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预测炎热环境下荷斯坦小母牛和母牛的繁殖性能:一项时间序列分析。

Forecasting reproductive performance in Holstein heifers and cows in a hot environment: a time-series analysis.

作者信息

Pérez-Rebolloso Elizabeth, García José E, Morales Juan L, Calderón María G, Alvarado Alan S, Macías-Cruz Ulises, Avendaño-Reyes Leonel, Mellado Miguel

机构信息

Department of Veterinary Science, Autonomous Agrarian University Antonio Narro, Torreon, Mexico.

Department of Animal Nutrition, Autonomous Agrarian University Antonio Narro, Saltillo, Mexico.

出版信息

Trop Anim Health Prod. 2025 Mar 19;57(3):134. doi: 10.1007/s11250-025-04388-6.

DOI:10.1007/s11250-025-04388-6
PMID:40106162
Abstract

This study aimed to predict the pregnancy rate (PR) and number of services per pregnancy (SP) in a large high-input dairy herd in a prolonged high ambient temperature zone. Also, the impact of climatic conditions on reproductive performance was assessed. An autoregressive integrated moving average (ARIMA) model was used in data fitting to predict future monthly PR and SP using data from 2014 to 2020. The highest predicted PR for cows was in January (35.3%; 95% CI = 30.5-40.1), and the lowest was in August (12.5%; 95% CI = 7.5-17.6). Temperature-humidity index (THI) and PR were significantly negatively correlated in the same month (r = 0.7) and 2.5 months earlier and 2.5, 5, and 7.5 months later. The predicted highest SP for cows was in September (6.2; 95% CI = 4.8-7.7) and the lowest for March (2.8; 95% CI = 1.3-4.2). The predicted highest PR in heifers was in January (62.2%; CI = 51.6-72.9) and the lowest in May (52.3%; 37.9-66.7). The cross-correlation between THI and PR in heifers was not significantly correlated in the same month, but significantly negative correlations occurred 5, 7.5, and 10 months earlier. SP in heifers were related to seasonality, with the predicted maximum SP occurring in May (1.9; CI = 1.2-2.6) and the minimum in February (1.6; CI = 1.0-2.2). It was concluded that weather strongly influenced the monthly reproductive performance rhythms of Holstein cows and heifers. Also, ARIMA models robustly forecasted reproductive outcomes of dairy cows and heifers in a hot desert climate.

摘要

本研究旨在预测高温持续地区一个大型高投入奶牛场的受胎率(PR)和每次妊娠的配种次数(SP)。此外,还评估了气候条件对繁殖性能的影响。采用自回归积分滑动平均(ARIMA)模型进行数据拟合,利用2014年至2020年的数据预测未来每月的PR和SP。奶牛预测的最高PR出现在1月(35.3%;95%置信区间=30.5-40.1),最低出现在8月(12.5%;95%置信区间=7.5-17.6)。温度湿度指数(THI)与当月的PR显著负相关(r=0.7),且在提前2.5个月以及之后的2.5、5和7.5个月也显著负相关。奶牛预测的最高SP出现在9月(6.2;95%置信区间=4.8-7.7),最低出现在3月(2.8;95%置信区间=1.3-4.2)。小母牛预测的最高PR出现在1月(62.2%;置信区间=51.6-72.9),最低出现在5月(52.3%;37.9-66.7)。小母牛的THI与PR在当月无显著相关性,但在提前5、7.5和10个月时呈显著负相关。小母牛的SP与季节有关,预测的最高SP出现在5月(1.9;置信区间=1.2-2.6),最低出现在2月(1.6;置信区间=1.0-2.2)。研究得出结论,天气对荷斯坦奶牛和小母牛的每月繁殖性能节律有强烈影响。此外,ARIMA模型能够可靠地预测炎热沙漠气候下奶牛和小母牛的繁殖结果。

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本文引用的文献

1
Effect of heat stress during the dry period on milk yield and reproductive performance of Holstein cows.干奶期热应激对荷斯坦奶牛产奶量和繁殖性能的影响。
Int J Biometeorol. 2024 May;68(5):883-890. doi: 10.1007/s00484-024-02633-5. Epub 2024 Feb 3.
2
A randomized study on the effect of an extended voluntary waiting period in primiparous dairy cows on fertility, health, and culling during first and second lactation.一项关于延长初产奶牛自愿等待期对其在第一和第二泌乳期的繁殖力、健康和淘汰率影响的随机研究。
J Dairy Sci. 2023 Dec;106(12):8897-8909. doi: 10.3168/jds.2023-23470. Epub 2023 Aug 23.
3
Review: Reproductive consequences of whole-body adaptations of dairy cattle to heat stress.
综述:奶牛全身适应热应激对繁殖性能的影响。
Animal. 2023 May;17 Suppl 1:100847. doi: 10.1016/j.animal.2023.100847.
4
Effects of the temperature-humidity index on conception rates in Holstein heifers and cows receiving in vitro-produced Japanese Black cattle embryos.温湿度指数对接受日本黑牛体外受精胚胎的荷斯坦小母牛和奶牛受胎率的影响。
J Reprod Dev. 2023 Apr 3;69(2):72-77. doi: 10.1262/jrd.2022-112. Epub 2023 Jan 31.
5
Fertility of Holstein cows and heifers submitted to timed artificial insemination and receiving one or two doses (12 h apart) of semen.接受定时人工授精并接受一剂或两剂(间隔12小时)精液的荷斯坦奶牛和小母牛的繁殖力。
Reprod Domest Anim. 2023 Jan;58(1):39-47. doi: 10.1111/rda.14250. Epub 2022 Sep 16.
6
Revenues and costs of dairy cows with different voluntary waiting periods based on data of a randomized control trial.基于随机对照试验数据的不同自愿等待期奶牛的收入和成本。
J Dairy Sci. 2022 May;105(5):4171-4188. doi: 10.3168/jds.2021-20707. Epub 2022 Mar 2.
7
Effects of Heat Stress on Follicular Physiology in Dairy Cows.热应激对奶牛卵泡生理的影响
Animals (Basel). 2021 Nov 29;11(12):3406. doi: 10.3390/ani11123406.
8
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J Therm Biol. 2021 May;98:102951. doi: 10.1016/j.jtherbio.2021.102951. Epub 2021 Apr 8.
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Heat stress on calves and heifers: a review.犊牛和小母牛的热应激:综述
J Anim Sci Biotechnol. 2020 Aug 10;11:79. doi: 10.1186/s40104-020-00485-8. eCollection 2020.
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Effects of heat stress on reproductive efficiency in Holstein dairy cattle in the North African arid region.热应激对北非干旱地区荷斯坦奶牛繁殖效率的影响。
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