Body Composition

The causal relationship between body composition indexes and primary membranous nephropathy: A bidirectional two-sample Mendelian randomization study.

TL;DR

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

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

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

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

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

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

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

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Citation

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