Department of Agronomy, Food, Natural Resources, Animals and Environment (DAFNAE), University of Padova, 35020 Legnaro, Italy.
Department of Agronomy, Food, Natural Resources, Animals and Environment (DAFNAE), University of Padova, 35020 Legnaro, Italy.
J Dairy Sci. 2017 Oct;100(10):8220-8231. doi: 10.3168/jds.2016-12442. Epub 2017 Aug 2.
Milk yield has a strong effect on fertility, but it may vary across different herds and individual cows. Therefore, the aim of this study was to assess the effects of breed and its interaction with level of milk production at the herd level (Herd-L) and at a cow-within-herd level (Cow-L) on fertility traits in dairy cattle. Data were gathered from Holstein (n = 17,688), Brown Swiss (n = 32,697), Simmental (n = 27,791), and Alpine Grey (n = 13,689) cows in northeastern Italy. The analysis was based on records from the first 3 lactations in the years 2011 to 2014. A mixed model was fitted to establish milk production levels of the various herds (Herd-L) and individual cows (Cow-L) using milk as a response variable. The interval fertility traits were interval from calving to first service, interval from first service to conception, and number of days open. The success traits were nonreturn rate at 56 d after first service, pregnancy rate at first service, and the number of inseminations. The interval from calving to first service, interval from first service to conception, and number of days open were analyzed using a Cox's proportional hazards model. The nonreturn rate at 56 d after first service, pregnancy rate at first service, and the number of inseminations were analyzed using logistic regression. There was a strong interaction between breed and productivity class at both Herd-L and Cow-L on all traits. The effects of herd and cow productivity differed from each other and differed among breeds. The dual-purpose Simmental and Alpine Grey breeds had better fertility than the specialized Holstein and Brown Swiss dairy cows; this difference is only partly attributable to different milk yields. Greater herd productivity can result in higher fertility in cows, whereas higher milk yield of individual cows within a herd results in lower fertility. These effects at both Herd-L and Cow-L are curvilinear and are stronger in dual-purpose breeds, which was more evident from low to intermediate milk yield levels than from central to high productivity classes. Disentangling the effects of milk productivity on fertility at Herd-L and Cow-L and taking the nonlinearity of response into account could lead to better modeling of populations within breed. It could also help with management-for example, in precision dairy farming of dairy and dual-purpose cattle. Moreover, assessing the fertility of various breeds and their different responses to herd and individual productivity levels could be useful in devising more profitable crossbreeding programs in different dairy systems.
牛奶产量对繁殖力有很大的影响,但不同牛群和个体奶牛之间可能存在差异。因此,本研究的目的是评估品种及其与群体水平(Herd-L)和个体牛内水平(Cow-L)的牛奶产量之间的相互作用对奶牛繁殖力性状的影响。数据来自意大利东北部的荷斯坦牛(n=17688)、瑞士褐牛(n=32697)、西门塔尔牛(n=27791)和阿尔卑斯灰色牛(n=13689)。分析基于 2011 年至 2014 年的前 3 个泌乳期的记录。使用牛奶作为响应变量,通过混合模型确定不同牛群(Herd-L)和个体奶牛(Cow-L)的产奶量水平。间隔繁殖力性状为从产犊到第一次配种的间隔、从第一次配种到受孕的间隔和开放天数。成功繁殖力性状为第一次配种后 56 天的返情率、第一次配种的妊娠率和输精次数。使用 Cox 比例风险模型分析从产犊到第一次配种的间隔、从第一次配种到受孕的间隔和开放天数。使用逻辑回归分析第一次配种后 56 天的返情率、第一次配种的妊娠率和输精次数。在所有性状上,品种和生产力水平在群体和个体水平上都存在强烈的相互作用。群体和奶牛生产力的影响彼此不同,而且在品种之间也不同。两用西门塔尔牛和阿尔卑斯灰色品种的繁殖力优于专用荷斯坦牛和瑞士褐牛奶牛;这种差异部分归因于产奶量的不同。较高的群体生产力可以导致奶牛更高的繁殖力,而牛群内个体奶牛的产奶量较高则导致繁殖力降低。这种在群体和个体水平上的影响是曲线的,在两用品种中更强,从低到中等产奶水平比从中等到高产奶水平更明显。在群体和个体水平上考虑到牛奶生产力对繁殖力的影响的非线性,可以更好地对品种内的群体进行建模。它还可以帮助管理,例如在奶牛和两用牛的精准奶牛养殖中。此外,评估不同品种的繁殖力及其对群体和个体生产力水平的不同反应,可以在不同的奶牛系统中设计更有利可图的杂交计划时派上用场。