Department of Agronomy, Food, Natural Resources, Animals and Environment (DAFNAE), University of Padova, Viale dell' Università 16, 35020, Legnaro PD, Italy.
Department of Genetics and Biostatistics, School of Veterinary Medicine and Zootechnics, National Autonomous University of Mexico, Ciudad Universitaria, 0451, Mexico City, México.
J Dairy Sci. 2020 Dec;103(12):11545-11558. doi: 10.3168/jds.2020-18934. Epub 2020 Oct 23.
In this study, we aimed to investigate differences in the genetics of fertility traits (heritability of traits and correlations between traits in divergent environments) in dairy cows of different production levels defined on the basis of the herd-average daily milk energy output (herd-dMEO). Data were obtained from Holstein-Friesian (n = 37,359 for fertility traits, 381,334 for dMEO), Brown Swiss (n = 79,638 for fertility traits, 665,697 for dMEO), and Simmental cows (n = 63,048 for fertility traits, 448,445 for dMEO) reared in northeastern Italy. Fertility traits under study were interval from calving to first service, interval from first service to conception, days open, calving interval, calving rate, and nonreturn rate at d 56. We classified herds into low and high productivity based on the herd-average dMEO (inferred using mixed effects models). We estimated genetic parameters using Bayesian bivariate animal models, where expressions of a phenotype in the low and high dMEO herds were taken as being different-albeit correlated-traits. Fertility traits were more favorable in Simmental than in Holstein-Friesian cows, whereas for all traits, Holstein-Friesian had the highest estimates of intraherd heritability [ranging from 0.021 (0.006-0.038) to 0.126 (0.10-0.15)] and Simmental the lowest [ranging from 0.008 (0.001-0.017) to 0.101 (0.08-0.12)]. The genetic correlations between fertility traits and dMEO were moderate and unfavorable, ranging, in absolute values, from 0.527 (0.37-0.68) to 0.619 (0.50-0.73) in Holstein-Friesian; from 0.339 (0.20-0.47) to 0.556 (0.45-0.66) in Brown Swiss; and from 0.340 (0.10-0.60) to 0.475 (0.33-0.61) in Simmental cattle. The only exception was the nonreturn rate at d 56, which had weak genetic correlations with dMEO in all 3 breeds. The herd correlations between fertility and dMEO tended to be modest and favorable and the residual correlations modest and variable. The heritability of fertility traits tended to be greater in the low dMEO than in the high dMEO herds in the case of the Holstein-Friesians, but not in the case of the Brown Swiss or Simmentals. The additive genetic correlations between fertility traits in the low and high dMEO herds were always lower than 1 [0.329 (-0.17 to 0.85) to 0.934 (0.86 to 0.99)] for all traits considered in all breeds. The correlation was particularly low for the threshold characters and the interval from first service to conception in Holstein-Friesian, suggesting that the relative performances of genotypes vary significantly between herds of different dMEO levels. Although there was large variability in the estimates, results might support making separate genetic evaluations of fertility in the different herd production groups. Our results also indicate that Simmental, a dual-purpose breed, has higher fertility and lower environmental sensitivity than Holstein-Friesian, with Brown Swiss being intermediate.
在这项研究中,我们旨在研究不同生产水平荷斯坦奶牛的生育性状(性状遗传力和不同环境下性状的相关性)之间的差异,这些奶牛是根据群体平均日奶能量输出(群体平均 dMEO)来定义的。数据来自于荷斯坦弗里森牛(n=37359 个生育性状,381334 个 dMEO)、瑞士褐牛(n=79638 个生育性状,665697 个 dMEO)和西门塔尔牛(n=63048 个生育性状,448445 个 dMEO),这些牛均在意大利东北部饲养。研究中的生育性状包括从配种到第一次配种的间隔时间、从第一次配种到受孕的间隔时间、开放天数、配种间隔时间、配种率和第 56 天的返情率。我们根据群体平均 dMEO(使用混合效应模型推断)将牛群分为低产和高产。我们使用贝叶斯二元动物模型估计遗传参数,其中低产和高产 dMEO 牛群中表型的表达被视为不同的(尽管是相关的)性状。西门塔尔牛的生育性状比荷斯坦弗里森牛更有利,而对于所有性状,荷斯坦弗里森牛的群体内遗传力估计值最高[范围从 0.021(0.006-0.038)到 0.126(0.10-0.15)],而西门塔尔牛的遗传力估计值最低[范围从 0.008(0.001-0.017)到 0.101(0.08-0.12)]。生育性状与 dMEO 之间的遗传相关性为中等且不利,绝对值范围从荷斯坦弗里森牛的 0.527(0.37-0.68)到 0.619(0.50-0.73),从瑞士褐牛的 0.339(0.20-0.47)到 0.556(0.45-0.66),从西门塔尔牛的 0.340(0.10-0.60)到 0.475(0.33-0.61)。唯一的例外是第 56 天的返情率,在所有 3 个品种中,它与 dMEO 的遗传相关性较弱。在所有 3 个品种中,生育和 dMEO 之间的群体相关性倾向于适度且有利,而剩余相关性适度且可变。荷斯坦弗里森牛的低 dMEO 牛群的生育性状遗传力往往高于高 dMEO 牛群,但瑞士褐牛或西门塔尔牛则不然。低 dMEO 和高 dMEO 牛群中生育性状的加性遗传相关性始终低于 1[0.329(-0.17 至 0.85)至 0.934(0.86 至 0.99)],所有品种考虑的所有性状均如此。在荷斯坦弗里森牛中,阈值性状和第一次配种到受孕的间隔时间的相关性特别低,这表明不同 dMEO 水平的牛群中基因型的相对表现差异很大。尽管估计值存在很大的变异性,但结果可能支持对不同群体生产水平的生育性状进行单独的遗传评估。我们的研究结果还表明,西门塔尔牛是一种兼用品种,其生育能力高于荷斯坦弗里森牛,环境敏感性低于荷斯坦弗里森牛,瑞士褐牛则处于两者之间。