Institute of Animal Breeding and Genetics, Justus-Liebig-University Giessen, 35390 Giessen, Germany.
Institute of Animal Breeding and Genetics, Justus-Liebig-University Giessen, 35390 Giessen, Germany.
J Dairy Sci. 2022 Oct;105(10):8218-8236. doi: 10.3168/jds.2022-22087. Epub 2022 Aug 24.
The aim of the present study was an in-depth genomic analysis to understand the genomic mechanisms of the 3 claw disorders dermatitis digitalis (DD), interdigital hyperplasia (HYP), and sole ulcer (SU). In this regard, we estimated genetic parameters based on genomic relationship matrices, performed genome-wide association studies, annotated potential candidate genes, and inferred genetic associations with breeding goal traits considering the most important chromosomal segments. As a further novelty of this study, we inferred possible SNP × heat stress interactions for claw disorders. The study consisted of 17,264 first-lactation Holstein Friesian cows kept in 50 large-scale contract herds. The disease prevalence was 15.96, 2.36, and 8.20% for DD, HYP, and SU, respectively. The remaining breeding goal traits consisted of type traits of the feet and leg composite, female fertility, health traits, and 305-d production traits. The final genotype data set included 44,474 SNPs from the 17,264 genotyped cows. Heritabilities for DD, HYP, and SU were estimated in linear and threshold models considering the genomic relationship matrix (G matrix). Genetic correlations with breeding goal traits based on G were estimated in a series of bivariate linear models, which were verified via SNP effect correlations for specific chromosome segments (i.e., segments harboring potential candidate genes for DD, HYP, and SU). Genome-wide association studies were performed for all traits in a case-control design by applying a single SNP linear mixed model. Furthermore, for DD, HYP, and SU, we modeled SNP × heat stress interactions in genome-wide association studies. Single nucleotide polymorphism-based heritabilities were 0.04 and 0.08 for DD, 0.03 and 0.10 for SU, and 0.03 and 0.23 for HYP from linear and threshold models, respectively. The genetic correlations between DD, HYP, and SU with conformation traits from the feet and leg composite were positive throughout, indicating the value of indirect selection on conformation traits to improve claw health. Genetic correlations between DD, SU, and HYP with other breeding goal traits indicated impaired female fertility, impaired udder health status, and productivity decline of diseased cows. Genetic correlations among DD, SU, and HYP were moderate to large, indicating that different claw disorders have similar genetic mechanisms. Nevertheless, we identified disease-specific potential candidate genes, and genetic associations based on the surrounding SNPs partly differed from the genetic correlations. Especially for candidate genes contributing to 2 traits simultaneously, correlations based on SNP effects from the respective chromosome segment were close to 1 or to -1. In this regard, we annotated the candidate genes KRT33A and KRT33B for HYP and DD, KIF27 for HYP and calving to first insemination, and MAN1A1 for SU and the production traits. For SNP × heat stress interactions, we identified significant SNPs on BTA 2, 4, 5, 7, 8, 9, 13, 22, 25, and 28, and we annotated the potential candidate genes FSIP2, CLCN1, ADGRV1, DOP1A, THBD, and RHOBTB1. Results indicate gene-specific mechanisms of the claw disorders only in specific environments.
本研究的目的是进行深入的基因组分析,以了解 3 种爪病(DD、HYP 和 SU)的基因组机制。为此,我们根据基因组关系矩阵估计了遗传参数,进行了全基因组关联研究,注释了潜在的候选基因,并考虑到最重要的染色体片段,推断了与育种目标性状的遗传关联。作为本研究的另一个创新点,我们推断了爪病可能的 SNP×热应激相互作用。该研究包括 50 个大型合同牛群中的 17264 头初产荷斯坦弗里生奶牛。DD、HYP 和 SU 的疾病流行率分别为 15.96%、2.36%和 8.20%。其余的育种目标性状包括蹄腿复合体型、雌性生育力、健康性状和 305 天产奶性状。最终的基因型数据集包括来自 17264 头基因分型牛的 44474 个 SNP。DD、HYP 和 SU 的线性和阈值模型考虑基因组关系矩阵(G 矩阵)来估计遗传力。基于 G 的育种目标性状的遗传相关性在一系列二元线性模型中进行了估计,并通过特定染色体片段(即包含 DD、HYP 和 SU 潜在候选基因的片段)的 SNP 效应相关性进行了验证。在病例对照设计中,对所有性状进行了全基因组关联研究,应用了单 SNP 线性混合模型。此外,对于 DD、HYP 和 SU,我们在全基因组关联研究中对 SNP×热应激相互作用进行了建模。基于 SNP 的遗传力分别为 0.04 和 0.08 的 DD、0.03 和 0.10 的 SU、0.03 和 0.23 的 HYP 来自线性和阈值模型。DD、HYP 和 SU 与脚和腿复合体型的 conformation 性状之间的遗传相关性始终为正,表明间接选择 conformation 性状对改善爪部健康具有价值。DD、SU 和 HYP 与其他育种目标性状之间的遗传相关性表明雌性生育力受损、乳房健康状况受损以及患病奶牛的生产力下降。DD、SU 和 HYP 之间的遗传相关性为中等至较大,表明不同的爪病具有相似的遗传机制。然而,我们确定了特定疾病的潜在候选基因,以及基于周围 SNP 的遗传关联在某种程度上与遗传相关性不同。特别是对于同时影响 2 个性状的候选基因,基于各自染色体片段的 SNP 效应的相关性接近于 1 或-1。在这方面,我们注释了 HYP 和 DD 的候选基因 KRT33A 和 KRT33B、HYP 和首次配种至首次输精的 KIF27 以及 SU 和生产性状的 MAN1A1。对于 SNP×热应激相互作用,我们确定了 BTA 2、4、5、7、8、9、13、22、25 和 28 上的显著 SNP,并注释了潜在的候选基因 FSIP2、CLCN1、ADGRV1、DOP1A、THBD 和 RHOBTB1。结果表明,爪病的基因特异性机制仅在特定环境中存在。