的代谢紊乱。整合的关键单核苷酸多态性位点为糖尿病足溃疡的风险分层提供了分子标记。此外,γ -生育酚通过显著改善高糖环境下血管内皮细胞的功能,已显示出作为治疗DF的药物的临床应用潜力。
[Integrating genomics and metabolomics to reveal the genetic basis and potential therapeutic targets of diabetic foot].
Objective: To screen out the key metabolites related to diabetic foot (DF) by integrating genome-wide association studies (GWAS) and metabolome genome-wide association studies (mGWAS).
Methods: The literature databases such as PubMed and China national knowledge infrastructure(CNKI), as well as genomics databases such as PAN UKBB, FinnGen, and IEU Open GWAS were systematically retrieved from database estobilishment to November 2024 on DF-related single nucleotide polymorphisms and genome-wide association studies. DF-single nucleotide polymorphism-metabolite network was constructed by mGWAS package and mGWAS-Explorer platform. The causal relationship between key factors was evaluated by two-sample Mendelian randomization. The genetic correlation between DF and 575 metabolites (source:IEU Open GWAS) was evaluated by linkage disequilibrium score regression. In vitro experiments were conducted to induce injury of human umbilical vein endothelial cells with 30 mM glucose and intervene with 20 μM γ-tocopherol. Changes in cell migration, scratch healing and tube formation function were detected.
Results: Twenty-senen literatures on single nucleotide polymorphism literatures and 3 studies on GWAS were included. Genetic analysis results showed DF-related single nucleotide polymorphisms were enriched in vascular endothelial dysfunction-related pathways (such as fluid shear stress and atherosclerosis). The results of metabolic network analysis screened out 19 associated metabolites, among which 12 such as γ -tocopherol and pyruvate had significant genetic correlations with DF. Mendelian randomization suggested matrix metalloproteinase-9(MMP-9) might be a potential driver of DF (β=0.658, P=0.063 8), and the occurrence of DF could reduce the level of high-density lipoprotein (β=-0.002, P=0.015 2). The results of in vitro experiments confirmed that γ -tocopherol could improve endothelial dysfunction induced by high glucose, specifically manifested as an increase in the number of cell migrations, improvement in the scratch healing rate, and recovery of tubule formation ability (P<0.05).
Conclusion: DF has a genetic basis centered on vascular endothelial dysfunction, and its occurrence can lead to further metabolic disorders. The key single nucleotide polymorphism loci integrated provided molecular markers for the risk stratification of foot ulcers in diabetic patients. In addition, γ -tocopherol has demonstrated clinical application potential as a therapeutic drug for DF by significantly improving the function of vascular endothelial cells in a high-glucose environment.