美国安格斯牛足评分性状残差方差的遗传异质性。

IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Sabrina T Amorim, Kelli J Retallick, André Garcia, Noelia Ibañez-Escriche, Gota Morota
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引用次数: 0

摘要

足部形态是最近肉牛育种计划的主要育种目标之一,因为它直接影响到生产力、经济损失、动物福利和寿命。剩余变异的遗传异质性可用于提高动物育种计划的产量均匀性,因为最近的研究表明,剩余变异部分受遗传控制,允许通过选择减少变异。畜禽足角、足爪等构象性状残差的遗传异质性研究是畜禽育种的重要目标,但在畜禽种群中尚缺乏相关研究。本研究的目的是:(1)利用遗传同质性(M1)和两种遗传异质性的剩余方差模型,包括双层次广义线性模型(DHGLM, M2)和遗传结构环境方差模型(M3),研究安格斯牛足角(FA)和爪集(CS)两个构象性状的遗传异质性程度。使用M2和M3估计均值和残差的遗传参数。该数据集包括2009年至2021年记录的美国安格斯牛FA和CS(得分从1到9,5为理想)的45667条表型记录。M1和M2采用平均信息限制极大似然拟合,M3采用马尔可夫链蒙特卡罗拟合。遗传力估计的FA均值(M1为0.19±0.007,M2为0.11±0.005,0.09±0.003)和CS (M1为0.16±0.005,M2为0.10±0.004,0.08±0.03)均在文献报道的范围内,但M2和M3的估计值低于M1。残差遗传异质性的评估采用三个参数:残差遗传力、遗传变异系数和均值与残差的相关性。尽管M2中剩余方差的遗传力估计很低(FA为0.08,CS为0.001),但我们的结果表明,剩余方差部分受遗传控制。FA的遗传变异估计系数为0.08 (M2)和0.06 (M3), CS的遗传变异估计系数为0.06 (M2)和0.02 (M3),表明性状均值的选择也会改变残差方差。我们的结果表明,FA和CS在M2 (FA为0.52,CS为0.41)和M3 (FA为0.35,CS为0.33)的平均方差和残差方差之间存在中度正相关。除非采用其他育种策略,如选择指数,否则正相关可能限制对选择的反应。FA和CS是很有希望作为均匀性或弹性指标的性状,因为它们是可以在整个生产周期中使用传统或数字数据记录系统收集的表型。我们的研究结果证明了通过育种策略调节变异的潜力,并提供了评估肉牛足分性状均匀性的机会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Genetic Heterogeneity of Residual Variance for Foot Score Traits in American Angus Cattle.

Foot conformation is one of the main breeding goals in recent beef cattle breeding programs because it directly affects productivity, economic losses, animal welfare and longevity. Genetic heterogeneity of residual variance can be used to improve production uniformity in animal breeding programs because recent studies have shown that residual variance is partially under genetic control, allowing reduction of variability through selection. Despite being an important breeding goal, research on genetic heterogeneity of residual variance for conformation traits, such as foot angle and foot claw, is still scarce in livestock species. The objectives of our study were (1) to investigate the extent of genetic heterogeneity of residual variances on two conformation traits: foot angle (FA) and claw set (CS) in Angus cattle using genetic homogeneity (M1) and two genetic heterogeneity of residual variance models, including a double hierarchical generalised linear model (DHGLM, M2) and a genetically structured environmental variance model (M3). Genetic parameters for means and residual variances were estimated using M2 and M3. The dataset included 45,667 phenotypic records for FA and CS (scores from 1 to 9 with 5 being ideal) of American Angus cattle recorded from 2009 to 2021. M1 and M2 were fitted using average information restricted maximum likelihood, and M3 was fitted using Markov chain Monte Carlo. Heritability estimates for the means of FA (0.19 ± 0.007 for M1, 0.11 ± 0.005 for M2 and 0.09 ± 0.003) and CS (0.16 ± 0.005 for M1, 0.10 ± 0.004 for M2 and 0.08 ± 0.03) were within the range reported in the literature, but M2 and M3 estimates were lower than M1. Genetic heterogeneity of residual variance was assessed using three parameters: heritability for residual variance, genetic coefficient of variation, and correlation between mean and residual variance. Although heritability estimates for residual variance in M2 were low (0.08 for FA and 0.001 for CS), our results suggest that residual variance is partially under genetic control. The genetic coefficients of variation estimates were 0.08 (M2) and 0.06 (M3) for FA, and 0.06 (M2) and 0.02 (M3) for CS, indicating that selection on the trait mean would also change the residual variance. Our results for FA and CS showed moderate positive genetic correlations in M2 (0.52 for FA and 0.41 for CS) and M3 (0.35 for FA and 0.33 for CS) between mean and residual variance. Positive correlations may limit the response to selection unless other breeding strategies, such as selection indices, are used. FA and CS are promising traits for uniformity or resilience indicators because they are phenotypes that can be collected throughout the production cycle using traditional or digital data recording systems. Our results demonstrate the potential to modulate variability through breeding strategies and present an opportunity to evaluate the uniformity of foot score traits in beef cattle.

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来源期刊
Journal of Animal Breeding and Genetics
Journal of Animal Breeding and Genetics 农林科学-奶制品与动物科学
CiteScore
5.20
自引率
3.80%
发文量
58
审稿时长
12-24 weeks
期刊介绍: The Journal of Animal Breeding and Genetics publishes original articles by international scientists on genomic selection, and any other topic related to breeding programmes, selection, quantitative genetic, genomics, diversity and evolution of domestic animals. Researchers, teachers, and the animal breeding industry will find the reports of interest. Book reviews appear in many issues.
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