The causal relationship between body composition indexes and primary membranous nephropathy: A bidirectional two-sample Mendelian randomization study.
The present study demonstrated causal relationships between body composition indexes (weight, body fat percentage, waist circumference, and hip circumference) and primary membranous nephropathy, while reverse MR analysis indicated no causal relationship between PMN and the body composition indexes.
Key Findings
Results
Genetically predicted higher body weight was causally associated with increased risk of primary membranous nephropathy.
MRC-IEU dataset: OR = 1.578, 95% CI = 1.047–2.379, IVW p = 0.029
Neale Lab dataset: OR = 1.745, 95% CI = 1.204–2.529, IVW p = 0.003
Results were consistent across two independent GWAS sources for weight (n = 797,859)
Sensitivity analyses verified the robustness of these results
Results
Genetically predicted higher body fat percentage was causally associated with increased risk of primary membranous nephropathy.
OR = 2.487, 95% CI = 1.349–4.583, IVW p = 0.003
Body fat percentage GWAS sample size was n = 454,633 in European populations
This represented the strongest effect size among the body composition indexes examined
Inverse variance weighted random-effects method was used as the primary analysis
Results
Genetically predicted larger waist circumference was causally associated with increased risk of primary membranous nephropathy.
Neale Lab dataset: OR = 1.700, 95% CI = 1.042–2.774, IVW p = 0.034
GIANT dataset: OR = 1.915, 95% CI = 1.030–3.559, IVW p = 0.040
Results were consistent across two independent GWAS sources for waist circumference (n = 568,740)
Sensitivity analyses verified the robustness of these results
Results
Genetically predicted larger hip circumference was causally associated with increased risk of primary membranous nephropathy.
OR = 1.410, 95% CI = 1.021–1.948, IVW p = 0.037
Hip circumference GWAS sample size was n = 336,601 in European populations
MR-Egger and weighted median methods were used as supplemental analyses
Sensitivity analyses verified the robustness of these results
Results
Reverse MR analysis found no causal relationship between primary membranous nephropathy and any of the body composition indexes examined.
Reverse analysis was conducted for all six body composition indexes: weight, BMI, body fat percentage, waist circumference, hip circumference, and basal metabolic rate
PMN GWAS sample size was n = 7,979 in European populations
The bidirectional design allowed assessment of both forward and reverse causal directions
No statistically significant causal effects were identified in the reverse direction
Results
Body mass index and basal metabolic rate were not found to have a statistically significant causal relationship with primary membranous nephropathy in the forward MR analysis.
BMI GWAS sample size was n = 461,460 and basal metabolic rate GWAS sample size was n = 454,874 in European populations
These indexes were included in the analysis alongside weight, body fat percentage, waist circumference, and hip circumference
Only weight, body fat percentage, waist circumference, and hip circumference showed significant associations with PMN risk
The IVW random-effects method was used as the primary analysis method
Chen C, Chen X, Zhang B, Hu Y, Li Y, Jiang H, et al.. (2026). The causal relationship between body composition indexes and primary membranous nephropathy: A bidirectional two-sample Mendelian randomization study.. Clinical nephrology. https://doi.org/10.5414/CN111826