E. Venot, A. Barbat, D. Boichard, P. Croiseau, V. Ducrocq et al., When using single step GBLUP based on female performances, the prediction quality using multibreed or within-breed model was similar. Genomic breeding value accuracy of candidates exceeds parent average accuracy from 10% for protein yield in Alpine breed to 14% for protein content in Saanen breed. Clearly, single step GBLUP provides opportunities for efficient genomic selection in French goats. Its routine implementation is planned for, 2016.

, It started with the national dairy cattle breeds and was quickly extended to other breeds or species: it has already had a huge impact on the organization of breeding schemes, with the end of progeny test and the fast and steady increase of the use of young "genomic" bulls for higher genetic gain on a variety of traits. All these quick developments were made possible by the existing efficient collective partnership between industry partners and national Research and Development organizations. GS is now in place in 11 cattle and 1 sheep breeds. In the very near future, it will be extended to 4 extra sheep breeds and 2 goat breeds. However, it is not the end of the story yet! It is even only the beginning of the genomic revolution: organizational reforms, maintenance and enlargement reference population

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