Faculty of Veterinary and Agricultural Sciences, University of Melbourne, Melbourne, Victoria 3010, Australia; Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria 3083, Australia.
Faculty of Veterinary and Agricultural Sciences, University of Melbourne, Melbourne, Victoria 3010, Australia.
J Dairy Sci. 2023 May;106(5):3376-3396. doi: 10.3168/jds.2022-21955. Epub 2023 Mar 7.
We conducted a retrospective cohort study to validate the efficacy of the Australian multitrait fertility estimated breeding value (EBV). We did this by determining its associations with phenotypic measures of reproductive performance (i.e., submission rate, first service conception rate, and early calving). Our secondary aim was to report the associations between these reproductive outcomes and management and climate-related factors hypothesized to affect fertility. Our study population included 38 pasture-based dairy herds from the northern Victorian irrigation region in Australia. We collected records for 86,974 cows with 219,156 lactations and 438,578 mating events from the date on which managers started herd recording until December 2016, comprising both fertility-related data such as insemination records, calving dates, and pregnancy test results, and systems-related data such as production, herd size, and calving pattern. We also collected hourly data from 2004 to 2017 from the closest available weather station to account for climate-related factors (i.e., temperature humidity index; THI). Multilevel Cox proportional hazard models were used to analyze time-to-event outcomes (days to first service, days to cow calving following the planned herd calving start date), and multilevel logistic regression models for binomial outcomes (conception to first service) in the Holstein-Friesian and Jersey breeds. A 1-unit increase in daughter fertility EBV was associated with a 5.4 and 8.2% increase in the daily hazard of calving in the Holstein-Friesian and Jersey breeds respectively. These are relative increases (i.e., a Holstein-Friesian herd with a 60% 6-wk in-calf rate would see an improvement to 63.2% with a 1-unit increase in herd fertility EBV). Similar results were obtained for submission and conception rate. Associations between 120-d milk yield and reproductive outcome were complicated by interactions with 120-d protein percentage and calving age, depending on the breed and outcome. In general, we found that the reproductive performance of high milk-yielding animals deteriorated faster with age than low milk-yielding animals, and high protein percentage exacerbated the differences between low and high milk-yielding animals. Climate-related factors were also associated with fertility, with a 1-unit increase in maximum THI decreasing first service conception rate by 1.2% for Holstein-Friesians but having no statistically significant association in the Jersey breed. However, THI had a negative association in both breeds on the daily hazard of calving. Our study validates the efficacy of the daughter fertility EBV for improving herd reproductive performance and identifies significant associations between 120-d milk and protein yields and THI on the fertility of Australian dairy cows.
我们进行了一项回顾性队列研究,以验证澳大利亚多特质生育估计育种值(EBV)的功效。我们通过确定其与生殖性能的表型测量(即提交率、首次配种受胎率和早期产犊)之间的关联来实现这一目标。我们的次要目标是报告这些生殖结果与管理和气候相关因素之间的关联,这些因素被假设会影响生育能力。我们的研究人群包括来自澳大利亚北部维多利亚灌溉区的 38 个牧场奶牛场。我们从管理人员开始记录牛群之日起至 2016 年 12 月,共收集了 86974 头奶牛的记录,涉及 219156 个泌乳期和 438578 次配种,其中包括与生育能力相关的数据,如授精记录、产犊日期和妊娠试验结果,以及与系统相关的数据,如产量、牛群规模和产犊模式。我们还从 2004 年到 2017 年,从最近的可用气象站收集了每小时的数据,以说明气候相关因素(即温度湿度指数;THI)的影响。多水平 Cox 比例风险模型用于分析时间到事件结果(首次服务的天数、计划牛群产犊开始日期后的奶牛产犊天数),多水平逻辑回归模型用于二项结果(首次服务受孕)在荷斯坦-弗里森和泽西品种中。在荷斯坦-弗里森和泽西品种中,女儿生育 EBV 增加 1 个单位与每日产犊风险分别增加 5.4%和 8.2%相关。这些是相对增加(即,具有 60%的 6 周妊娠率的荷斯坦-弗里森牛群将通过在牛群生育 EBV 中增加 1 个单位而提高到 63.2%)。提交率和受孕率也得到了类似的结果。120 天牛奶产量与生殖结果之间的关联因与 120 天蛋白质百分比和产犊年龄的相互作用而变得复杂,这取决于品种和结果。一般来说,我们发现高产奶量动物的生殖性能随着年龄的增长比低产奶量动物更快恶化,而高蛋白百分比加剧了低产奶量和高产奶量动物之间的差异。气候相关因素也与生育能力有关,荷斯坦-弗里森牛的最大 THI 增加 1 个单位,首次配种受胎率降低 1.2%,而泽西品种则没有统计学意义的关联。然而,THI 对两个品种的产犊日风险都有负面影响。我们的研究验证了女儿生育 EBV 对提高牛群生殖性能的功效,并确定了澳大利亚奶牛 120 天牛奶和蛋白质产量与 THI 之间的显著关联对其生育能力的影响。