Prediction of pregnancy following transfer of in-vitro produced embryos using recipient health records, accelerometer sensors and meteorological data in Australian dairy cows.

IF 1.6 4区 农林科学 Q2 VETERINARY SCIENCES
A M Johnston, M D Greene, R Nevard, J House, S Rowe
{"title":"Prediction of pregnancy following transfer of in-vitro produced embryos using recipient health records, accelerometer sensors and meteorological data in Australian dairy cows.","authors":"A M Johnston, M D Greene, R Nevard, J House, S Rowe","doi":"10.1111/avj.70145","DOIUrl":null,"url":null,"abstract":"<p><p>Embryo transfer (ET) in dairy cattle has long been used for the dissemination of elite genetics. However, achieving consistently high pregnancy rates remains a major challenge, particularly in high-producing lactating dairy cows receiving in-vitro produced (IVP) embryos. We hypothesised that recipient selection and ET program timing could be optimised using individual items of recipient and meteorological data that are routinely available on dairy farms. To investigate this hypothesis, we conducted an observational study that explored associations between recipient characteristics, health events, sensor-derived activity alerts, meteorological variables and their ability to predict successful pregnancy following ET (P/ET) in an on-farm IVP embryo program. Cow health data and ear tag health sensor alerts from a commercial dairy herd in southern Australia were used to compile a retrospective dataset of 5770 embryo transfers (ETs) in 4681 recipients. Meteorological records from two nearby weather stations were used to calculate temperature humidity index (THI). Univariable generalised linear models were used to test associations between predictors and P/ET. Outputs from models included risk differences (RD), P-values, 95% confidence intervals and area under the curve (AUC). Population RD were calculated using tabular methods. Recipient parity, days in milk (DIM), calving interval, metritis events and 'very sick' ear-tag sensor alerts were associated with P/ET, as were temperature and THI variables. Area under the curve values were close to 0.50 (range 0.50-0.55) and population RD values from many exposure variables were close to 0, indicating that optimising the ET program using individual variables as done in this study, under the conditions in this herd may have limited impact on the overall P/ET. Therefore, further research is needed to evaluate other methodologies to predict P/ET. Furthermore, future studies should incorporate non-recipient factors, such as embryo quality. It is unclear if the associations observed in this study are due to causal relationships; therefore, we recommend that observational and intervention studies be conducted to verify this.</p>","PeriodicalId":8661,"journal":{"name":"Australian Veterinary Journal","volume":" ","pages":""},"PeriodicalIF":1.6000,"publicationDate":"2026-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Australian Veterinary Journal","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.1111/avj.70145","RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"VETERINARY SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

Embryo transfer (ET) in dairy cattle has long been used for the dissemination of elite genetics. However, achieving consistently high pregnancy rates remains a major challenge, particularly in high-producing lactating dairy cows receiving in-vitro produced (IVP) embryos. We hypothesised that recipient selection and ET program timing could be optimised using individual items of recipient and meteorological data that are routinely available on dairy farms. To investigate this hypothesis, we conducted an observational study that explored associations between recipient characteristics, health events, sensor-derived activity alerts, meteorological variables and their ability to predict successful pregnancy following ET (P/ET) in an on-farm IVP embryo program. Cow health data and ear tag health sensor alerts from a commercial dairy herd in southern Australia were used to compile a retrospective dataset of 5770 embryo transfers (ETs) in 4681 recipients. Meteorological records from two nearby weather stations were used to calculate temperature humidity index (THI). Univariable generalised linear models were used to test associations between predictors and P/ET. Outputs from models included risk differences (RD), P-values, 95% confidence intervals and area under the curve (AUC). Population RD were calculated using tabular methods. Recipient parity, days in milk (DIM), calving interval, metritis events and 'very sick' ear-tag sensor alerts were associated with P/ET, as were temperature and THI variables. Area under the curve values were close to 0.50 (range 0.50-0.55) and population RD values from many exposure variables were close to 0, indicating that optimising the ET program using individual variables as done in this study, under the conditions in this herd may have limited impact on the overall P/ET. Therefore, further research is needed to evaluate other methodologies to predict P/ET. Furthermore, future studies should incorporate non-recipient factors, such as embryo quality. It is unclear if the associations observed in this study are due to causal relationships; therefore, we recommend that observational and intervention studies be conducted to verify this.

利用澳大利亚奶牛的健康记录、加速度计传感器和气象数据预测体外培养胚胎移植后的妊娠。
奶牛胚胎移植(ET)长期以来一直被用于精英遗传的传播。然而,实现持续的高妊娠率仍然是一个重大挑战,特别是在接受体外生产(IVP)胚胎的高产哺乳期奶牛中。我们假设,可以利用奶牛养殖场常规可获得的单个接受者和气象数据来优化接受者的选择和ET计划的时机。为了研究这一假设,我们进行了一项观察性研究,探讨了在农场IVP胚胎项目中,受者特征、健康事件、传感器衍生活动警报、气象变量及其预测ET (P/ET)后成功妊娠能力之间的关系。来自澳大利亚南部一个商业奶牛群的奶牛健康数据和耳标健康传感器警报用于编制4681名受者的5770例胚胎移植(et)的回顾性数据集。利用附近两个气象站的气象记录计算温度湿度指数。单变量广义线性模型用于检验预测因子与P/ET之间的关联。模型的输出包括风险差异(RD)、p值、95%置信区间和曲线下面积(AUC)。种群RD采用表格法计算。受体胎次、泌乳天数、产犊间隔、妊娠事件和“重病”耳标传感器警报与P/ET相关,温度和THI变量也与P/ET相关。曲线下面积值接近0.50(范围0.50-0.55),许多暴露变量的种群RD值接近0,表明本研究中使用单个变量优化ET程序,在该牧群的条件下,对总体P/ET的影响可能有限。因此,需要进一步研究评估其他预测P/ET的方法。此外,未来的研究应纳入非受体因素,如胚胎质量。目前尚不清楚本研究中观察到的关联是否由于因果关系;因此,我们建议进行观察性和干预性研究来验证这一点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Australian Veterinary Journal
Australian Veterinary Journal 农林科学-兽医学
CiteScore
2.40
自引率
0.00%
发文量
85
审稿时长
18-36 weeks
期刊介绍: Over the past 80 years, the Australian Veterinary Journal (AVJ) has been providing the veterinary profession with leading edge clinical and scientific research, case reports, reviews. news and timely coverage of industry issues. AJV is Australia''s premier veterinary science text and is distributed monthly to over 5,500 Australian Veterinary Association members and subscribers.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书