Genetic Progress in Multistage Dairy Cattle Breeding Schemes Using Genetic Markers
- 1 April 2005
- journal article
- Published by American Dairy Science Association in Journal of Dairy Science
- Vol. 88 (4) , 1569-1581
- https://doi.org/10.3168/jds.s0022-0302(05)72826-5
Abstract
The aim of this paper was to explore general characteristics of multistage breeding schemes and to evaluate multistage dairy cattle breeding schemes that use information on quantitative trait loci (QTL). Evaluation was either for additional genetic response or for reduction in number of progeny-tested bulls while maintaining the same response. The reduction in response in multistage breeding schemes relative to comparable single-stage breeding schemes (i.e., with the same overall selection intensity and the same amount of information in the final stage of selection) depended on the overall selection intensity, the selection intensity in the various stages of the breeding scheme, and the ratio of the accuracies of selection in the various stages of the breeding scheme. When overall selection intensity was constant, reduction in response increased with increasing selection intensity in the first stage. The decrease in response was highest in schemes with lower overall selection intensity. Reduction in response was limited in schemes with low to average emphasis on first-stage selection, especially if the accuracy of selection in the first stage was relatively high compared with the accuracy in the final stage. Closed nucleus breeding schemes in dairy cattle that use information on QTL were evaluated by deterministic simulation. In the base scheme, the selection index consisted of pedigree information and own performance (dams), or pedigree information and performance of 100 daughters (sires). In alternative breeding schemes, information on a QTL was accounted for by simulating an additional index trait. The fraction of the variance explained by the QTL determined the correlation between the additional index trait and the breeding goal trait. Response in progeny test schemes relative to a base breeding scheme without QTL information ranged from +4.5% (QTL explaining 5% of the additive genetic variance) to +21.2% (QTL explaining 50% of the additive genetic variance). A QTL explaining 5% of the additive genetic variance allowed a 35% reduction in the number of progeny tested bulls, while maintaining genetic response at the level of the base scheme. Genetic progress was up to 31.3% higher for schemes with increased embryo production and selection of embryos based on QTL information. The challenge for breeding organizations is to find the optimum breeding program with regard to additional genetic progress and additional (or reduced) cost.Keywords
Funding Information
- Holland Genetics (BTS-98194)
- Senter, division of the Dutch Ministry of Economic Affairs
This publication has 26 references indexed in Scilit:
- Positional Candidate Cloning of a QTL in Dairy Cattle: Identification of a Missense Mutation in the Bovine DGAT1 Gene with Major Effect on Milk Yield and CompositionGenome Research, 2002
- Utilisation of genetic variation by marker assisted selection in commercial dairy cattle populationsLivestock Production Science, 1999
- Marker-assisted preselection of young dairy sires prior to progeny-testingLivestock Production Science, 1998
- Efficiency of multistage marker-assisted selection in the improvement of multiple quantitative traitsHeredity, 1998
- The use of marker haplotypes in animal breeding schemesGenetics Selection Evolution, 1996
- Prediction of asymptotic rates of response from selection on multiple traits using univariate and multivariate best linear unbiased predictorsAnimal Science, 1993
- Marker-assisted selection of candidate bulls for progeny testing programmesAnimal Science, 1990
- The use of genetic polymorphisms in livestock improvementJournal of Animal Breeding and Genetics, 1986
- A representation of multivariate normal probability integrals by integral transformsBiometrika, 1973
- The Effect of Selection on Genetic VariabilityThe American Naturalist, 1971