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The Statistical Scale Effect as a Source of Positive Genetic Correlation Between Mean and Variability: A Simulation Study

The selection objective for animal production is the highest income with the lowest production cost, while ensuring the highest animal welfare. A selection experiment for environmental variability of birth weight in mice showed a correlated response in the mean after 20 generations starting from a c...

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Autores principales: Tatliyer, Adile, Cervantes, Isabel, Formoso-Rafferty, Nora, Gutiérrez, Juan Pablo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Genetics Society of America 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6723139/
https://www.ncbi.nlm.nih.gov/pubmed/31320386
http://dx.doi.org/10.1534/g3.119.400497
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author Tatliyer, Adile
Cervantes, Isabel
Formoso-Rafferty, Nora
Gutiérrez, Juan Pablo
author_facet Tatliyer, Adile
Cervantes, Isabel
Formoso-Rafferty, Nora
Gutiérrez, Juan Pablo
author_sort Tatliyer, Adile
collection PubMed
description The selection objective for animal production is the highest income with the lowest production cost, while ensuring the highest animal welfare. A selection experiment for environmental variability of birth weight in mice showed a correlated response in the mean after 20 generations starting from a crossed panmictic population. The relationship between the birth weight and its environmental variability explained the correlated response. The scale effect represents a potential cause of this correlation. The relationship between the mean and the variability implies: the higher the mean, the higher the variability. The study was to quantify by simulation the genetic correlation between a trait and its environmental variability. This can be attributable to the scale effect in a range of coefficients of variation and heritabilities between 0.05 and 0.50. The resulting genetic correlation ranged from 0.1335 to 0.7021 being the highest for the highest heritability and the lowest CV. The scale effect for a trait with heritability between 0.25 and 0.35 and CV between 0.15 and 0.25 generated a genetic correlation between 0.43 and 0.57. The genetic coefficient of variation (GCV) affecting residual variability was modulated by the strength reducing the impact of the scale effect. GCV ranged from 0.0050 to 1.4984. The strength of the scale effect might be in the range between 0 and 1. The scale effect would explain many reported genetic correlation and the additive genetic variance for the variability. This is relevant when increasing the mean of a trait jointly with the reduction of its variability.
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spelling pubmed-67231392019-09-17 The Statistical Scale Effect as a Source of Positive Genetic Correlation Between Mean and Variability: A Simulation Study Tatliyer, Adile Cervantes, Isabel Formoso-Rafferty, Nora Gutiérrez, Juan Pablo G3 (Bethesda) Investigations The selection objective for animal production is the highest income with the lowest production cost, while ensuring the highest animal welfare. A selection experiment for environmental variability of birth weight in mice showed a correlated response in the mean after 20 generations starting from a crossed panmictic population. The relationship between the birth weight and its environmental variability explained the correlated response. The scale effect represents a potential cause of this correlation. The relationship between the mean and the variability implies: the higher the mean, the higher the variability. The study was to quantify by simulation the genetic correlation between a trait and its environmental variability. This can be attributable to the scale effect in a range of coefficients of variation and heritabilities between 0.05 and 0.50. The resulting genetic correlation ranged from 0.1335 to 0.7021 being the highest for the highest heritability and the lowest CV. The scale effect for a trait with heritability between 0.25 and 0.35 and CV between 0.15 and 0.25 generated a genetic correlation between 0.43 and 0.57. The genetic coefficient of variation (GCV) affecting residual variability was modulated by the strength reducing the impact of the scale effect. GCV ranged from 0.0050 to 1.4984. The strength of the scale effect might be in the range between 0 and 1. The scale effect would explain many reported genetic correlation and the additive genetic variance for the variability. This is relevant when increasing the mean of a trait jointly with the reduction of its variability. Genetics Society of America 2019-07-18 /pmc/articles/PMC6723139/ /pubmed/31320386 http://dx.doi.org/10.1534/g3.119.400497 Text en Copyright © 2019 Tatliyer et al. http://creativecommons.org/licenses/by/4.0 This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Investigations
Tatliyer, Adile
Cervantes, Isabel
Formoso-Rafferty, Nora
Gutiérrez, Juan Pablo
The Statistical Scale Effect as a Source of Positive Genetic Correlation Between Mean and Variability: A Simulation Study
title The Statistical Scale Effect as a Source of Positive Genetic Correlation Between Mean and Variability: A Simulation Study
title_full The Statistical Scale Effect as a Source of Positive Genetic Correlation Between Mean and Variability: A Simulation Study
title_fullStr The Statistical Scale Effect as a Source of Positive Genetic Correlation Between Mean and Variability: A Simulation Study
title_full_unstemmed The Statistical Scale Effect as a Source of Positive Genetic Correlation Between Mean and Variability: A Simulation Study
title_short The Statistical Scale Effect as a Source of Positive Genetic Correlation Between Mean and Variability: A Simulation Study
title_sort statistical scale effect as a source of positive genetic correlation between mean and variability: a simulation study
topic Investigations
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6723139/
https://www.ncbi.nlm.nih.gov/pubmed/31320386
http://dx.doi.org/10.1534/g3.119.400497
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