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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2021
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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. |
format | Online Article Text |
id | pubmed-8298501 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
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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