Abstract
The existence of genotype-environment interaction (GEI) using reaction norm models and their impact on the genetic evaluation of Nellore sires for body weight at 120, 210, 365 and 450 days of age was verified. Three models were used: animal model (AM) that disregards GEI and the one-step reaction norm model with homogeneous and heterogeneous residual variance (1SRNMH_het). Bayes Inference via Gibbs Sampling was used to estimate the variance components. The AM model better fits to weights at 120 and 210 days of age, while 1SRNMH_het was more adequate for body weights at 365 and 450 days of age, suggesting the existence of GEI. The posterior means of direct heritability were 0.33±0.01 and 0.36±0.01 and maternal heritability of 0.21±0.01 and 0.19±0.01 for body weights at 120 and 210 days of age, respectively. For body weights at 365 and 450 days of age, posterior means of heritability varied along the environmental gradient, but the ranking of sires based on breeding values was not changed by different environmental gradients. All rank correlations were greater than 0.80, strongly suggesting a scale effect of GEI. Despite the evidence of GEI on post-weaning weight gain, it did not change the ranking of sires. Therefore, it did not have a relevant impact on the genetic evaluation of sires because they are robust to environmental changes.
Highlights
IntroductionThe selection of individuals in a given environment may not be valid to achieve the expected genetic gain in another environment, suggesting a possible influence of the genotype-environment interaction (GEI)
The selection of individuals in a given environment may not be valid to achieve the expected genetic gain in another environment, suggesting a possible influence of the genotype-environment interaction (GEI).GEI occur when the genotype responds differently to changes in the environment (Kolmodin et al, 2002)
The dataset consisted of 102,921 adjusted weights for 120, 210, 365 and 450 days of age of Nellore beef cattle population from the Central-West region of Brazil, which participates in the genetic evaluation program of Associação Nacional de Criadores e Pesquisadores(ANCP), for animals born in 1990 to 2014
Summary
The selection of individuals in a given environment may not be valid to achieve the expected genetic gain in another environment, suggesting a possible influence of the genotype-environment interaction (GEI). GEI occur when the genotype responds differently to changes in the environment (Kolmodin et al, 2002). The GEI may lead to changes in phenotypes, as well as changes in the absolute and relative magnitude of genetic and environmental variances. This implies that the performance of animals and their progeny can change according to the environmental conditions in which they are raised and selected (Mattar et al, 2011). Among the available methodologies for estimation of GEI, models of linear reaction norms have been widely used for gain traits (Souza et al 2016; Ambrosini, 2016; Cardoso & Tempelman, 2015 and Hay & Roberts 2018)
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