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一项代谢组学全基因组关联研究优先考虑了与生殖障碍相关的循环代谢物的因果关系,包括原发性卵巢功能不全、多囊卵巢综合征和异常精子症。

A metabolome-wide Mendelian randomization study prioritizes causal circulating metabolites for reproductive disorders including primary ovarian insufficiency, polycystic ovary syndrome, and abnormal spermatozoa.

机构信息

Center of Reproductive Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China.

Department of Breast Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China.

出版信息

J Ovarian Res. 2024 Aug 14;17(1):166. doi: 10.1186/s13048-024-01486-1.

Abstract

BACKGROUND

Accumulating studies have highlighted the significant role of circulating metabolomics in the etiology of reproductive system disorders. However, the causal effects between genetically determined metabolites (GDMs) and reproductive diseases, including primary ovarian insufficiency (POI), polycystic ovary syndrome (PCOS), and abnormal spermatozoa (AS), still await thorough clarification.

METHODS

With the currently most comprehensive genome-wide association studies (GWAS) data of metabolomics, systematic two-sample Mendelian randomization (MR) analyses were conducted to disclose causal associations between 1,091 blood metabolites and 309 metabolite ratios with reproductive disorders. The inverse-variance weighted (IVW) method served as the primary analysis approach, and multiple effective MR methods were employed as complementary analyses including MR-Egger, weighted median, constrained maximum likelihood (cML-MA), contamination mixture method, robust adjusted profile score (MR-RAPS), and debiased inverse-variance weighted method. Heterogeneity and pleiotropy were assessed via MR-Egger intercept and Cochran's Q statistical analysis. Outliers were detected by Radial MR and MR-PRESSO methods. External replication and metabolic pathway analysis were also conducted.

RESULTS

Potential causal associations of 63 GDMs with POI were unearthed, and five metabolites with strong causal links to POI were emphasized. Two metabolic pathways related to the pathogenesis of POI were pinpointed. Suggestive causal effects of 70 GDMs on PCOS were detected, among which 7 metabolites stood out for strong causality with elevated PCOS risk. Four metabolic pathways associated with PCOS mechanisms were recognized. For AS, 64 GDMs as potential predictive biomarkers were identified, particularly highlighting two metabolites for their strong causal connections with AS. Three pathways underneath the AS mechanism were identified. Multiple assessments were conducted to further confirm the reliability and robustness of our causal inferences.

CONCLUSION

By extensively assessing the causal implications of circulating GDMs on reproductive system disorders, our study underscores the intricate and pivotal role of metabolomics in reproductive ill-health, laying a theoretical foundation for clinical strategies from metabolic insights.

摘要

背景

越来越多的研究强调了循环代谢组学在生殖系统疾病发病机制中的重要作用。然而,遗传决定的代谢物(GDM)与生殖疾病(包括原发性卵巢功能不全(POI)、多囊卵巢综合征(PCOS)和异常精子症(AS))之间的因果关系仍有待彻底阐明。

方法

利用目前最全面的代谢组学全基因组关联研究(GWAS)数据,进行系统的两样本孟德尔随机化(MR)分析,以揭示 1091 种血液代谢物和 309 种代谢物比率与生殖障碍之间的因果关系。反方差加权(IVW)法作为主要分析方法,并采用多种有效的 MR 方法作为补充分析,包括 MR-Egger、加权中位数、约束最大似然(cML-MA)、污染混合物方法、稳健调整轮廓评分(MR-RAPS)和无偏反方差加权方法。通过 MR-Egger 截距和 Cochran Q 统计分析评估异质性和多效性。通过径向 MR 和 MR-PRESSO 方法检测异常值。还进行了外部复制和代谢途径分析。

结果

发现了 63 种 GDM 与 POI 之间潜在的因果关联,并强调了与 POI 有强烈因果关系的 5 种代谢物。确定了与 POI 发病机制相关的 2 条代谢途径。检测到 70 种 GDM 对 PCOS 的提示性因果影响,其中 7 种代谢物因与 PCOS 风险升高有很强的因果关系而引人注目。确定了与 PCOS 机制相关的 4 条代谢途径。发现了 64 种 GDM 作为潜在的预测生物标志物,特别是强调了两种代谢物与 AS 有很强的因果关系。确定了与 AS 机制相关的 3 条途径。进行了多项评估,以进一步确认我们因果推断的可靠性和稳健性。

结论

通过广泛评估循环 GDM 对生殖系统疾病的因果影响,本研究强调了代谢组学在生殖健康不良中的复杂和关键作用,为从代谢角度制定临床策略提供了理论基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bfa7/11325614/764ff64ae232/13048_2024_1486_Fig1_HTML.jpg

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