Department of Agricultural, Food, and Nutritional Science, University of Alberta, Edmonton, AB T6G 2P5, Canada.
Department of Agricultural, Food, and Nutritional Science, University of Alberta, Edmonton, AB T6G 2P5, Canada; Livestock Research and Extension Branch, Alberta Agriculture and Forestry, Edmonton, AB T6H 5T6, Canada.
Animal. 2021 Jul;15(7):100205. doi: 10.1016/j.animal.2021.100205. Epub 2021 Jun 23.
Low estrus detection rates (>50%) are associated to extended calving intervals, low economic profit and reduced longevity in Holstein dairy cows. The objective of this study was to evaluate the accuracy of infrared thermography and behavioral biometrics combined as potential estrus alerts in naturally (not induced) cycling dairy cows housed in a tie-stall barn. Eighteen first lactation cows were subjected to transrectal ultrasonography to determine spontaneous ovulation. The dominant follicle (DF) disappearance was used retrospectively as an indirect indicator of ovulation, and to establish the estrus period (48-24 h prior the DF disappearance). Raw skin temperature (Raw IR) and residual skin temperature (Res IR) were recorded using an infrared camera at the Vulva area with the tail (Vtail), Vulva area without the tail (Vnotail), and Vulva's external lips (Vlips) at AM and PM milking from Day 14 until two days after ovulation was confirmed. Behavioral biometrics were recorded on the same schedule as infrared scan. Behavioral biometrics included large hip movements (L-hip), small hip movements (S-hip), large tail movements and small tail movements to compare behavioral changes between estrus and nonestrus periods. Significant increases in Raw IR skin temperature were observed two days prior to ovulation (Vtail; 35.93 ± 0.27 °C, Vnotail; 35.59 ± 0.27 °C, and Vlips; 35.35 ± 0.27 °C) compared to d -5 (Proestrus; Vtail; 35.29 ± 0.27 °C, Vnotail; 34.93 ± 0.31 °C, and Vlips; 34.68 ± 0.27 °C). No significant changes were found for behavioral parameters with the exception of S-hip movements, which increased at two days before ovulation (d -2; 11.13 ± 1.44 Events/5min) compared to d -5 (7.30 ± 1.02 Events/5min). To evaluate the accuracy of thermal and behavioral biometrics, receiver operating characteristic curve analysis was performed using Youden index (YJ), diagnostic odds ratio, positive likelihood ratio (LR+), Sensitivity, Specificity and Positive predicted value to score the estrus alerts. The greatest accuracy achieved using thermal parameters was for Res IR Vtail PM (YJ = 0.34) and L-hip PM (YJ = 0.27) for behavioral biometrics. Combining thermal and behavioral parameters did not improve the YJ index score but reduced the false-positive occurrence observed by increasing the diagnostic odds ratio (26.62), LR+ (12.47), Specificity (0.97) and positive predicted value (0.90) in a Res IR Vtail PM, S-hip AM, S-hip PM combination. The combination of thermal and behavioral parameters increased the accuracy of estrus detection compared to either thermal or behavioral biometrics, independently in naturally cycling cows during milking.
发情检测率低(>50%)与产犊间隔延长、经济效益低和奶牛寿命缩短有关。本研究的目的是评估在牛舍中使用红外热成像和行为生物计量学相结合作为自然发情(非诱导)奶牛发情预警的准确性。18 头初产奶牛进行直肠超声检查以确定自发排卵。优势卵泡(DF)消失被 retrospective 用作排卵的间接指标,并确定发情期(DF 消失前 48-24 小时)。在发情期(发情前 2 天)和发情期(排卵确认后 2 天)之前,使用红外摄像机在 Vulva 区域的尾巴(Vtail)、无尾巴的 Vulva 区域(Vnotail)和 Vulva 的外部嘴唇(Vlips)记录原始皮肤温度(Raw IR)和残留皮肤温度(Res IR)。在相同的时间表上记录行为生物计量学。行为生物计量学包括大臀部运动(L-hip)、小臀部运动(S-hip)、大尾巴运动和小尾巴运动,以比较发情期和非发情期之间的行为变化。在发情前 2 天(Vtail; 35.93±0.27°C,Vnotail; 35.59±0.27°C,Vlips; 35.35±0.27°C)与发情前 5 天(Proestrus; Vtail; 35.29±0.27°C,Vnotail; 34.93±0.31°C,Vlips; 34.68±0.27°C)相比,Raw IR 皮肤温度显著升高。除了 S-hip 运动外,没有发现行为参数有显著变化,S-hip 运动在发情前 2 天(d-2;11.13±1.44 次/5min)增加,而发情前 5 天(d-5;7.30±1.02 次/5min)。为了评估热学和行为生物计量学的准确性,使用 Youden 指数(YJ)、诊断优势比、阳性似然比(LR+)、敏感性、特异性和阳性预测值进行Receiver Operating Characteristic 曲线分析,以对发情预警进行评分。使用热学参数获得的最大准确性是 Res IR Vtail PM(YJ=0.34)和 L-hip PM(YJ=0.27)的行为生物计量学。联合使用热学和行为参数并没有提高 YJ 指数得分,但通过增加诊断优势比(26.62)、LR+(12.47)、特异性(0.97)和阳性预测值(0.90)来减少假阳性的发生率Res IR Vtail PM、S-hip AM、S-hip PM 组合。与单独使用热学或行为生物计量学相比,在自然发情期间,联合使用热学和行为参数提高了发情检测的准确性。