Nan Liangkang, Du Chao, Fan Yikai, Liu Wenju, Luo Xuelu, Wang Haitong, Ding Lei, Zhang Yi, Chu Chu, Li Chunfang, Ren Xiaoli, Yu Hao, Lu Shiyu, Zhang Shujun
Key Laboratory of Agricultural Animal Genetics, Breeding and Reproduction of Ministry of Education, College of Animal Science and Technology, Huazhong Agricultural University, Wuhan 430070, China.
Henan Institute of Science and Technology, College of Animal Science and Veterinary Medicine, Xinxiang 453003, China.
Animals (Basel). 2023 Feb 1;13(3):509. doi: 10.3390/ani13030509.
Milk spectral data on 2118 cows from nine herds located in northern China were used to access the association of days open (DO). Meanwhile, the parity and calving season of dairy cows were also studied to characterize the difference in DO between groups of these two cow-level factors. The result of the linear mixed-effects model revealed that no significant differences were observed between the parity groups. However, a significant difference in DO exists between calving season groups. The interaction between parity and calving season presented that primiparous cows always exhibit lower DO among all calving season groups, and the variation in DO among parity groups was especially clearer in winter. Survival analysis revealed that the difference in DO between calving season groups might be caused by the different P/AI at the first TAI. In addition, the summer group had a higher chance of conception in the subsequent services than other groups, implying that the micro-environment featured by season played a critical role in P/AI. A weak linkage between DO and wavenumbers ranging in the mid-infrared region was detected. In summary, our study revealed that the calving season of dairy cows can be used to optimize the reproduction management. The potential application of mid-infrared spectroscopy in dairy cows needs to be further developed.
利用中国北方9个牛群中2118头奶牛的乳光谱数据来研究空怀天数(DO)的相关性。同时,还研究了奶牛的胎次和产犊季节,以描述这两个奶牛水平因素组间DO的差异。线性混合效应模型的结果显示,胎次组间未观察到显著差异。然而,产犊季节组间的DO存在显著差异。胎次和产犊季节的交互作用表明,在所有产犊季节组中,初产奶牛的DO始终较低,且胎次组间DO的差异在冬季尤为明显。生存分析表明,产犊季节组间DO的差异可能是由首次定时人工授精(TAI)时不同的受胎率/人工授精率(P/AI)所致。此外,夏季组在后续配种中的受孕几率高于其他组,这意味着季节特征的微环境在P/AI中起关键作用。检测到DO与中红外区域波数之间存在微弱联系。总之,我们的研究表明,奶牛的产犊季节可用于优化繁殖管理。中红外光谱在奶牛中的潜在应用有待进一步开发。