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荷斯坦奶牛乳中β-羟丁酸和丙酮的遗传和非遗传特征及其与酮病的关系。

Genetic and nongenetic profiling of milk β-hydroxybutyrate and acetone and their associations with ketosis in Holstein cows.

机构信息

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.

出版信息

J Dairy Sci. 2020 Nov;103(11):10332-10346. doi: 10.3168/jds.2020-18339. Epub 2020 Sep 18.

Abstract

Ketosis is a metabolic disorder of increasing importance in high-yielding dairy cows, but accurate population-wide binary health trait recording is difficult to implement. Against this background, proper Gaussian indicator traits, which can be routinely measured in milk, are needed. Consequently, we focused on the ketone bodies acetone and β-hydroxybutyrate (BHB), measured via Fourier-transform infrared spectroscopy (FTIR) in milk. In the present study, 62,568 Holstein cows from large-scale German co-operator herds were phenotyped for clinical ketosis (KET) according to a veterinarian diagnosis key. A sub-sample of 16,861 cows additionally had first test-day observations for FTIR acetone and BHB. Associations between FTIR acetone and BHB with KET and with test-day traits were studied phenotypically and quantitative genetically. Furthermore, we estimated SNP marker effects for acetone and BHB (application of genome-wide association studies) based on 40,828 SNP markers from 4,384 genotyped cows, and studied potential candidate genes influencing body fat mobilization. Generalized linear mixed models were applied to infer the influence of binary KET on Gaussian-distributed acetone and BHB (definition of an identity link function), and vice versa, such as the influence of acetone and BHB on KET (definition of a logit link function). Additionally, linear models were applied to study associations between BHB, acetone and test-day traits (milk yield, fat percentage, protein percentage, fat-to-protein ratio and somatic cell score) from the first test-day after calving. An increasing KET incidence was statistically significant associated with increasing FTIR acetone and BHB milk concentrations. Acetone and BHB concentrations were positively associated with fat percentage, fat-to-protein ratio and somatic cell score. Bivariate linear animal models were applied to estimate genetic (co)variance components for KET, acetone, BHB and test-day traits within parities 1 to 3, and considering all parities simultaneously in repeatability models. Pedigree-based heritabilities were quite small (i.e., in the range from 0.01 in parity 3 to 0.07 in parity 1 for acetone, and from 0.03-0.04 for BHB). Heritabilites from repeatability models were 0.05 for acetone, and 0.03 for BHB. Genetic correlations between acetone and BHB were moderate to large within parities and considering all parities simultaneously (0.69-0.98). Genetic correlations between acetone and BHB with KET from different parities ranged from 0.71 to 0.99. Genetic correlations between acetone across parities, and between BHB across parities, ranged from 0.55 to 0.66. Genetic correlations between KET, acetone, and BHB with fat-to-protein ratio and with fat percentage were large and positive, but negative with milk yield. In genome-wide association studies, we identified SNP on BTA 4, 10, 11, and 29 significantly influencing acetone, and on BTA 1 and 16 significantly influencing BHB. The identified potential candidate genes NRXN3, ACOXL, BCL2L11, HIBADH, KCNJ1, and PRG4 are involved in lipid and glucose metabolism pathways.

摘要

酮症是高产奶牛中日益重要的代谢紊乱,但准确地记录全人群的二元健康特征是困难的。在此背景下,需要适当的常规牛奶测量的正态指示特征。因此,我们专注于通过傅里叶变换红外光谱(FTIR)在牛奶中测量的酮体丙酮和β-羟丁酸(BHB)。在本研究中,根据兽医诊断关键对来自大型德国合作饲养者牛群的 62568 头荷斯坦奶牛进行了临床酮症(KET)表型分析。亚样本 16861 头奶牛还具有首次测试日 FTIR 丙酮和 BHB 的观察结果。研究了 FTIR 丙酮和 BHB 与 KET 以及与测试日特征之间的关联。此外,我们基于来自 4384 头基因分型奶牛的 40828 个 SNP 标记,估计了丙酮和 BHB 的 SNP 标记效应(全基因组关联研究的应用),并研究了影响体脂肪动员的潜在候选基因。广义线性混合模型用于推断二元 KET 对正态分布丙酮和 BHB 的影响(定义身份链接函数),反之亦然,例如丙酮和 BHB 对 KET 的影响(定义对数链接函数)。此外,线性模型用于研究首次产犊后第一个测试日 BHB、丙酮和测试日特征(牛奶产量、脂肪百分比、蛋白质百分比、脂肪-蛋白质比和体细胞评分)之间的关联。统计上,KET 发生率的增加与 FTIR 丙酮和 BHB 牛奶浓度的增加呈正相关。丙酮和 BHB 浓度与脂肪百分比、脂肪-蛋白质比和体细胞评分呈正相关。二元线性动物模型用于估计 KET、丙酮、BHB 和测试日特征的遗传(协)方差成分,在 1 至 3 胎次内考虑所有胎次的重复性模型。基于系谱的遗传力较小(即,在第 3 胎次的范围为 0.01 至第 1 胎次的 0.07 之间,在第 1 胎次的 0.03-0.04 之间为 BHB)。重复性模型的遗传力为 0.05 为丙酮,0.03 为 BHB。在胎次内和同时考虑所有胎次时,丙酮和 BHB 之间的遗传相关性为中等至大(0.69-0.98)。不同胎次的 KET、丙酮和 BHB 之间的遗传相关性范围为 0.71 至 0.99。不同胎次的丙酮之间以及不同胎次的 BHB 之间的遗传相关性范围为 0.55 至 0.66。KET、丙酮、BHB 与脂肪-蛋白质比和脂肪百分比的遗传相关性较大且为正,但与牛奶产量呈负相关。在全基因组关联研究中,我们确定了 BTA 4、10、11 和 29 上的 SNP 显著影响丙酮,BTA 1 和 16 上的 SNP 显著影响 BHB。鉴定出的潜在候选基因 NRXN3、ACOXL、BCL2L11、HIBADH、KCNJ1 和 PRG4 参与脂质和葡萄糖代谢途径。

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