Baoxin Zhang , Wanxiong He , Zhiwei Pei , Qingwen Guo , Jianzhong Wang , Mingqi Sun , Xiaolong Yang , Jirigala Ariben , Siqin Li , Wei Feng , Chenyang Meng , Zhenqun Zhao , Chao Sun , Xiaoxin Hu , Rui Bai , Xing Wang , Ting Hao
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However, the causal relationship between gut bacteria, plasma proteins, circulating metabolites and osteoporosis (OP) risk has not been fully revealed.</p></div><div><h3>Materials and methods</h3><p>In this study, a two-sample Mendelian randomization study (MR) approach was used to assess the causal associations between gut bacteria, plasma proteins and circulating metabolites, and osteoporosis risk using Genome Wide Association Study (GWAS) data from gut bacteria(n=8208), plasma proteins(n=2263), circulating metabolites (n=123), and osteoporosis (3203 cases and 16380452 controls). Inverse-variance weighted (IVW) was used as the main analytical method to estimate the MR causal effect and to perform directional sensitivity analysis of causality. Finally, the mediating effect values for the influence of gut flora on OP pathogenesis through circulating metabolites were calculated by univariate MR analysis, and multivariate MR analysis. Next, we evaluated the effect of Phosphatidylcholine on the osteogenic function of bone marrow mesenchymal stem cells (BMSCs) through relevant experiments, including Edu detection of cell proliferation, alkaline phosphatase (ALP) staining, Alizarin red staining to evaluate osteogenic function, qPCR and WB detection of osteogenic differentiation related gene expression.</p></div><div><h3>Results</h3><p>A total of 9 gut microbial taxa, 15 plasma proteins and eight circulating metabolites were analysed for significant causal associations with the development of OP. Significant causal effects of 7 on gut bacteria, plasma proteins and circulating metabolites were analysed by univariate MR analysis and these results were used as exposure factors for subsequent multivariate MR. Multivariate MR analyses yielded a significant effect of circulating metabolites Phosphatidylcholine and other cholines on OP (P<0.05). Further mediation effect analysis showed that the mediation effect of Bifidobacteriaceae affecting OP through the circulating metabolite Phosphatidylcholine and other cholines was −0.0224, with a 95 % confidence interval for the mediation effect that did not include 0, and the complete mediation effect was significant. Phosphatidylcholine can promote BMSCs proliferation and osteogenesis.</p></div><div><h3>Conclusion</h3><p>Our study demonstrated significant causal associations of gut bacteria, plasma proteins and circulating metabolites on OP, and that Bifidobacteriaceae affect OP through the circulating metabolites Phosphatidylcholine and other cholines. Phosphatidylcholine affects the osteogenic ability of BMSCs. Further exploration of potential microbiota-associated mechanisms of bone metabolism may offer new avenues for osteoporosis prevention and treatment of osteoporosis.</p></div>","PeriodicalId":55545,"journal":{"name":"Ageing Research Reviews","volume":"101 ","pages":"Article 102479"},"PeriodicalIF":12.5000,"publicationDate":"2024-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1568163724002976/pdfft?md5=fc9f884b4d6495833c3437c2bd5cebd9&pid=1-s2.0-S1568163724002976-main.pdf","citationCount":"0","resultStr":"{\"title\":\"Plasma proteins, circulating metabolites mediate causal inference studies on the effect of gut bacteria on the risk of osteoporosis development\",\"authors\":\"Baoxin Zhang , Wanxiong He , Zhiwei Pei , Qingwen Guo , Jianzhong Wang , Mingqi Sun , Xiaolong Yang , Jirigala Ariben , Siqin Li , Wei Feng , Chenyang Meng , Zhenqun Zhao , Chao Sun , Xiaoxin Hu , Rui Bai , Xing Wang , Ting Hao\",\"doi\":\"10.1016/j.arr.2024.102479\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><p>The role of gut bacteria in preventing and delaying osteoporosis has been studied. However, the causal relationship between gut bacteria, plasma proteins, circulating metabolites and osteoporosis (OP) risk has not been fully revealed.</p></div><div><h3>Materials and methods</h3><p>In this study, a two-sample Mendelian randomization study (MR) approach was used to assess the causal associations between gut bacteria, plasma proteins and circulating metabolites, and osteoporosis risk using Genome Wide Association Study (GWAS) data from gut bacteria(n=8208), plasma proteins(n=2263), circulating metabolites (n=123), and osteoporosis (3203 cases and 16380452 controls). Inverse-variance weighted (IVW) was used as the main analytical method to estimate the MR causal effect and to perform directional sensitivity analysis of causality. Finally, the mediating effect values for the influence of gut flora on OP pathogenesis through circulating metabolites were calculated by univariate MR analysis, and multivariate MR analysis. Next, we evaluated the effect of Phosphatidylcholine on the osteogenic function of bone marrow mesenchymal stem cells (BMSCs) through relevant experiments, including Edu detection of cell proliferation, alkaline phosphatase (ALP) staining, Alizarin red staining to evaluate osteogenic function, qPCR and WB detection of osteogenic differentiation related gene expression.</p></div><div><h3>Results</h3><p>A total of 9 gut microbial taxa, 15 plasma proteins and eight circulating metabolites were analysed for significant causal associations with the development of OP. Significant causal effects of 7 on gut bacteria, plasma proteins and circulating metabolites were analysed by univariate MR analysis and these results were used as exposure factors for subsequent multivariate MR. Multivariate MR analyses yielded a significant effect of circulating metabolites Phosphatidylcholine and other cholines on OP (P<0.05). 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引用次数: 0
