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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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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. |
format | Online Article Text |
id | pubmed-8814020 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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