Meuwissen D, Gote M J, Meyermans R, Janssens S, Adriaens I, Aernouts B
Department of Biosystems, Livestock Technology, KU Leuven, Kleinhoefstraat 4, 2440, Geel, Belgium.
Department of Biosystems, Center for Animal Breeding and Genetics, KU Leuven, Kasteelpark Arenberg 30, 3001, Heverlee, Belgium.
J Dairy Sci. 2024 Dec;107(12):11087-11103. doi: 10.3168/jds.2024-24981. Epub 2024 Sep 27.
Dairy cow fertility is a complex trait that depends on the cow's physiological status, the farm's environmental and management conditions, and their interactions. Already the slightest improvement in fertility can positively impact a farm's profitability and sustainability. In research, milk progesterone (P4) has often been used as an accurate and feasible way to identify a dairy cow's reproduction status. Moreover, in Europe and Canada, it has been used to improve fertility management on commercial farms as it allows to accurately identify reproduction issues, pregnancy, and the optimal insemination window. An on-farm P4 device (OPD) automatically samples, measures, and monitors the milk P4 concentration of individual cows. To this end, the P4 data are smoothed to be robust for measurement errors and outliers, and fixed thresholds are used to estimate the time of luteolysis preceding ovulation, thereby generating a luteolysis alert (LA). By smoothing the P4 data, the OPD introduces a time lag on the LA. Variation in this time lag is not considered in the estimation of the optimal insemination window that is advised to the farmer. Ignoring this variation might decrease the accuracy of the optimal insemination window and, therefore, decreases the likelihood of conception. We hypothesize that considering the length of the time lag and adapting the advice accordingly improves the conception rate. This observational retrospective study uses an extensive dataset from 17 commercial dairy farms that are equipped with an OPD. We estimated the time lag on the alerts and evaluated their relationship with the interval from LA to insemination for successful (n = 3,721) and unsuccessful inseminations (n = 3,896) separately. Results showed that the probability of conception increases when a longer LA time lag is compensated with a shorter interval from LA to insemination and vice versa. In addition, for successful inseminations, we found a clear negative relation between the time lag and the interval from LA to insemination and the interval was significantly shorter when the time lag of the LA was longer. This negative relation between time lag and interval from LA to insemination was less pronounced for unsuccessful inseminations. Additionally, we evaluated the conception rates for inseminations that are performed too early, in time, or too late with respect to the optimal insemination window advised by the OPD, in function of their associated time lags. We found that, for inseminations that were preceded by a short time lag (<8 h), the conception rate was 17.5 percentage points higher when cows were inseminated later than advised. Likewise, when inseminations were preceded by a long time lag (≥24 h), we found that the conception rate was 13 percentage points higher when cows were inseminated earlier than advised. Our results suggest that farmers using an OPD could potentially increase their conception success by compensating the variable time lag on the LA by adapting the interval from alert to insemination accordingly. This could be used to develop reproductive management strategies to improve reproductive performance on those farms, which can positively affect their sustainability.
奶牛繁殖力是一个复杂的性状,它取决于奶牛的生理状态、农场的环境和管理条件以及它们之间的相互作用。繁殖力哪怕有最微小的提高,都能对农场的盈利能力和可持续性产生积极影响。在研究中,乳孕酮(P4)常被用作确定奶牛繁殖状态的一种准确且可行的方法。此外,在欧洲和加拿大,它已被用于改善商业农场的繁殖管理,因为它能准确识别繁殖问题、妊娠情况以及最佳输精窗口。一种农场用P4检测设备(OPD)可自动对个体奶牛的乳P4浓度进行采样、测量和监测。为此,P4数据会进行平滑处理,以增强对测量误差和异常值的稳健性,并使用固定阈值来估计排卵前黄体溶解的时间,从而生成黄体溶解警报(LA)。通过对P4数据进行平滑处理,OPD在LA上引入了一个时间滞后。在向农场主建议的最佳输精窗口估计中,未考虑这个时间滞后的变化。忽略这种变化可能会降低最佳输精窗口的准确性,进而降低受孕几率。我们假设,考虑时间滞后的长度并相应调整建议会提高受孕率。这项观察性回顾研究使用了来自17个配备OPD的商业奶牛场的大量数据集。我们分别估计了警报的时间滞后,并评估了它们与成功受孕(n = 3721)和未成功受孕(n = 3896)的从LA到输精间隔之间的关系。结果表明,当较长的LA时间滞后通过从LA到输精的较短间隔来补偿时,受孕概率会增加,反之亦然。此外,对于成功受孕的情况,我们发现时间滞后与从LA到输精的间隔之间存在明显的负相关,并且当LA的时间滞后较长时,该间隔明显更短。对于未成功受孕的情况,时间滞后与从LA到输精的间隔之间的这种负相关不太明显。此外,我们根据相关的时间滞后,评估了相对于OPD建议的最佳输精窗口而言过早、适时或过晚进行输精的受孕率。我们发现,对于时间滞后较短(<8小时)的输精情况,当奶牛在建议时间之后输精时,受孕率高出17.5个百分点。同样,当输精前时间滞后较长(≥24小时)时,我们发现当奶牛在建议时间之前输精时,受孕率高出13个百分点。我们的结果表明,使用OPD的农场主可以通过相应调整从警报到输精的间隔来补偿LA上可变的时间滞后,从而有可能提高受孕成功率。这可用于制定繁殖管理策略,以提高这些农场的繁殖性能,这会对它们的可持续性产生积极影响。