Animal Breeding and Genomics, Wageningen University & Research, P.O. Box 338, 6700 AH, Wageningen, The Netherlands.
Centre for Genetic Resources the Netherlands, Wageningen University & Research, P.O. Box 338, 6700 AH, Wageningen, The Netherlands.
Genet Sel Evol. 2018 Apr 11;50(1):15. doi: 10.1186/s12711-018-0385-y.
In recent decades, Holstein-Friesian (HF) selection schemes have undergone profound changes, including the introduction of optimal contribution selection (OCS; around 2000), a major shift in breeding goal composition (around 2000) and the implementation of genomic selection (GS; around 2010). These changes are expected to have influenced genetic diversity trends. Our aim was to evaluate genome-wide and region-specific diversity in HF artificial insemination (AI) bulls in the Dutch-Flemish breeding program from 1986 to 2015.
Pedigree and genotype data (~ 75.5 k) of 6280 AI-bulls were used to estimate rates of genome-wide inbreeding and kinship and corresponding effective population sizes. Region-specific inbreeding trends were evaluated using regions of homozygosity (ROH). Changes in observed allele frequencies were compared to those expected under pure drift to identify putative regions under selection. We also investigated the direction of changes in allele frequency over time.
Effective population size estimates for the 1986-2015 period ranged from 69 to 102. Two major breakpoints were observed in genome-wide inbreeding and kinship trends. Around 2000, inbreeding and kinship levels temporarily dropped. From 2010 onwards, they steeply increased, with pedigree-based, ROH-based and marker-based inbreeding rates as high as 1.8, 2.1 and 2.8% per generation, respectively. Accumulation of inbreeding varied substantially across the genome. A considerable fraction of markers showed changes in allele frequency that were greater than expected under pure drift. Putative selected regions harboured many quantitative trait loci (QTL) associated to a wide range of traits. In consecutive 5-year periods, allele frequencies changed more often in the same direction than in opposite directions, except when comparing the 1996-2000 and 2001-2005 periods.
Genome-wide and region-specific diversity trends reflect major changes in the Dutch-Flemish HF breeding program. Introduction of OCS and the shift in breeding goal were followed by a drop in inbreeding and kinship and a shift in the direction of changes in allele frequency. After introduction of GS, rates of inbreeding and kinship increased substantially while allele frequencies continued to change in the same direction as before GS. These results provide insight in the effect of breeding practices on genomic diversity and emphasize the need for efficient management of genetic diversity in GS schemes.
近几十年来,荷斯坦-弗里生牛(HF)的选育方案发生了深刻的变化,包括引入了最佳贡献选择(OCS;大约在 2000 年)、选育目标组成的重大转变(大约在 2000 年)和基因组选择(GS;大约在 2010 年)的实施。这些变化预计会影响遗传多样性的趋势。我们的目的是评估 1986 年至 2015 年荷兰-佛兰德斯牛人工授精(AI)公牛的全基因组和区域特异性多样性。
利用 6280 头 AI 公牛的系谱和基因型数据(~75.5k),估计全基因组近交系数和亲缘关系以及相应的有效群体大小。使用同源区域(ROH)评估区域特异性近交趋势。比较观察到的等位基因频率的变化与纯漂变下的预期变化,以确定可能受到选择的区域。我们还研究了等位基因频率随时间的变化方向。
1986 年至 2015 年期间的有效群体大小估计值范围为 69 至 102。在全基因组近交和亲缘关系趋势中观察到两个主要的转折点。大约在 2000 年,近交和亲缘关系水平暂时下降。自 2010 年以来,它们急剧上升,基于系谱、基于 ROH 和基于标记的近交率分别高达 1.8%、2.1%和 2.8%。全基因组范围内的近交积累差异很大。相当一部分标记的等位基因频率变化大于纯漂变下的预期。假定的选择区域含有许多与广泛的性状相关的数量性状基因座(QTL)。在连续的 5 年期间,除了比较 1996-2000 年和 2001-2005 年期间外,等位基因频率变化更多的是同一方向,而不是相反方向。
全基因组和区域特异性多样性趋势反映了荷兰-佛兰德斯 HF 育种计划的重大变化。OCS 的引入和选育目标的转变后,近交和亲缘关系下降,等位基因频率变化的方向也发生了转变。GS 引入后,近交和亲缘关系率大幅增加,而等位基因频率继续朝着与 GS 之前相同的方向变化。这些结果提供了对选育实践对基因组多样性影响的深入了解,并强调了在 GS 计划中有效管理遗传多样性的必要性。