Department of Animal Science, Universidade Federal de Viçosa, Viçosa 36570-900, Brazil.
Embrapa Dairy Cattle Research Center, Juiz de Fora 36038-330, Brazil.
J Dairy Sci. 2019 Sep;102(9):8148-8158. doi: 10.3168/jds.2018-15305. Epub 2019 Jul 3.
Heat stress is an important issue in the global dairy industry. In tropical areas, an alternative to overcome heat stress is the use of crossbred animals or synthetic breeds, such as the Girolando. In this study, we performed a genome-wide association study (GWAS) and post-GWAS analyses for heat stress in an experimental Gir × Holstein F population. Rectal temperature (RT) was measured in heat-stressed F animals, and the variation between 2 consecutive RT measurements (ΔRT) was used as the dependent variable. Illumina BovineSNP50v1 BeadChip (Illumina Inc., San Diego, CA) and single-SNP approach were used for GWAS. Post-GWAS analyses were performed by gene ontology terms enrichment and gene-transcription factor (TF) networks, generated from enriched TF. The breed origin of marker alleles in the F population was assigned using the breed of origin of alleles (BOA) approach. Heritability and repeatability estimates (± standard error) for ΔRT were 0.13 ± 0.08 and 0.29 ± 0.06, respectively. Association analysis revealed 6 SNP significantly associated with ΔRT. Genes involved with biological processes in response to heat stress effects (LIF, OSM, TXNRD2, and DGCR8) were identified as putative candidate genes. After performing the BOA approach, the 10% of F animals with the lowest breeding values for ΔRT were classified as low-ΔRT, and the 10% with the highest breeding values for ΔRT were classified as high-ΔRT. On average, 49.4% of low-ΔRT animals had 2 alleles from the Holstein breed (HH), and 39% had both alleles from the Gir breed (GG). In high-ΔRT animals, the average proportion of animals for HH and GG were 1.4 and 50.2%, respectively. This study allowed the identification of candidate genes for ΔRT in Gir × Holstein crossbred animals. According to the BOA approach, Holstein breed alleles could be associated with better response to heat stress effects, which could be explained by the fact that Holstein animals are more affected by heat stress than Gir animals and thus require a genetic architecture to defend the body from the deleterious effects of heat stress. Future studies can provide further knowledge to uncover the genetic architecture underlying heat stress in crossbred cattle.
热应激是全球奶牛养殖业的一个重要问题。在热带地区,克服热应激的一种替代方法是使用杂交动物或合成品种,如 Girolando。在这项研究中,我们对 Gir×Holstein F 实验群体中的热应激进行了全基因组关联研究(GWAS)和 GWAS 后分析。在热应激的 F 动物中测量直肠温度(RT),并将 2 次连续 RT 测量之间的变化(ΔRT)用作因变量。Illumina BovineSNP50v1 BeadChip(Illumina Inc.,圣地亚哥,CA)和单 SNP 方法用于 GWAS。GWAS 后分析通过基因本体论术语富集和基因转录因子(TF)网络进行,该网络由富集的 TF 生成。F 群体中标记等位基因的品种起源使用等位基因品种起源(BOA)方法进行分配。ΔRT 的遗传力和可重复性估计值(±标准误差)分别为 0.13±0.08 和 0.29±0.06。关联分析显示,有 6 个 SNP 与 ΔRT 显著相关。鉴定出与热应激效应反应相关的生物过程相关的基因(LIF、OSM、TXNRD2 和 DGCR8)为潜在候选基因。在进行 BOA 方法后,将 ΔRT 最低育种值的 10%的 F 动物分类为低 ΔRT,而将 ΔRT 最高育种值的 10%的动物分类为高 ΔRT。平均而言,49.4%的低 ΔRT 动物有 2 个来自荷斯坦品种的等位基因(HH),39%的动物有来自 Gir 品种的两个等位基因(GG)。在高 ΔRT 动物中,HH 和 GG 的平均比例分别为 1.4%和 50.2%。本研究鉴定了 Gir×Holstein 杂交动物中 ΔRT 的候选基因。根据 BOA 方法,荷斯坦品种的等位基因可能与更好地应对热应激效应有关,这可以解释为荷斯坦动物比 Gir 动物更容易受到热应激的影响,因此需要一种遗传结构来保护身体免受热应激的有害影响。未来的研究可以提供进一步的知识,以揭示杂交牛中热应激的遗传结构。