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Assortative mating biases marker-based heritability estimators

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...

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Autores principales: Border, Richard, O’Rourke, Sean, de Candia, Teresa, Goddard, Michael E., Visscher, Peter M., Yengo, Loic, Jones, Matt, Keller, Matthew C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8814020/
https://www.ncbi.nlm.nih.gov/pubmed/35115518
http://dx.doi.org/10.1038/s41467-022-28294-9
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author Border, Richard
O’Rourke, Sean
de Candia, Teresa
Goddard, Michael E.
Visscher, Peter M.
Yengo, Loic
Jones, Matt
Keller, Matthew C.
author_facet Border, Richard
O’Rourke, Sean
de Candia, Teresa
Goddard, Michael E.
Visscher, Peter M.
Yengo, Loic
Jones, Matt
Keller, Matthew C.
author_sort Border, Richard
collection PubMed
description 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.
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spelling pubmed-88140202022-02-10 Assortative mating biases marker-based heritability estimators Border, Richard O’Rourke, Sean de Candia, Teresa Goddard, Michael E. Visscher, Peter M. Yengo, Loic Jones, Matt Keller, Matthew C. Nat Commun Article 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. Nature Publishing Group UK 2022-02-03 /pmc/articles/PMC8814020/ /pubmed/35115518 http://dx.doi.org/10.1038/s41467-022-28294-9 Text en © The Author(s) 2022, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Border, Richard
O’Rourke, Sean
de Candia, Teresa
Goddard, Michael E.
Visscher, Peter M.
Yengo, Loic
Jones, Matt
Keller, Matthew C.
Assortative mating biases marker-based heritability estimators
title Assortative mating biases marker-based heritability estimators
title_full Assortative mating biases marker-based heritability estimators
title_fullStr Assortative mating biases marker-based heritability estimators
title_full_unstemmed Assortative mating biases marker-based heritability estimators
title_short Assortative mating biases marker-based heritability estimators
title_sort assortative mating biases marker-based heritability estimators
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8814020/
https://www.ncbi.nlm.nih.gov/pubmed/35115518
http://dx.doi.org/10.1038/s41467-022-28294-9
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