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Published on: October 15, 2019
Mendelian Randomization Analysis Reveals a Causal Relationship between Membranous Nephropathy and the Gut Microbiome
Dunlu Yuan1, Yuelong Chen2, Hongyun Zheng3
1Department of Nephrology, The First Affiliated Hospital of Kunming Medical University, Kunming, China, dunluyuan1998@163.com.
Introduction:
With the increasing prevalence of membranous nephropathy (MN), the gut microbiome (GM) is increasingly implicated in its cause, yet the intricate mechanisms remain unclear. Whether changes in the diversity and richness of gut microbial populations among MN patients contribute to disease prevalence is still unanswered, necessitating further exploration into the potential causative link between the GM and MN.
Methods:
We conducted a comprehensive bidirectional mendelian randomization (MR) study. We selected 211 bacterial taxa using genome-wide association study (GWAS) data provided by the MiBioGen consortium, while GWAS data relevant to MN were obtained from ebi-a-GCST010005. The inverse-variance weighted (IVW) method was the primary technique used to delineate the causal relationship between exposures and outcomes. To confirm the robustness of our results, we used additional methods, including MR-Egger, weighted median, simple mode, and weighted mode. Sensitivity analyses included tests for pleiotropy, heterogeneity, and leave-one-out sensitivity to ensure the integrity of our conclusions. Finally, reverse MR analyses were conducted to assess the likelihood of reverse causality.
Results:
Using various analytical methods, including the IVW approach, MR-Egger, weighted median, simple mode, and weighted mode, our study identified six microbial taxa with a statistically significant causal link to MN, as indicated by p values <0.05. The implicated taxa are Butyrivibrio (OR = 1.25, 95% CI: 1.001-1.565, p = 0.048), Butyricicoccus (OR = 2.15, 95% CI: 1.005-4.621, p = 0.048), Catenibacterium (OR = 1.49, 95% CI: 1.043-2.134, p = 0.028), Ruminiclostridium 5 (OR = 1.78, 95% CI: 1.140-2.763, p = 0.03), Ruminococcaceae UCG-003 (OR = 1.78, 95% CI: 1.140-2.763, p = 0.011), and Bacillales (OR = 1.52, 95% CI: 1.135-2.025, p = 0.005). Each of these taxa has been established as a risk factor for MN. Notably, Ruminococcaceae UCG-003 and Bacillales were identified as having a bidirectional causal relationship with the disease.
Conclusion:
Our MR study has revealed a causal link between six microbial taxa and MN, highlighting their potential involvement in the disease's development. These findings represent an initial step into this complex field and underscore the need for more in-depth research.
Insights
This study found six gut bacteria linked to membranous nephropathy (MN). Some bacteria, like Ruminococcaceae UCG-003 and Bacillales, show a two-way relationship with MN, suggesting a gut microbiome connection to the disease.
Area of Science:
- Gastroenterology and Nephrology
- Microbiome Research
- Genetic Epidemiology
Background:
- Membranous nephropathy (MN) is increasingly prevalent, with the gut microbiome (GM) suspected as a contributing factor.
- The precise mechanisms linking GM alterations to MN pathogenesis remain unclear.
- Investigating the diversity and richness of gut microbial populations is crucial for understanding MN etiology.
Purpose of the Study:
- To investigate the potential causal relationship between gut microbial taxa and membranous nephropathy (MN).
- To explore bidirectional causal links between specific gut bacteria and MN.
- To identify specific microbial risk factors contributing to MN development.
Main Methods:
- A bidirectional Mendelian randomization (MR) study was conducted.
- Genome-wide association study (GWAS) data for 211 bacterial taxa and MN were utilized.
- Inverse-variance weighted (IVW) method, alongside MR-Egger and weighted median, were employed for causal inference.
Main Results:
- Six microbial taxa demonstrated a statistically significant causal association with MN (p < 0.05).
- These taxa include Butyrivibrio, Butyricicoccus, Catenibacterium, Ruminiclostridium 5, Ruminococcaceae UCG-003, and Bacillales.
- Ruminococcaceae UCG-003 and Bacillales exhibited a bidirectional causal relationship with MN.
Conclusions:
- The study establishes a causal link between six specific gut microbial taxa and membranous nephropathy.
- These findings suggest the gut microbiome plays a role in MN development.
- Further research is warranted to elucidate the complex interplay between gut bacteria and MN.
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