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Causality between diabetes and membranous nephropathy: Mendelian randomization
Zhihang Su1, Ziqi Luo2, Di Wu1
1Department of Nephrology, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, 3002 Sungang West Road, Shenzhen, 518000, China.
Background:
Membranous nephropathy (MN) has not yet been fully elucidated regarding its relationship with Type I and II Diabetes. This study aims to evaluate the causal effect of multiple types of diabetes and MN by summarizing the evidence from the Mendelian randomization (MR) study.
Methods:
The statistical data for MN was obtained from a GWAS study encompassing 7979 individuals. Regarding diabetes, fasting glucose, fasting insulin, and HbA1C data, we accessed the UK-Biobank, within family GWAS consortium, MAGIC, FinnGen database, MRC-IEU, and Neale Lab, which provided sample sizes ranging from 17,724 to 298,957. As a primary method in this MR analysis, we employed the Inverse Variance Weighted (IVW), Weighted Median, Weighted mode, MR-Egger, Mendelian randomization pleiotropy residual sum, and outlier (MR-PRESSO) and Leave-one-out sensitivity test. Reverse MR analysis was utilized to investigate whether MN affects Diabetes. Meta-analysis was applied to combine study-specific estimates.
Results:
It has been determined that type 2 diabetes, gestational diabetes, type 1 diabetes with or without complications, maternal diabetes, and insulin use pose a risk to MN. Based on the genetic prediction, fasting insulin, fasting blood glucose, and HbA1c levels were not associated with the risk of MN. No heterogeneity, horizontal pleiotropy, or reverse causal relationships were found. The meta-analysis results further validated the accuracy.
Conclusions:
The MR analysis revealed the association between MN and various subtypes of diabetes. This study has provided a deeper understanding of the pathogenic mechanisms connecting MN and diabetes.
Insights
This Mendelian randomization study found that various types of diabetes, including type 2, gestational, and type 1 diabetes, increase the risk of membranous nephropathy (MN). The research clarifies the causal link between diabetes and MN.
Area of Science:
- Nephrology
- Endocrinology
- Genetics
Background:
- The relationship between diabetes mellitus and membranous nephropathy (MN) requires further clarification.
- This study investigates the causal link between multiple diabetes subtypes and MN.
Purpose of the Study:
- To evaluate the causal effect of various diabetes types on the risk of developing membranous nephropathy (MN).
- To summarize evidence from a Mendelian randomization (MR) study to understand the diabetes-MN association.
Main Methods:
- Utilized genome-wide association study (GWAS) data for MN and diabetes-related traits (fasting glucose, insulin, HbA1c) from large cohorts.
- Employed Inverse Variance Weighted (IVW), Weighted Median, MR-Egger, and MR-PRESSO methods for Mendelian randomization analysis.
- Conducted reverse MR analysis and meta-analysis to confirm findings and assess heterogeneity and pleiotropy.
Main Results:
- Established a causal link where type 2 diabetes, gestational diabetes, type 1 diabetes (with/without complications), maternal diabetes, and insulin use increase MN risk.
- Found no significant association between genetically predicted fasting insulin, fasting blood glucose, or HbA1c levels and MN risk.
- Confirmed no significant heterogeneity, horizontal pleiotropy, or reverse causality.
Conclusions:
- Mendelian randomization analysis confirms associations between multiple diabetes subtypes and membranous nephropathy.
- Provides enhanced understanding of the pathogenic mechanisms linking diabetes and MN.
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