Animal Science Research Institute of Iran, Agricultural Research, Education and Extension Organization (AREEO), 3146618361, Karaj, Iran.
Department of Animal Sciences, College of Agriculture, Isfahan University of Technology, PO Box, 84156-83111, Isfahan, Iran.
Sci Rep. 2022 Apr 8;12(1):5929. doi: 10.1038/s41598-022-09928-w.
A deeper understanding of the risk factors for dystocia and stillbirth could help farmers make decisions about dairy cow management. The objectives of this study were to investigate cow-level risk factors associated with dystocia and stillbirth in a relatively large sample of dairy cows using multivariable linear regression models. The data consisted of 51,405 calving records of 14,546 Holstein cows from 3 dairy herds in Isfahan Province, Iran, collected between April 2011 and September 2017. To investigate the association between selected blood macro-minerals and the incidence of dystocia and stillbirth, blood samples were collected at the time of parturition from a random subset of these cows, which included 1311 animals. The incidence of dystocia and stillbirths averaged 14.7% and 4.3%, respectively. Results showed that calving year, calving season, dry period length, BCS, parity, calf sex, calf birth weight, twin status, and stillbirth were significantly associated with the incidence of dystocia. According to the Random Forest (RF) classifier, we found that dry period length, calf birth weight, and parity were the most important cow-level risk factors for the incidence of dystocia. Calving year, calving season, parity, twin status, dry period length, calf birth weight, calf sex, and dystocia were significantly associated with the incidence of stillbirths. The most important risk factors identified by the RF classifier for stillbirths were twin status, parity, dry period length, and calf birth weight. Also, interactions between the cow-level risk factors associated with dystocia and stillbirth were identified. The incidence of dystocia was associated with the interactions of twin status × calf birth weight and twin status × stillbirth. According to our analysis, the incidence of stillbirth is caused by interactions among several factors, such as twin status × length of dry period, twin status × calving season, and twin status × parity. The highest incidence of dystocia (21.3%) and stillbirths (5.4%) was observed in hypo-calcemic cows. In conclusion, twin status seems to be a determining factor for the incidence of stillbirths but not for dystocia. Finally, the results of this study may help the dairy industry make management decisions aimed at reducing dystocia and stillbirth rates.
对难产和死产风险因素的更深入了解可以帮助农民做出奶牛管理决策。本研究的目的是使用多变量线性回归模型,调查与奶牛难产和死产相关的奶牛水平风险因素。该数据由 2011 年 4 月至 2017 年 9 月在伊朗伊斯法罕省 3 个奶牛场收集的 14546 头荷斯坦奶牛的 51405 次分娩记录组成。为了研究选定的血液宏矿物质与难产和死产发生率之间的关系,从这些奶牛中随机抽取了 1311 头奶牛,在分娩时采集了血液样本。难产和死产的发生率平均分别为 14.7%和 4.3%。结果表明,产犊年份、产犊季节、干奶期长度、BCS、胎次、犊牛性别、犊牛出生体重、双胎状态和死产与难产的发生率显著相关。根据随机森林(RF)分类器,我们发现干奶期长度、犊牛出生体重和胎次是难产发生率的最重要奶牛水平风险因素。产犊年份、产犊季节、胎次、双胎状态、干奶期长度、犊牛出生体重、犊牛性别和难产与死产的发生率显著相关。RF 分类器确定的与死产相关的最重要风险因素是双胎状态、胎次、干奶期长度和犊牛出生体重。此外,还确定了与难产和死产相关的奶牛水平风险因素之间的相互作用。难产的发生率与双胎状态×犊牛出生体重和双胎状态×死产的相互作用有关。根据我们的分析,死产的发生率是由双胎状态×干奶期长度、双胎状态×产犊季节和双胎状态×胎次等几个因素的相互作用引起的。低钙血症奶牛的难产(21.3%)和死产(5.4%)发生率最高。总之,双胎状态似乎是死产发生率的决定因素,但不是难产的决定因素。最后,本研究的结果可能有助于奶牛养殖业做出旨在降低难产和死产率的管理决策。