Conditioning on parental mating types can reduce necessary assumptions for Mendelian randomization

Keisuke Ejima1,2,3, Nianjun Liu1, Luis Miguel Mestre1

  • 1Department of Epidemiology and Biostatistics, Indiana University School of Public Health-Bloomington, Bloomington, IN, United States.

Frontiers in Genetics
|March 23, 2023
PubMed

Insights

Mendelian randomization (MR) bias can occur when genetic variants and confounders correlate. Conditioning on parental mating types in MR effectively eliminates this bias, offering a more robust epidemiological tool.

Area of Science:

  • Epidemiology
  • Genetic Epidemiology
  • Statistical Genetics

Background:

  • Mendelian randomization (MR) is widely used in epidemiology.
  • Bias can arise in MR when confounding variables correlate with instrumental variables (genetic variants).
  • Assortative mating and population admixture can create such correlations, violating MR assumptions.

Purpose of the Study:

  • To propose and evaluate a novel method for reducing bias in Mendelian randomization.
  • To address bias caused by correlations between instrumental variables and confounders due to assortative mating or population stratification.

Main Methods:

  • Simulated datasets with assortative mating and population admixture.
  • Analyzed data using conventional MR, MR with parental genotype adjustment, and MR with parental mating type conditioning.
  • Assessed type I error rates and estimation bias.

Main Results:

  • Conventional MR showed inflated type I error rates and biased estimates under assortative mating and population admixture.
  • Adjusting for parental genotypes offered only partial bias reduction.
  • Conditioning on parental mating types effectively eliminated type I error inflation and bias.

Conclusions:

  • Conditioning on parental mating types is a superior strategy for Mendelian randomization in the presence of specific confounding.
  • This method reduces the assumption burden and potential bias in MR studies.
  • It is particularly useful when confounding arises from assortative mating or population stratification.

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