Robert A Cushman, Martim Kaps, Alexandria P Snider, Matthew S Crouse, Bryan L Woodbury, Brittney N Keel, Kacie L McCarthy
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Heifers that had a behavioral estrus that coincided with a sensor-based estrus and had a previous sensor-based estrus between 15 and 26 d earlier were used for the analysis (<i>n</i> = 850). A combination of regression analyses and correlation analyses were applied to understand the association between data collected by sensors and follicle number determined by ultrasonographic examination. Antral follicle count was analyzed using the GLM procedure of SAS with estrous cycle length (15 to 26 d) as a fixed effect. Estrus was more likely to initiate in the early morning hours and peak activity was greater (<i>P</i> < 0.0001) when estrus initiated between 0200 and 0800 hours then when estrus initiated at other times of the day. Antral follicle count did not differ due to length of the estrous cycle (<i>P</i> = 0.87). Thus, length of the estrous cycle obtained from three-axis accelerometers cannot be used to predict follicle number in crossbred beef heifers; however, machine learning approaches that combine multiple features could be used to integrate parameters of activity with other relevant environmental and management data to quantify AFC and improve reproductive management in beef cows.</p>","PeriodicalId":23272,"journal":{"name":"Translational Animal Science","volume":null,"pages":null},"PeriodicalIF":1.3000,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11127629/pdf/","citationCount":"0","resultStr":"{\"title\":\"Relationship of length of the estrous cycle to antral follicle number in crossbred beef heifers.\",\"authors\":\"Robert A Cushman, Martim Kaps, Alexandria P Snider, Matthew S Crouse, Bryan L Woodbury, Brittney N Keel, Kacie L McCarthy\",\"doi\":\"10.1093/tas/txae074\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Length of the menstrual cycle was positively associated with antral follicle number in women. 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引用次数: 0
摘要
女性月经周期的长短与前卵泡数呈正相关。如果这种模式在牛身上也是一致的,那么使用自动活动监测仪来确定发情状态的增值优势可能就是预测前房卵泡数(AFC)的能力。因此,我们假设,随着发情间隔的延长,杂交肉用小母牛的超声波 AFC 会增加。杂交肉用小母牛(n = 1,394)在3年的81天内都安装了自动活动监测器。从第42天到第46天,小母牛接受超声波检查以确定AFC。从第 60 天到第 81 天,每天目测母牛两次,每次 45 分钟,观察行为发情迹象。母牛的行为发情与传感器发情相吻合,且之前的传感器发情时间在 15 天到 26 天之间的母牛被用于分析(n = 850)。采用回归分析和相关分析相结合的方法来了解传感器收集的数据与超声波检查确定的卵泡数之间的关系。使用 SAS 的 GLM 程序分析了前卵泡数,并将发情周期长度(15 至 26 天)作为固定效应。发情更有可能在清晨开始,活动峰值更大(P P = 0.87)。因此,从三轴加速度计中获得的发情周期长度不能用于预测杂交肉用小母牛的卵泡数;但是,结合多种特征的机器学习方法可用于将活动参数与其他相关环境和管理数据整合起来,以量化 AFC 并改进肉牛的繁殖管理。
Relationship of length of the estrous cycle to antral follicle number in crossbred beef heifers.
Length of the menstrual cycle was positively associated with antral follicle number in women. If this pattern is consistent in cattle, a value-added benefit to using automated activity monitors to determine estrous status could be the ability to predict antral follicle count (AFC). We, therefore, hypothesized that as inter-estrous interval increased ultrasonographic AFC would be greater in crossbred beef heifers. Over 3 yr, crossbred beef heifers (n = 1,394) were fitted with automated activity monitors for 81 d. From days 42 to 46, heifers were submitted for ultrasonographic examination to determine AFC. From days 60 to 81, heifers were visually observed twice daily for 45 min for signs of behavioral estrus. Heifers that had a behavioral estrus that coincided with a sensor-based estrus and had a previous sensor-based estrus between 15 and 26 d earlier were used for the analysis (n = 850). A combination of regression analyses and correlation analyses were applied to understand the association between data collected by sensors and follicle number determined by ultrasonographic examination. Antral follicle count was analyzed using the GLM procedure of SAS with estrous cycle length (15 to 26 d) as a fixed effect. Estrus was more likely to initiate in the early morning hours and peak activity was greater (P < 0.0001) when estrus initiated between 0200 and 0800 hours then when estrus initiated at other times of the day. Antral follicle count did not differ due to length of the estrous cycle (P = 0.87). Thus, length of the estrous cycle obtained from three-axis accelerometers cannot be used to predict follicle number in crossbred beef heifers; however, machine learning approaches that combine multiple features could be used to integrate parameters of activity with other relevant environmental and management data to quantify AFC and improve reproductive management in beef cows.
期刊介绍:
Translational Animal Science (TAS) is the first open access-open review animal science journal, encompassing a broad scope of research topics in animal science. TAS focuses on translating basic science to innovation, and validation of these innovations by various segments of the allied animal industry. Readers of TAS will typically represent education, industry, and government, including research, teaching, administration, extension, management, quality assurance, product development, and technical services. Those interested in TAS typically include animal breeders, economists, embryologists, engineers, food scientists, geneticists, microbiologists, nutritionists, veterinarians, physiologists, processors, public health professionals, and others with an interest in animal production and applied aspects of animal sciences.