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Assessing the impact of natural service bulls and genotype by environment interactions on genetic gain and inbreeding in organic dairy cattle genomic breeding programs

机译:评估环境相互作用对自然服务牛和基因型的影响,对有机奶牛基因组育种计划的遗传增益和近亲繁殖

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The objective of the present study was to compare genetic gain and inbreeding coefficients of dairy cattle in organic breeding program designs by applying stochastic simulations. Evaluated breeding strategies were: (i) selecting bulls from conventional breeding programs, and taking into account genotype by environment (0 x E) interactions, (ii) selecting genotyped bulls within the organic environment for artificial insemination (Al) programs and (Hi) selecting genotyped natural service bulls within organic herds. The simulated conventional population comprised 148 800 cows from 2976 herds with an average herd size of 50 cows per herd, and 1200 cows were assigned to 60 organic herds. In a young bull program, selection criteria of young bulls in bothproduction systems (conventional and organic) were either 'conventional' estimated breeding values (EBV) or genomic estimated breeding values (GEBV) for two traits with low (h~2 = 0.05) and moderate heritability (h~2 = 0.30). GEBV were calculated for different accuracies (r_(mg)), and GxE interactions were considered by modifying originally simulated true breeding values in the range from r_g = 0.5 to hO. For both traits (h~2 = 0.05 and 0.30) and 0.8, genomic selection of bulls directly in the organic population and using selected bulls via Al revealed higher genetic gain than selecting young bulls in the larger conventional population based on EBV; also without the existence of GxE interactions. Only for pronounced G x E interactions (r_g = 0.5), andfor highly accurate GEBV for natural service bulls (r_(mg)> 0.9), results suggests the use of genotyped organic natural service bulls instead of implementing an Al program. Inbreeding coefficients of selected bulls and their offspring were generally lower when basing selection decisions for young bulls on GEBV compared with selection strategies based on pedigree indices.
机译:本研究的目的是通过随机模拟比较有机繁殖计划设计中奶牛的遗传增益和近交系数。评估的育种策略是:(i)从常规育种计划中选择公牛,并考虑环境之间的基因型(0 x E)相互作用,(ii)在有机环境中选择基因型公牛进行人工授精(Al)计划,以及(Hi)在有机牛群中选择基因型自然服务公牛。模拟的常规种群包括来自2976个牛群的148 800头牛,平均牛群大小为每头牛50头,并将1200头牛分配给60个有机牛群。在小公牛计划中,两种生产系统(常规和有机)的小公牛的选择标准是“低”(h〜2 = 0.05)两个性状的“常规”估计育种值(EBV)或基因组估计育种值(GEBV)。中等的遗传力(h〜2 = 0.30)。计算了不同准确度(r_(mg))的GEBV,并通过在r_g = 0.5到hO的范围内修改原始模拟的真实育种值来考虑GxE相互作用。对于两个性状(h〜2 = 0.05和0.30)和0.8,直接在有机种群中进行公牛的基因组选择并通过Al使用选定的公牛比在基于EBV的较大常规种群中选择年轻公牛具有更高的遗传增益;也不存在GxE交互。仅对于显着的G x E相互作用(r_g = 0.5),以及对于自然服务牛的高精度GEBV(r_(mg)> 0.9),结果表明使用基因型有机自然服务牛而不是实施Al计划。与基于谱系指数的选择策略相比,基于GEBV选择年轻公牛的选择决策时,所选公牛及其后代的近交系数通常较低。

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