Elucidating the causal relationship between gut microbiota, metabolites, and diabetic nephropathy in European patients: Revelations from genome-wide bidirectional mendelian randomization analysis.

IF 4.6 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Frontiers in Endocrinology Pub Date : 2025-01-08 eCollection Date: 2024-01-01 DOI:10.3389/fendo.2024.1391891
Siyuan Song, Li Ning, Jiangyi Yu
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Abstract

Objective: Previous observational studies suggest a potential link between gut microbiota, metabolites, and diabetic nephropathy. However, the exact causal relationship among these factors remains unclear.

Method: We conducted a two-sample bidirectional Mendelian randomization study using summary statistics from the IEU OpenGWAS Project database to investigate gut microbiota, metabolites, and diabetic nephropathy. A range of methods, including inverse variance weighting, MR-Egger, weighted median, and simple median, were applied to examine causal associations. Sensitivity analyses were performed to assess the robustness of the results. Additionally, reverse Mendelian randomization analysis was conducted, treating significant gut microbiota as the outcome, to evaluate effects and perform sensitivity testing. This comprehensive approach provided an in-depth assessment of the interactions among gut microbiota, metabolites, and diabetic nephropathy.

Result: The Inverse Variance Weighted estimates revealed that the abundance of Lachnospiraceae, Parasutterella, and Eubacterium exhibited negative causal effects on diabetic nephropathy, while Coprococcus, Sutterella, Faecalibacterium prausnitzii, and Bacteroides vulgatus showed protective causal effects against the condition. However, reverse Mendelian randomization analysis did not identify any significant associations between diabetic nephropathy and the identified gut microbiota. Furthermore, the estimates indicated that Cholesterol, Pyridoxate, Hexanoylcarnitine, X-12007, Octanoylcarnitine, 10-nonadecenoate (19:1n9), X-12734, and the average number of double bonds in a fatty acid chain had negative causal effects on diabetic nephropathy. In contrast, Methionine, Glycodeoxycholate, X-06351, 1-stearoylglycerol (1-monostearin), 5-dodecenoate (12:1n7), X-13859, 2-hydroxyglutarate, Glycoproteins, Phospholipids in IDL, and the concentration of small HDL particles demonstrated protective causal effects. Notably, sensitivity analyses did not detect any heterogeneity or horizontal pleiotropy, ensuring the robustness of the findings.

Conclusion: Modulating gut microbiota diversity and composition offers a promising strategy for improving the incidence and prognosis of diabetic nephropathy. This highlights the need for future clinical trials focusing on microbiome-based interventions, potentially utilizing microbiome-dependent metabolites. Such approaches could transform the treatment and management of diabetic nephropathy and its associated risk factors, paving the way for more effective therapeutic strategies to combat this debilitating condition.

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阐明欧洲患者肠道微生物群、代谢物和糖尿病肾病之间的因果关系:来自全基因组双向孟德尔随机化分析的启示
目的:先前的观察性研究表明,肠道微生物群、代谢物和糖尿病肾病之间存在潜在的联系。然而,这些因素之间确切的因果关系尚不清楚。方法:我们使用IEU OpenGWAS项目数据库的汇总统计数据进行了一项双样本双向孟德尔随机化研究,以调查肠道微生物群、代谢物和糖尿病肾病。一系列的方法,包括反方差加权、MR-Egger、加权中位数和简单中位数,被用于检验因果关系。进行敏感性分析以评估结果的稳健性。此外,进行反向孟德尔随机化分析,以显著的肠道微生物群为结果,评估效果并进行敏感性测试。这种全面的方法提供了肠道微生物群、代谢物和糖尿病肾病之间相互作用的深入评估。结果:方差反加权估计结果显示,毛螺科、副菌科和真杆菌的丰度对糖尿病肾病呈负向因果关系,而粪球菌、苏特菌、prausnitzii粪杆菌和普通拟杆菌对糖尿病肾病呈保护性因果关系。然而,反向孟德尔随机化分析并没有发现糖尿病肾病和肠道微生物群之间有任何显著的关联。此外,估计表明胆固醇、吡哆酸酯、己烯基肉碱、X-12007、辛烷基肉碱、10-壬烯酸酯(19:19 9)、X-12734和脂肪酸链中平均双键数对糖尿病肾病有负因果影响。相比之下,蛋氨酸、糖脱氧胆酸盐、X-06351、1-硬脂酰甘油(1-单硬脂)、5-十二烯酸盐(12:1n7)、X-13859、2-羟基戊二酸盐、糖蛋白、IDL中的磷脂和小HDL颗粒的浓度显示出保护性的因果作用。值得注意的是,敏感性分析没有发现任何异质性或水平多效性,确保了研究结果的稳健性。结论:调节肠道菌群的多样性和组成为改善糖尿病肾病的发病率和预后提供了一种有希望的策略。这突出了未来临床试验的需要,重点是基于微生物组的干预措施,可能利用微生物组依赖的代谢物。这些方法可以改变糖尿病肾病及其相关风险因素的治疗和管理,为更有效的治疗策略铺平道路,以对抗这种使人衰弱的疾病。
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来源期刊
Frontiers in Endocrinology
Frontiers in Endocrinology Medicine-Endocrinology, Diabetes and Metabolism
CiteScore
5.70
自引率
9.60%
发文量
3023
审稿时长
14 weeks
期刊介绍: Frontiers in Endocrinology is a field journal of the "Frontiers in" journal series. In today’s world, endocrinology is becoming increasingly important as it underlies many of the challenges societies face - from obesity and diabetes to reproduction, population control and aging. Endocrinology covers a broad field from basic molecular and cellular communication through to clinical care and some of the most crucial public health issues. The journal, thus, welcomes outstanding contributions in any domain of endocrinology. Frontiers in Endocrinology publishes articles on the most outstanding discoveries across a wide research spectrum of Endocrinology. The mission of Frontiers in Endocrinology is to bring all relevant Endocrinology areas together on a single platform.
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