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血浆蛋白和血液代谢产物介导肥胖相关指标对骨质疏松症影响的因果推断研究

Causal inference study of plasma proteins and blood metabolites mediating the effect of obesity-related indicators on osteoporosis.

作者信息

Huang Maomao, Xing Fei, Hu Yue, Sun Fuhua, Zhang Chi, Xv Zhangyu, Yang Yue, Deng Qi, Shi Ronglan, Li Lei, Zhu Jiayi, Xu Fangyuan, Li Dan, Wang Jianxiong

机构信息

Rehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.

Department of Rehabilitation Medicine, Southwest Medical University, Luzhou, China.

出版信息

Front Endocrinol (Lausanne). 2025 Feb 18;16:1435295. doi: 10.3389/fendo.2025.1435295. eCollection 2025.

Abstract

BACKGROUND

Osteoporosis and obesity are both major global public health problems. Observational studies have found that osteoporosis might be related to obesity. Mendelian randomization (MR) analysis could overcome the limitations of observational studies in assessing causal relationships.

OBJECTIVE

This study aims to evaluate the causal potential relationship between obesity-related indicators and osteoporosis by using a two-sample MR analysis and to identify potential mediators.

METHOD

A total of 53 obesity-related indicators, 3,282 plasma protein lists, and 452 blood metabolite lists were downloaded from the public data set as instrumental variables, and the osteoporosis GWAS data of the MRC IEU Open GWAS database was used as the outcome indicators. Using two-sample univariate MR, multivariate MR, and intermediate MR, the causal relationship and mediating factors between obesity-related indicators and osteoporosis were identified.

RESULTS

The IVW model results show that 31 obesity-related indicators may have a significant causal relationship with osteoporosis ( < 0.05), except for waist circumference (id: Ieu-a-71, OR = 1.00566); the remaining 30 indicators could reduce the risk of osteoporosis (OR: 0.983-0.996). A total of 25 plasma protein indicators may have a significant causal relationship with osteoporosis ( < 0.05), and 10 of them, such as ANKED46, KLRF1, and LPO, CA9 may have a protective effect on osteoporosis (OR: 0.996-0.999), while the other 15 such as ATP1B1, zinc finger protein 175, could increase the risk of osteoporosis (OR: 1.001-1.004). For blood metabolite indicators, except for alanine (id: Met a-469, OR: 1.071), the other six blood metabolite indicators including uridine and 1-linoleoylglycerophosphoethanolaminecan may have a protective effect on osteoporosis ( < 0.05, OR: 0.961-0.992). The direction of causal relationship of MR is all correct; the heterogeneity is all not significant and not affected by horizontal pleiotropy. Using multivariate and mediated MR analysis, it was found that the protective effect of obesity-related indicators against osteoporosis may be mediated by histone-lysine N-methyltransferase in plasma proteins and alanine in blood metabolites.

CONCLUSION

Obesity may confer a protective effect against osteoporosis, potentially mediated by EHMT2 in plasma proteins and alanine in blood metabolites. Further empirical research is required to fully elucidate the mechanisms behind the influence of obesity on osteoporosis. Interventions on obesity-related factors to reduce the risk of osteoporosis while controlling other adverse effects associated with obesity may require further research.

摘要

背景

骨质疏松症和肥胖症都是全球主要的公共卫生问题。观察性研究发现骨质疏松症可能与肥胖症有关。孟德尔随机化(MR)分析可以克服观察性研究在评估因果关系方面的局限性。

目的

本研究旨在通过两样本MR分析评估肥胖相关指标与骨质疏松症之间的潜在因果关系,并确定潜在的中介因素。

方法

从公共数据集中下载了总共53个肥胖相关指标、3282个血浆蛋白列表和452个血液代谢物列表作为工具变量,并将MRC IEU开放GWAS数据库中的骨质疏松症GWAS数据用作结果指标。使用两样本单变量MR、多变量MR和中介MR,确定肥胖相关指标与骨质疏松症之间的因果关系和中介因素。

结果

IVW模型结果显示,除腰围(id:Ieu-a-71,OR = 1.00566)外,31个肥胖相关指标可能与骨质疏松症存在显著因果关系(<0.05);其余30个指标可降低骨质疏松症风险(OR:0.983 - 0.996)。共有25个血浆蛋白指标可能与骨质疏松症存在显著因果关系(<0.05),其中10个指标,如ANKED46、KLRF1和LPO、CA9可能对骨质疏松症有保护作用(OR:0.996 - 0.999),而另外15个指标,如ATP1B1、锌指蛋白175,可能增加骨质疏松症风险(OR:1.001 - 1.004)。对于血液代谢物指标,除丙氨酸(id:Met a - 469,OR:1.071)外,包括尿苷和1 - 亚油酰基甘油磷酸乙醇胺在内的其他六个血液代谢物指标可能对骨质疏松症有保护作用(<0.05,OR:0.961 - 0.992)。MR的因果关系方向均正确;异质性均不显著且不受水平多效性影响。使用多变量和中介MR分析发现,肥胖相关指标对骨质疏松症的保护作用可能由血浆蛋白中的组蛋白 - 赖氨酸N - 甲基转移酶和血液代谢物中的丙氨酸介导。

结论

肥胖可能对骨质疏松症具有保护作用,可能由血浆蛋白中的EHMT2和血液代谢物中的丙氨酸介导。需要进一步的实证研究来充分阐明肥胖对骨质疏松症影响背后的机制。在控制与肥胖相关的其他不良影响的同时,针对肥胖相关因素进行干预以降低骨质疏松症风险可能需要进一步研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d6a9/11876022/bfaa992e18d8/fendo-16-1435295-g001.jpg

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