Causal Graph Among Serum Lipids and Glycemic Traits: A Mendelian Randomization Study

Diabetes. 2022 Aug 1;71(8):1818-1826. doi: 10.2337/db21-0734.

Abstract

We systematically investigated the bidirectional causality among HDL cholesterol (HDL-C), LDL cholesterol (LDL-C), triglycerides (TGs), fasting insulin (FI), and glycated hemoglobin A1c (HbA1c) based on genome-wide association summary statistics of Europeans (n = 1,320,016 for lipids, 151,013 for FI, and 344,182 for HbA1c). We applied multivariable Mendelian randomization (MR) to account for the correlation among different traits and constructed a causal graph with 13 significant causal effects after adjusting for multiple testing (P < 0.0025). Remarkably, we found that the effects of lipids on glycemic traits were through FI from TGs (β = 0.06 [95% CI 0.03, 0.08] in units of 1 SD for each trait) and HDL-C (β = -0.02 [-0.03, -0.01]). On the other hand, FI had a strong negative effect on HDL-C (β = -0.15 [-0.21, -0.09]) and positive effects on TGs (β = 0.22 [0.14, 0.31]) and HbA1c (β = 0.15 [0.12, 0.19]), while HbA1c could raise LDL-C (β = 0.06 [0.03, 0.08]) and TGs (β = 0.08 [0.06, 0.10]). These estimates derived from inverse-variance weighting were robust when using different MR methods. Our results suggest that elevated FI was a strong causal factor of high TGs and low HDL-C, which in turn would further increase FI. Therefore, early control of insulin resistance is critical to reduce the risk of type 2 diabetes, dyslipidemia, and cardiovascular complications.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Blood Glucose
  • Cholesterol, HDL
  • Cholesterol, LDL
  • Diabetes Mellitus, Type 2* / genetics
  • Genome-Wide Association Study
  • Glycated Hemoglobin / genetics
  • Humans
  • Insulin
  • Mendelian Randomization Analysis*
  • Polymorphism, Single Nucleotide
  • Risk Factors
  • Triglycerides

Substances

  • Blood Glucose
  • Cholesterol, HDL
  • Cholesterol, LDL
  • Glycated Hemoglobin A
  • Insulin
  • Triglycerides

Associated data

  • figshare/10.2337/figshare.19807648