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A Bayesian latent class model to estimate the accuracy of pregnancy diagnosis by transrectal ultrasonography and laboratory detection of pregnancy-associated glycoproteins in dairy cows

机译:贝叶斯潜在分类模型通过直肠超声检查和实验室检测奶牛妊娠相关糖蛋白来评估妊娠诊断的准确性

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摘要

Accurate diagnosis of pregnancy is an essential component of an effective reproductive management plan for dairy cattle. Indirect methods of pregnancy detection can be performed soon after breeding and offer an advantage over traditional direct methods in not requiring an experienced veterinarian and having potential for automation. The objective of this study was to estimate the sensitivity and specificity of pregnancy-associated glycoprotein (PAG) detection ELISA and transrectal ultrasound (TRUS) in dairy cows of South Africa using a Bayesian latent class approach. Commercial dairy cattle from the five important dairy regions in South Africa were enrolled in a short-term prospective cohort study. Cattle were examined at 28–35 days after artificial insemination (AI) and then followed up 14 days later. At both sampling times, TRUS was performed to detect pregnancy and commercially available PAG detection ELISAs were performed on collected serum and milk. A total of 1236 cows were sampled and 1006 had complete test information for use in the Bayesian latent class model. The estimated sensitivity (95% probability interval) and specificity for PAG detection serum ELISA were 99.4% (98.5, 99.9) and 97.4% (94.7, 99.2), respectively. The estimated sensitivity and specificity for PAG detection milk ELISA were 99.2% (98.2, 99.8) and 93.4% (89.7, 96.1), respectively. Sensitivity of veterinarian performed TRUS at 28–35 days post-AI varied between 77.8% and 90.5% and specificity varied between 94.7% and 99.8%. In summary, indirect detection of pregnancy using PAG ELISA is an accurate method for use in dairy cattle. The method is descriptively more sensitive than veterinarian-performed TRUS and therefore could be an economically viable addition to a reproductive management plan.
机译:准确诊断妊娠是奶牛有效生殖管理计划的重要组成部分。间接检测怀孕的方法可以在繁殖后立即进行,并且比传统的直接方法更具优势,因为它不需要经验丰富的兽医,并且具有自动化的潜力。这项研究的目的是评估使用贝叶斯潜伏类方法在南非奶牛中的妊娠相关糖蛋白(PAG)检测ELISA和经直肠超声(TRUS)的敏感性和特异性。来自南非五个重要奶区的商业奶牛参加了一项短期前瞻性队列研究。在人工授精(AI)后28-35天检查牛,然后在14天后进行随访。在两个采样时间,均进行TRUS检测妊娠,对收集的血清和牛奶进行市售PAG检测ELISA。总共对1236头奶牛进行了采样,其中1006头具有完整的测试信息,可用于贝叶斯潜伏类模型。 PAG检测血清ELISA的估计灵敏度(95%概率区间)和特异性分别为99.4%(98.5,99.9)和97.4%(94.7,99.2)。 PAG检测牛奶ELISA的估计灵敏度和特异性分别为99.2%(98.2,99.8)和93.4%(89.7,96.1)。在AI后28-35天,兽医进行TRUS的敏感性在77.8%至90.5%之间,特异性在94.7%至99.8%之间。总之,使用PAG ELISA间接检测怀孕是用于奶牛的准确方法。该方法在描述上比兽医执行的TRUS更灵敏,因此可能是生殖管理计划的经济上可行的补充。

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