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法国拉克奶羊乳中红外光谱的遗传参数及其与产奶量和饲料效率性状的遗传关系

Genetic parameters of milk mid-infrared spectra and their genetic relationships with milk production and feed efficiency traits in French Lacaune dairy sheep.

作者信息

Machefert C, Robert-Granié C, Astruc J M, Larroque H

机构信息

GenPhySE, Université de Toulouse, INRAE, ENVT, F-31326 Castanet-Tolosan, France.

GenPhySE, Université de Toulouse, INRAE, ENVT, F-31326 Castanet-Tolosan, France.

出版信息

J Dairy Sci. 2024 Dec;107(12):11239-11253. doi: 10.3168/jds.2024-25127. Epub 2024 Sep 7.

Abstract

In French dairy sheep, Fourier transform infrared (FTIR) milk spectral data routinely predict the major milk components used in national genetic evaluations. The direct influence of genetic and environmental factors on milk FTIR spectra has been widely studied in dairy cattle, with relatively little focus on dairy ewes. In this study, 36,873 milk test-day records were available for 4,712 French Lacaune ewes farmed on 8 commercial farms. Our main goals were to provide the first description of spectral data and estimate the genetic parameters of French Lacaune dairy sheep during lactation. Principal component analysis results demonstrated the impact of lactation period on specific wavenumbers, allowing the identification of FTIR spectra collected at early (mo 2-4) and late (mo 5-7) lactation stages. The average estimated heritability (± mean SE) of the FTIR milk spectra from 2,971 to 926 cm (446 wavenumbers) was 0.29 ± 0.02, ranging from 0.13 ± 0.01 to 0.42 ± 0.02. Furthermore, the heritabilities of spectra collected at the beginning or end of lactation changed at each point of the spectrum. However, at each wavenumber, the genomic correlation of transmittance values between these 2 lactation periods was high (>0.77), indicating the absence of a genotype-environment interaction. The genomic correlations between spectral regions and milk production traits (i.e., daily milk yield, fat and protein content, SCS) varied from moderate to high. The results suggested that the most heritable areas of the spectrum were also genetically associated with dairy traits. Finally, the genomic correlations observed between the ewes' feed efficiency traits and the FTIR spectrum were moderate to high, whereas the genomic correlations between the change in body condition score and spectral data were rather low to moderate. This study confirmed that spectral data from Lacaune ewe milk were heritable, evolved phenotypically and genetically during lactation, and were genetically correlated with traits included in breeding goals or traits of interest to the dairy industry.

摘要

在法国奶羊中,傅里叶变换红外(FTIR)牛奶光谱数据通常用于预测国家遗传评估中使用的主要牛奶成分。遗传和环境因素对牛奶FTIR光谱的直接影响在奶牛中已得到广泛研究,而对奶羊的关注相对较少。在本研究中,有来自8个商业农场养殖的4712只法国拉科讷奶羊的36873条牛奶测定日记录。我们的主要目标是首次描述光谱数据,并估计法国拉科讷奶羊泌乳期的遗传参数。主成分分析结果表明泌乳期对特定波数有影响,从而能够识别在泌乳早期(第2 - 4个月)和晚期(第5 - 7个月)收集的FTIR光谱。从2971至926厘米(446个波数)的FTIR牛奶光谱的平均估计遗传力(±平均标准误)为0.29±0.02,范围从0.13±0.01至0.42±0.02。此外,在泌乳开始或结束时收集的光谱的遗传力在光谱的每个点都有所变化。然而,在每个波数处,这两个泌乳期之间透光率值的基因组相关性很高(>0.77),表明不存在基因型 - 环境相互作用。光谱区域与牛奶生产性状(即日产奶量、脂肪和蛋白质含量、体细胞评分)之间的基因组相关性从中等至高不等。结果表明,光谱中遗传力最高的区域在遗传上也与奶牛性状相关。最后,观察到母羊饲料效率性状与FTIR光谱之间的基因组相关性为中等至高,而体况评分变化与光谱数据之间的基因组相关性则为低至中等。本研究证实,拉科讷奶羊牛奶的光谱数据具有遗传性,在泌乳期表型和遗传上都会发生变化,并且与育种目标中包含的性状或乳业感兴趣的性状存在遗传相关性。

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