Department of Animal Science, Agricultural Institute of Slovenia, 1000, Ljubljana, Slovenia.
Geno Breeding and A.I. Association, N-2317, Hamar, Norway.
J Dairy Sci. 2023 Aug;106(8):5593-5605. doi: 10.3168/jds.2022-23132. Epub 2023 Jul 18.
Small breeding programs are limited in achieving competitive genetic gain and prone to high rates of inbreeding. Thus, they often import genetic material to increase genetic gain and to limit the loss of genetic variability. However, the benefit of import depends on the strength of genotype-by-environment interaction. Import also diminishes the relevance of domestic selection and the use of domestic breeding animals. Introduction of genomic selection has potentially exacerbated this issue, but is also opening the potential for smaller breeding programs. The aim of this paper was to determine when and to what extent small breeding programs benefit from importing genetic material by quantifying the genetic gain as well as the sources of genetic gain. We simulated 2 cattle breeding programs of the same breed that represented a large foreign and a small domestic breeding program. The programs differed in selection parameters of sire selection, and in the initial genetic mean and annual genetic gain. We evaluated a control scenario without the use of foreign sires in the domestic breeding program and 24 scenarios that varied the percentage of domestic dams mated with foreign sires, the genetic correlation between the breeding programs (0.8 or 0.9), and the time of implementing genomic selection in the domestic compared with the foreign breeding program (concurrently or with a 10-yr delay). We compared the scenarios based on the genetic gain and genic standard deviation. Finally, we partitioned breeding values and genetic trends of the scenarios to quantify the contribution of domestic selection and import to the domestic genetic gain. The simulation revealed that when both breeding programs implemented genomic selection simultaneously, the use of foreign sires increased domestic genetic gain only when genetic correlation was 0.9 (10%-18% increase). In contrast, when the domestic breeding program implemented genomic selection with a 10-yr delay, import increased genetic gain at both tested correlations, 0.8 (5%-23% increase) and 0.9 (15%-53% increase). The increase was significant when we mated at least 10% or 25% domestic females with foreign sires and increased with the increasing use of foreign sires, but with a diminishing return. The partitioning analysis revealed that the contribution of import expectedly increased with the increased use of foreign sires. However, the increase did not depend on the genetic correlation and was not proportional to the increase in domestic genetic gain. This represents a peril for small breeding programs because they could be overly relying on import with diminishing returns for the genetic gain, marginal benefit for the genetic variability, and large loss of the domestic germplasm. The benefit and peril of import depends on an interplay of genetic correlation, extent of using foreign sires, and a breeding scheme. It is therefore crucial that small breeding programs assess the possible benefits of import beyond domestic selection. The benefit of import should be weighed against the perils of decreased use of domestic sires and decreased contribution and value of domestic selection.
小型育种计划在实现竞争遗传增益方面受到限制,并且容易出现较高的近交率。因此,它们通常会导入遗传物质以增加遗传增益并限制遗传变异的丧失。然而,进口的好处取决于基因型与环境互作的强度。进口也会降低国内选择和利用国内繁殖动物的相关性。基因组选择的引入有可能加剧了这个问题,但也为较小的育种计划开辟了潜力。本文的目的是通过量化遗传增益以及遗传增益的来源,确定何时以及在何种程度上小型育种计划从导入遗传物质中受益。我们模拟了两个相同品种的牛育种计划,代表了一个大型外国和一个小型国内育种计划。这些计划在种公牛选择的选择参数、初始遗传平均值和年度遗传增益方面存在差异。我们评估了一个不使用国内种公牛的控制情景,以及 24 个情景,这些情景变化了国内母畜与国外种公牛交配的比例、两个育种计划之间的遗传相关性(0.8 或 0.9),以及国内与国外育种计划同时(同期)或相差 10 年(延迟)实施基因组选择的时间。我们基于遗传增益和基因标准差对情景进行了比较。最后,我们对情景进行了划分,以量化国内选择和进口对国内遗传增益的贡献。模拟结果表明,当两个育种计划同时实施基因组选择时,只有在遗传相关性为 0.9 时(增加 10%-18%),使用外国种公牛才会增加国内遗传增益。相比之下,当国内育种计划延迟 10 年实施基因组选择时,在两个测试的相关性(0.8 和 0.9)下,进口都增加了遗传增益,增加了 5%-23%和 15%-53%。当我们至少将 10%或 25%的国内母畜与外国种公牛交配时,增加是显著的,并且随着外国种公牛使用量的增加而增加,但收益递减。分析表明,进口的贡献随着外国种公牛使用量的增加而增加,这是意料之中的。然而,这种增加并不取决于遗传相关性,也与国内遗传增益的增加不成比例。这对小型育种计划构成了威胁,因为它们可能过于依赖进口,导致遗传增益的回报递减、遗传多样性的边际收益以及国内种质资源的大量丧失。进口的好处和风险取决于遗传相关性、外国种公牛使用程度以及育种方案的相互作用。因此,小型育种计划必须评估国内选择之外进口的可能好处。进口的好处应权衡国内种公牛使用量减少、国内选择的贡献和价值降低的风险。