Genotype-by-environment interactions at the trait level and total merit index level for milk production and functional traits in Brown Swiss cattle
The production environments of the German–Austrian Brown Swiss population show a wide range due to differences in topography, landscapes, local climates, and different farm management systems. Extensive production systems such as organic farming have become increasingly popular in recent decades bec...
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doaj-9f530394b08a4a8fb9ffc5d453a321d72021-06-07T06:46:10ZengElsevierAnimal1751-73112021-01-01151100052Genotype-by-environment interactions at the trait level and total merit index level for milk production and functional traits in Brown Swiss cattleM. Schmid0A. Imort-Just1R. Emmerling2C. Fuerst3H. Hamann4J. Bennewitz5Institute of Animal Science, University of Hohenheim, Garbenstrasse 17, 70599 Stuttgart, Germany; Corresponding author.Institute of Animal Science, University of Hohenheim, Garbenstrasse 17, 70599 Stuttgart, GermanyBavarian State Research Centre for Agriculture, Institute for Animal Breeding, Prof.-Duerrwaechter-Platz 1, 85586 Poing, GermanyZuchtData EDV-Dienstleistungen GmbH, Dresdner Strasse 89/18, A-1200 Vienna, AustriaState Office for Spatial Information and Land Development Baden-Wuerttemberg (LGL), Stuttgarter Strasse 161, 70806 Kornwestheim, GermanyInstitute of Animal Science, University of Hohenheim, Garbenstrasse 17, 70599 Stuttgart, GermanyThe production environments of the German–Austrian Brown Swiss population show a wide range due to differences in topography, landscapes, local climates, and different farm management systems. Extensive production systems such as organic farming have become increasingly popular in recent decades because of interest in sustainability and consumer preferences. Compared with conventional farmers, organic farmers put more weight on fitness traits. Besides the official total merit index (TMI), a selection index applying relative economic weights (REWs) suitable for organic production systems is provided for Brown Swiss cattle in Germany. The aim of the study was to investigate genotype-by-environment interactions (GxE) for milk production traits and functional traits (including longevity, fertility traits, and calving traits) in a sample of the German–Austrian Brown Swiss population housed in Baden-Wuerttemberg (southern Germany) by applying bivariate and random regression sire models. For bivariate analyses, the production environment was binary classified by farm management system (organic and conventional) and altitude of farm location (above or below 800 m above sea level (ASL)). Milk energy yields (MEY) obtained from herd effects were used as continuously scaled environmental descriptor in the reaction norm approach. The TMIs for sires were calculated based on breeding values estimated with different models and environment-specific REWs to determine possible GxE at TMI levels and rerankings of sires. In bivariate analyses, genetic correlations at the trait level were high and ranged from rg = 0.99 (calving to first insemination, cystic ovaries, and maternal stillbirth rate) to rg = 0.79 (first insemination to conception for altitude). Except for the latter, no severe GxE were found at the trait level using the bivariate models. Fat yield was the only trait showing minor GxE in the reaction norm model approach. Investigating the environmental sensitivity at the TMI level revealed rank correlations between the different environment-specific TMIs that were close to unity, implying no severe reranking effects. The results show no need to account for different environments in Brown Swiss cattle breeding programs.http://www.sciencedirect.com/science/article/pii/S1751731120300549Bivariate analysisEnvironmental descriptorReaction norm modelTotal merit indexUnivariate analysis |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
M. Schmid A. Imort-Just R. Emmerling C. Fuerst H. Hamann J. Bennewitz |
spellingShingle |
M. Schmid A. Imort-Just R. Emmerling C. Fuerst H. Hamann J. Bennewitz Genotype-by-environment interactions at the trait level and total merit index level for milk production and functional traits in Brown Swiss cattle Animal Bivariate analysis Environmental descriptor Reaction norm model Total merit index Univariate analysis |
author_facet |
M. Schmid A. Imort-Just R. Emmerling C. Fuerst H. Hamann J. Bennewitz |
author_sort |
M. Schmid |
title |
Genotype-by-environment interactions at the trait level and total merit index level for milk production and functional traits in Brown Swiss cattle |
title_short |
Genotype-by-environment interactions at the trait level and total merit index level for milk production and functional traits in Brown Swiss cattle |
title_full |
Genotype-by-environment interactions at the trait level and total merit index level for milk production and functional traits in Brown Swiss cattle |
title_fullStr |
Genotype-by-environment interactions at the trait level and total merit index level for milk production and functional traits in Brown Swiss cattle |
title_full_unstemmed |
Genotype-by-environment interactions at the trait level and total merit index level for milk production and functional traits in Brown Swiss cattle |
title_sort |
genotype-by-environment interactions at the trait level and total merit index level for milk production and functional traits in brown swiss cattle |
publisher |
Elsevier |
series |
Animal |
issn |
1751-7311 |
publishDate |
2021-01-01 |
description |
The production environments of the German–Austrian Brown Swiss population show a wide range due to differences in topography, landscapes, local climates, and different farm management systems. Extensive production systems such as organic farming have become increasingly popular in recent decades because of interest in sustainability and consumer preferences. Compared with conventional farmers, organic farmers put more weight on fitness traits. Besides the official total merit index (TMI), a selection index applying relative economic weights (REWs) suitable for organic production systems is provided for Brown Swiss cattle in Germany. The aim of the study was to investigate genotype-by-environment interactions (GxE) for milk production traits and functional traits (including longevity, fertility traits, and calving traits) in a sample of the German–Austrian Brown Swiss population housed in Baden-Wuerttemberg (southern Germany) by applying bivariate and random regression sire models. For bivariate analyses, the production environment was binary classified by farm management system (organic and conventional) and altitude of farm location (above or below 800 m above sea level (ASL)). Milk energy yields (MEY) obtained from herd effects were used as continuously scaled environmental descriptor in the reaction norm approach. The TMIs for sires were calculated based on breeding values estimated with different models and environment-specific REWs to determine possible GxE at TMI levels and rerankings of sires. In bivariate analyses, genetic correlations at the trait level were high and ranged from rg = 0.99 (calving to first insemination, cystic ovaries, and maternal stillbirth rate) to rg = 0.79 (first insemination to conception for altitude). Except for the latter, no severe GxE were found at the trait level using the bivariate models. Fat yield was the only trait showing minor GxE in the reaction norm model approach. Investigating the environmental sensitivity at the TMI level revealed rank correlations between the different environment-specific TMIs that were close to unity, implying no severe reranking effects. The results show no need to account for different environments in Brown Swiss cattle breeding programs. |
topic |
Bivariate analysis Environmental descriptor Reaction norm model Total merit index Univariate analysis |
url |
http://www.sciencedirect.com/science/article/pii/S1751731120300549 |
work_keys_str_mv |
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