摘要
背景:肠道细菌在预防和延缓骨质疏松症方面的作用已得到研究。然而,肠道细菌、血浆蛋白、循环代谢物与骨质疏松症(OP)风险之间的因果关系尚未完全揭示:本研究采用双样本孟德尔随机研究(MR)方法,利用全基因组关联研究(GWAS)数据评估肠道细菌、血浆蛋白和循环代谢物与骨质疏松症风险之间的因果关系,这些数据来自肠道细菌(n=8208)、血浆蛋白(n=2263)、循环代谢物(n=123)和骨质疏松症(3203例病例和16380452例对照)。反方差加权(IVW)是估算 MR 因果效应的主要分析方法,并对因果关系进行方向敏感性分析。最后,通过单变量 MR 分析和多变量 MR 分析计算了肠道菌群通过循环代谢物对 OP 发病机制影响的中介效应值。接下来,我们通过相关实验评估了磷脂酰胆碱对骨髓间充质干细胞(BMSCs)成骨功能的影响,包括Edu检测细胞增殖、碱性磷酸酶(ALP)染色、茜素红染色评估成骨功能、qPCR和WB检测成骨分化相关基因表达:结果:共分析了 9 种肠道微生物类群、15 种血浆蛋白和 8 种循环代谢物与 OP 发病的显著因果关系。通过单变量磁共振分析,对 7 种肠道细菌、血浆蛋白和循环代谢物的显著因果关系进行了分析,并将这些结果作为暴露因素用于随后的多变量磁共振分析。多变量磁共振分析结果表明,循环代谢物磷脂酰胆碱和其他胆碱对 OP 有显著影响:我们的研究表明,肠道细菌、血浆蛋白和循环代谢物对 OP 有明显的因果关系,双歧杆菌通过循环代谢物磷脂酰胆碱和其他胆碱影响 OP。磷脂酰胆碱会影响 BMSCs 的成骨能力。进一步探索与微生物相关的潜在骨代谢机制可能会为骨质疏松症的预防和治疗提供新的途径。
Plasma proteins, circulating metabolites mediate causal inference studies on the effect of gut bacteria on the risk of osteoporosis development
Background
The role of gut bacteria in preventing and delaying osteoporosis has been studied. However, the causal relationship between gut bacteria, plasma proteins, circulating metabolites and osteoporosis (OP) risk has not been fully revealed.
Materials and methods
In this study, a two-sample Mendelian randomization study (MR) approach was used to assess the causal associations between gut bacteria, plasma proteins and circulating metabolites, and osteoporosis risk using Genome Wide Association Study (GWAS) data from gut bacteria(n=8208), plasma proteins(n=2263), circulating metabolites (n=123), and osteoporosis (3203 cases and 16380452 controls). Inverse-variance weighted (IVW) was used as the main analytical method to estimate the MR causal effect and to perform directional sensitivity analysis of causality. Finally, the mediating effect values for the influence of gut flora on OP pathogenesis through circulating metabolites were calculated by univariate MR analysis, and multivariate MR analysis. Next, we evaluated the effect of Phosphatidylcholine on the osteogenic function of bone marrow mesenchymal stem cells (BMSCs) through relevant experiments, including Edu detection of cell proliferation, alkaline phosphatase (ALP) staining, Alizarin red staining to evaluate osteogenic function, qPCR and WB detection of osteogenic differentiation related gene expression.
Results
A total of 9 gut microbial taxa, 15 plasma proteins and eight circulating metabolites were analysed for significant causal associations with the development of OP. Significant causal effects of 7 on gut bacteria, plasma proteins and circulating metabolites were analysed by univariate MR analysis and these results were used as exposure factors for subsequent multivariate MR. Multivariate MR analyses yielded a significant effect of circulating metabolites Phosphatidylcholine and other cholines on OP (P<0.05). Further mediation effect analysis showed that the mediation effect of Bifidobacteriaceae affecting OP through the circulating metabolite Phosphatidylcholine and other cholines was −0.0224, with a 95 % confidence interval for the mediation effect that did not include 0, and the complete mediation effect was significant. Phosphatidylcholine can promote BMSCs proliferation and osteogenesis.
Conclusion
Our study demonstrated significant causal associations of gut bacteria, plasma proteins and circulating metabolites on OP, and that Bifidobacteriaceae affect OP through the circulating metabolites Phosphatidylcholine and other cholines. Phosphatidylcholine affects the osteogenic ability of BMSCs. Further exploration of potential microbiota-associated mechanisms of bone metabolism may offer new avenues for osteoporosis prevention and treatment of osteoporosis.
期刊介绍:
With the rise in average human life expectancy, the impact of ageing and age-related diseases on our society has become increasingly significant. Ageing research is now a focal point for numerous laboratories, encompassing leaders in genetics, molecular and cellular biology, biochemistry, and behavior. Ageing Research Reviews (ARR) serves as a cornerstone in this field, addressing emerging trends.
ARR aims to fill a substantial gap by providing critical reviews and viewpoints on evolving discoveries concerning the mechanisms of ageing and age-related diseases. The rapid progress in understanding the mechanisms controlling cellular proliferation, differentiation, and survival is unveiling new insights into the regulation of ageing. From telomerase to stem cells, and from energy to oxyradical metabolism, we are witnessing an exciting era in the multidisciplinary field of ageing research.
The journal explores the cellular and molecular foundations of interventions that extend lifespan, such as caloric restriction. It identifies the underpinnings of manipulations that extend lifespan, shedding light on novel approaches for preventing age-related diseases. ARR publishes articles on focused topics selected from the expansive field of ageing research, with a particular emphasis on the cellular and molecular mechanisms of the aging process. This includes age-related diseases like cancer, cardiovascular disease, diabetes, and neurodegenerative disorders. The journal also covers applications of basic ageing research to lifespan extension and disease prevention, offering a comprehensive platform for advancing our understanding of this critical field.