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The limits of normal approximation for adult height

Adult height inspired the first biometrical and quantitative genetic studies and is a test-case trait for understanding heritability. The studies of height led to formulation of the classical polygenic model, that has a profound influence on the way we view and analyse complex traits. An essential p...

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Autores principales: Slavskii, Sergei A., Kuznetsov, Ivan A., Shashkova, Tatiana I., Bazykin, Georgii A., Axenovich, Tatiana I., Kondrashov, Fyodor A., Aulchenko, Yurii S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8298501/
https://www.ncbi.nlm.nih.gov/pubmed/33664501
http://dx.doi.org/10.1038/s41431-021-00836-7
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author Slavskii, Sergei A.
Kuznetsov, Ivan A.
Shashkova, Tatiana I.
Bazykin, Georgii A.
Axenovich, Tatiana I.
Kondrashov, Fyodor A.
Aulchenko, Yurii S.
author_facet Slavskii, Sergei A.
Kuznetsov, Ivan A.
Shashkova, Tatiana I.
Bazykin, Georgii A.
Axenovich, Tatiana I.
Kondrashov, Fyodor A.
Aulchenko, Yurii S.
author_sort Slavskii, Sergei A.
collection PubMed
description Adult height inspired the first biometrical and quantitative genetic studies and is a test-case trait for understanding heritability. The studies of height led to formulation of the classical polygenic model, that has a profound influence on the way we view and analyse complex traits. An essential part of the classical model is an assumption of additivity of effects and normality of the distribution of the residuals. However, it may be expected that the normal approximation will become insufficient in bigger studies. Here, we demonstrate that when the height of hundreds of thousands of individuals is analysed, the model complexity needs to be increased to include non-additive interactions between sex, environment and genes. Alternatively, the use of log-normal approximation allowed us to still use the additive effects model. These findings are important for future genetic and methodologic studies that make use of adult height as an exemplar trait.
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spelling pubmed-82985012021-08-05 The limits of normal approximation for adult height Slavskii, Sergei A. Kuznetsov, Ivan A. Shashkova, Tatiana I. Bazykin, Georgii A. Axenovich, Tatiana I. Kondrashov, Fyodor A. Aulchenko, Yurii S. Eur J Hum Genet Article Adult height inspired the first biometrical and quantitative genetic studies and is a test-case trait for understanding heritability. The studies of height led to formulation of the classical polygenic model, that has a profound influence on the way we view and analyse complex traits. An essential part of the classical model is an assumption of additivity of effects and normality of the distribution of the residuals. However, it may be expected that the normal approximation will become insufficient in bigger studies. Here, we demonstrate that when the height of hundreds of thousands of individuals is analysed, the model complexity needs to be increased to include non-additive interactions between sex, environment and genes. Alternatively, the use of log-normal approximation allowed us to still use the additive effects model. These findings are important for future genetic and methodologic studies that make use of adult height as an exemplar trait. Springer International Publishing 2021-03-04 2021-07 /pmc/articles/PMC8298501/ /pubmed/33664501 http://dx.doi.org/10.1038/s41431-021-00836-7 Text en © The Author(s) 2021 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
Slavskii, Sergei A.
Kuznetsov, Ivan A.
Shashkova, Tatiana I.
Bazykin, Georgii A.
Axenovich, Tatiana I.
Kondrashov, Fyodor A.
Aulchenko, Yurii S.
The limits of normal approximation for adult height
title The limits of normal approximation for adult height
title_full The limits of normal approximation for adult height
title_fullStr The limits of normal approximation for adult height
title_full_unstemmed The limits of normal approximation for adult height
title_short The limits of normal approximation for adult height
title_sort limits of normal approximation for adult height
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8298501/
https://www.ncbi.nlm.nih.gov/pubmed/33664501
http://dx.doi.org/10.1038/s41431-021-00836-7
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