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利用单步基因组最佳线性无偏预测法确定热带奶牛多个遗传性状的热应激效应

Determining Heat Stress Effects of Multiple Genetic Traits in Tropical Dairy Cattle Using Single-Step Genomic BLUP.

作者信息

Sungkhapreecha Piriyaporn, Chankitisakul Vibuntita, Duangjinda Monchai, Buaban Sayan, Boonkum Wuttigrai

机构信息

Department of Animal Science, Faculty of Agriculture, Khon Kaen University, Khon Kaen 40002, Thailand.

Network Center for Animal Breeding and Omics Research, Khon Kaen University, Khon Kaen 40002, Thailand.

出版信息

Vet Sci. 2022 Feb 3;9(2):66. doi: 10.3390/vetsci9020066.

Abstract

Heat stress is becoming a significant problem in dairy farming, especially in tropical countries, making accurate genetic selection for heat tolerance a priority. This study investigated the effect of heat stress manifestation on genetics for milk yield, milk quality, and dairy health traits with and without genomic information using single-step genomic best linear unbiased prediction (ssGBLUP) and BLUP in Thai-Holstein crossbred cows. The dataset contained 104,150 test-day records from the first lactation of 15,380 Thai-Holstein crossbred cows. A multiple-trait random regression test-day model on a temperature-humidity index (THI) function was used to estimate the genetic parameters and genetic values. Heat stress started at a THI of 76, and the heritability estimates ranged from moderate to low. The genetic correlation between those traits and heat stress in both BLUP methods was negative. The accuracy of genomic predictions in the ssGBLUP method was higher than the BLUP method. In conclusion, heat stress negatively impacted milk production, increased the somatic cell score, and disrupted the energy balance. Therefore, in dairy cattle genetic improvement programs, heat tolerance is an important trait. The new genetic evaluation method (ssGBLUP) should replace the traditional method (BLUP) for more accurate genetic selection.

摘要

热应激正成为奶牛养殖中的一个重大问题,尤其是在热带国家,因此将耐热性的精准遗传选择作为优先事项。本研究使用单步基因组最佳线性无偏预测(ssGBLUP)和最佳线性无偏预测(BLUP)方法,在有无基因组信息的情况下,研究了热应激表现对泰国荷斯坦杂交奶牛产奶量、奶品质和奶牛健康性状遗传的影响。数据集包含15380头泰国荷斯坦杂交奶牛首次泌乳期的104150条测定日记录。采用基于温度湿度指数(THI)函数的多性状随机回归测定日模型来估计遗传参数和遗传值。热应激始于THI为76时,遗传力估计值从中等到低。两种BLUP方法中,这些性状与热应激之间的遗传相关性均为负。ssGBLUP方法中基因组预测的准确性高于BLUP方法。总之,热应激对产奶量有负面影响,增加了体细胞评分,并扰乱了能量平衡。因此,在奶牛遗传改良计划中,耐热性是一个重要性状。新的遗传评估方法(ssGBLUP)应取代传统方法(BLUP)以进行更精准的遗传选择。

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