Dairy Forage Research Center, USDA-ARS, Madison, WI 53706.
The Pirbright Institute, Ash Road, Pirbright, Surrey GU24 0NF, UK.
J Dairy Sci. 2021 Jun;104(6):6897-6908. doi: 10.3168/jds.2020-19809. Epub 2021 Mar 6.
The addition of cattle health and immunity traits to genomic selection indices holds promise to increase individual animal longevity and productivity, and decrease economic losses from disease. However, highly variable genomic loci that contain multiple immune-related genes were poorly assembled in the first iterations of the cattle reference genome assembly and underrepresented during the development of most commercial genotyping platforms. As a consequence, there is a paucity of genetic markers within these loci that may track haplotypes related to disease susceptibility. By using hierarchical assembly of bacterial artificial chromosome inserts spanning 3 of these immune-related gene regions, we were able to assemble multiple full-length haplotypes of the major histocompatibility complex, the leukocyte receptor complex, and the natural killer cell complex. Using these new assemblies and the recently released ARS-UCD1.2 reference, we aligned whole-genome shotgun reads from 125 sequenced Holstein bulls to discover candidate variants for genetic marker development. We selected 124 SNPs, using heuristic and statistical models to develop a custom genotyping panel. In a proof-of-principle study, we used this custom panel to genotype 1,797 Holstein cows exposed to bovine tuberculosis (bTB) that were the subject of a previous GWAS study using the Illumina BovineHD array. Although we did not identify any significant association of bTB phenotypes with these new genetic markers, 2 markers exhibited substantial effects on bTB phenotypic prediction. The models and parameters trained in this study serve as a guide for future marker discovery surveys particularly in previously unassembled regions of the cattle genome.
将牛的健康和免疫性状添加到基因组选择指数中,有望提高个体动物的寿命和生产力,并降低疾病造成的经济损失。然而,在牛参考基因组组装的最初迭代中,包含多个免疫相关基因的高度变异基因组座组装不良,并且在大多数商业基因分型平台的开发过程中代表性不足。因此,这些基因座内可能与疾病易感性相关的单倍型跟踪遗传标记很少。通过使用跨越 3 个免疫相关基因区域的细菌人工染色体插入物的分层组装,我们能够组装主要组织相容性复合体、白细胞受体复合体和自然杀伤细胞复合体的多个全长单倍型。使用这些新组装体和最近发布的 ARS-UCD1.2 参考序列,我们将来自 125 头测序荷斯坦公牛的全基因组鸟枪法读取与候选变体对齐,用于遗传标记开发。我们使用启发式和统计模型选择了 124 个 SNP,以开发定制的基因分型面板。在一项原理验证研究中,我们使用该定制面板对 1797 头暴露于牛结核病 (bTB) 的荷斯坦奶牛进行基因分型,这些奶牛是之前使用 Illumina BovineHD 阵列进行的全基因组关联研究的对象。尽管我们没有发现这些新遗传标记与 bTB 表型之间存在任何显著关联,但有 2 个标记对 bTB 表型预测有显著影响。本研究中训练的模型和参数可作为未来标记发现调查的指南,特别是在牛基因组中以前未组装的区域。