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Assortative mating biases marker-based heritability estimators

Richard Border, Sean O’Rourke, Teresa de Candia, Michael E. Goddard, Peter M. Visscher, Loïc Yengo, Matt Jones, Matthew C. Keller

2022Nature Communications95 citationsDOIOpen Access PDF

Abstract

Many traits are subject to assortative mating, with recent molecular genetic findings confirming longstanding theoretical predictions that assortative mating induces long range dependence across causal variants. However, all marker-based heritability estimators implicitly assume mating is random. We provide mathematical and simulation-based evidence demonstrating that both method-of-moments and likelihood-based estimators are biased in the presence of assortative mating and derive corrected heritability estimators for traits subject to assortment. Finally, we demonstrate that the empirical patterns of estimates across methods and sample sizes for real traits subject to assortative mating are congruent with expected assortative mating-induced biases. For example, marker-based heritability estimates for height are 14% - 23% higher than corrected estimates using UK Biobank data.

Topics & Concepts

Assortative matingHeritabilityEstimatorBiologyMatingEconometricsStatisticsEvolutionary biologyGeneticsMathematicsGenetic and phenotypic traits in livestockGenetic Associations and EpidemiologyGenetic Mapping and Diversity in Plants and Animals