Institute of Livestock and Grassland Science, NARO, Tsukuba, Ibaraki, 3050901, Japan.
University of Miyazaki, Miyazaki, Miyazaki, 889-2192, Japan.
BMC Genomics. 2023 Jul 5;24(1):376. doi: 10.1186/s12864-023-09480-5.
Pedigree-based inbreeding coefficients have been generally included in statistical models for genetic evaluation of Japanese Black cattle. The use of genomic data is expected to provide precise assessment of inbreeding level and depression. Recently, many measures have been used for genome-based inbreeding coefficients; however, with no consensus on which is the most appropriate. Therefore, we compared the pedigree- ([Formula: see text]) and multiple genome-based inbreeding coefficients, which were calculated from the genomic relationship matrix with observed allele frequencies ([Formula: see text]), correlation between uniting gametes ([Formula: see text]), the observed vs expected number of homozygous genotypes ([Formula: see text]), runs of homozygosity (ROH) segments ([Formula: see text]) and heterozygosity by descent segments ([Formula: see text]). We quantified inbreeding depression from estimating regression coefficients of inbreeding coefficients on three reproductive traits: age at first calving (AFC), calving difficulty (CD) and gestation length (GL) in Japanese Black cattle.
The highest correlations with [Formula: see text] were for [Formula: see text] (0.86) and [Formula: see text] (0.85) whereas [Formula: see text] and [Formula: see text] provided weak correlations with [Formula: see text], with range 0.33-0.55. Except for [Formula: see text] and [Formula: see text], there were strong correlations among genome-based inbreeding coefficients ([Formula: see text] 0.94). The estimates of regression coefficients of inbreeding depression for [Formula: see text] was 2.1 for AFC, 0.63 for CD and -1.21 for GL, respectively, but [Formula: see text] had no significant effects on all traits. Genome-based inbreeding coefficients provided larger effects on all reproductive traits than [Formula: see text]. In particular, for CD, all estimated regression coefficients for genome-based inbreeding coefficients were significant, and for GL, that for [Formula: see text] had a significant.. Although there were no significant effects when using overall genome-level inbreeding coefficients for AFC and GL, [Formula: see text] provided significant effects at chromosomal level in four chromosomes for AFC, three chromosomes for CD, and two chromosomes for GL. In addition, similar results were obtained for [Formula: see text].
Genome-based inbreeding coefficients can capture more phenotypic variation than [Formula: see text]. In particular, [Formula: see text] and [Formula: see text] can be considered good estimators for quantifying inbreeding level and identifying inbreeding depression at the chromosome level. These findings might improve the quantification of inbreeding and breeding programs using genome-based inbreeding coefficients.
pedigree-based 近交系数通常被包含在日本黑牛遗传评估的统计模型中。使用基因组数据有望提供更精确的近交水平和衰退评估。最近,已经使用了许多方法来计算基于基因组的近交系数;然而,对于哪种方法最合适还没有共识。因此,我们比较了基于系谱的 ([Formula: see text]) 和基于多个基因组的近交系数,这些系数是从基因组关系矩阵中使用观察到的等位基因频率 ([Formula: see text]) 计算得出的 ([Formula: see text])、联合配子的相关性 ([Formula: see text])、观察到的与预期的纯合基因型数量 ([Formula: see text])、纯合性 runs of homozygosity (ROH) 片段 ([Formula: see text]) 和由下降的杂合性片段 ([Formula: see text])。我们通过估计近交系数对三个繁殖性状的回归系数来量化近交衰退:日本黑牛的首次配种年龄 (AFC)、难产 (CD) 和妊娠期长度 (GL)。
与 [Formula: see text] 相关性最高的是 [Formula: see text] (0.86) 和 [Formula: see text] (0.85),而 [Formula: see text] 和 [Formula: see text] 与 [Formula: see text] 的相关性较弱,范围为 0.33-0.55。除了 [Formula: see text] 和 [Formula: see text],基于基因组的近交系数之间存在很强的相关性 ([Formula: see text] 0.94)。基于系谱的近交系数 ([Formula: see text]) 对 AFC 的回归系数估计值为 2.1,对 CD 的回归系数估计值为 0.63,对 GL 的回归系数估计值为-1.21,但 [Formula: see text] 对所有性状均无显著影响。基于基因组的近交系数对所有繁殖性状的影响均大于 [Formula: see text]。特别是对于 CD,基于基因组的近交系数的所有估计回归系数均显著,而对于 GL,基于基因组的近交系数的回归系数显著。虽然使用总体基因组水平的近交系数对 AFC 和 GL 没有显著影响,但在 AFC 的四个染色体、CD 的三个染色体和 GL 的两个染色体上,[Formula: see text] 提供了显著的影响。此外,在使用 [Formula: see text] 时也得到了类似的结果。
基于基因组的近交系数可以比 [Formula: see text] 捕获更多的表型变异。特别是,[Formula: see text] 和 [Formula: see text] 可以被认为是在染色体水平上量化近交水平和识别近交衰退的良好估计量。这些发现可能会提高使用基于基因组的近交系数进行近交量化和育种计划的效果。