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基因组选择如何提高澳大利亚国家牛群、基因组信息核心和公牛的遗传增益和近交率。

How genomic selection has increased rates of genetic gain and inbreeding in the Australian national herd, genomic information nucleus, and bulls.

机构信息

Agriculture Victoria Research, AgriBio, Centre for AgriBioscience, Bundoora, Victoria 3083, Australia; School of Applied Systems Biology, La Trobe University, Bundoora, Victoria 3083, Australia.

School of Applied Systems Biology, La Trobe University, Bundoora, Victoria 3083, Australia.

出版信息

J Dairy Sci. 2021 Nov;104(11):11832-11849. doi: 10.3168/jds.2021-20326. Epub 2021 Aug 26.

Abstract

Genomic selection has been commonly used for selection for over a decade. In this time, the rate of genetic gain has more than doubled in some countries, while inbreeding per year has also increased. Inbreeding can result in a loss of genetic diversity, decreased long-term response to selection, reduced animal performance and ultimately, decreased farm profitability. We quantified and compared changes in genetic gain and diversity resulting from genomic selection in Australian Holstein and Jersey cattle populations. To increase the accuracy of genomic selection, Australia has had a female genomic reference population since 2013, specifically designed to be representative of commercial populations and thus including both Holstein and Jersey cows. Herds that kept excellent health and fertility data were invited to join this population and most their animals were genotyped. In both breeds, the rate of genetic gain and inbreeding was greatest in bulls, and then the female genomic reference population, and finally the wider national herd. When comparing pre- and postgenomic selection, the rates of genetic gain for the national economic index has increased by ~160% in Holstein females and ~100% in Jersey females. This has been accompanied by doubling of the rates of inbreeding in female populations, and the rate of inbreeding has increased several fold in Holstein bulls since the widespread use of genomic selection. Where cow genotype data were available to perform a more accurate genomic analysis, greater rates of pedigree and genomic inbreeding were observed, indicating actual inbreeding levels could be underestimated in the national population due to gaps in pedigrees. Based on current rates of genetic gain, the female reference population is progressing ahead of the national herd and could be used to infer and track the future inbreeding and genetic trends of the national herds.

摘要

基因组选择在过去十年中被广泛用于选择。在此期间,一些国家的遗传增益率翻了一番以上,而每年的近交率也有所增加。近交会导致遗传多样性丧失、长期选择反应降低、动物性能下降,最终导致农场盈利能力下降。我们量化并比较了澳大利亚荷斯坦和泽西牛群中基因组选择导致的遗传增益和多样性变化。为了提高基因组选择的准确性,澳大利亚自 2013 年以来一直拥有一个女性基因组参考群体,该群体专门设计为具有代表性的商业群体,因此包括荷斯坦和泽西奶牛。邀请那些保持优秀健康和繁殖数据的牛群加入该群体,并且对他们的大多数动物进行了基因分型。在这两个品种中,公牛的遗传增益率和近交率最高,其次是雌性基因组参考群体,最后是更广泛的全国牛群。在比较基因组选择前后,荷斯坦女性和泽西女性的全国经济指数的遗传增益率分别增加了约 160%和 100%。这伴随着雌性群体中近交率的翻倍,以及自基因组选择广泛使用以来荷斯坦公牛的近交率增加了数倍。在有奶牛基因型数据可用于进行更准确的基因组分析的情况下,观察到系谱和基因组近交率更高,表明由于系谱中的空白,全国牛群中的实际近交水平可能被低估。基于当前的遗传增益率,女性参考群体的进展领先于全国牛群,并且可以用于推断和跟踪全国牛群的未来近交和遗传趋势。

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