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|Title:||Genomic Prediction in a Numerically Small Sheep Breed Population Using Imputed Sequence Variants||Contributor(s):||Moghaddar, N (author) ; Brown, D J (author); Swan, A A (author); MacLeod, I M (author); van der Werf, J H J (author)||Publication Date:||2019-11||Open Access:||Yes||Handle Link:||https://hdl.handle.net/1959.11/28763||Open Access Link:||http://www.aaabg.org/aaabghome/AAABG23papers/18Moghaddar23071.pdf||Abstract:||The accuracy of genomic prediction for a numerically small sheep breed was investigated based on a large multi-breed admixed reference set using moderate or high density SNP genotypes, imputed whole genome sequence genotypes or selected sequence variants based on a genome wide association study (GWAS). Reference set with weight and eating quality phenotypes was divided into a GWAS sub set (n=4,000), a training set (n=13,466 to 38,098) and a validation set with data of 143 to 169 purebred Dorper sheep. Genomic BLUP was used to estimate genomic breeding values and prediction accuracy was evaluated in the validation set based on the correlation between GBV and corrected phenotypes. Results showed a prediction accuracy between 20% and 30% based on 50k genotypes across different trait, which increased on average by 2.5% to 7.0% by using HD genotypes or selected sequence variants derived from an independent GWAS.||Publication Type:||Conference Publication||Conference Details:||Proceedings of the 23rd Conference of the Association for the Advancement of Animal Breeding and Genetics, Armidale, NSW, 27 October-1 November||Source of Publication:||Proceedings of the AAABG 23rd Conference, v.23, p. 71-74||Publisher:||Association for the Advancement of Animal Breeding and Genetics||Place of Publication:||Armidale, Australia||Field of Research (FOR):||070201 Animal Breeding||Socio-Economic Objective (SEO):||830310 Sheep - Meat||Peer Reviewed:||Yes||HERDC Category Description:||E1 Refereed Scholarly Conference Publication||Other Links:||http://www.aaabg.org/aaabghome/proceedings23.php
|Appears in Collections:||Animal Genetics and Breeding Unit (AGBU)|
School of Environmental and Rural Science
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