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A stochastic model accommodating the FAMACHA© system for estimating worm burdens and associated risk factors in sheep naturally infected with Haemonchus contortus

机译:容纳FAMACHA©系统的随机模型,用于估算自然感染了弯扭曲霉的绵羊的蠕虫负担和相关风险因素

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摘要

A previously developed multiple regression algorithm was used as the basis of a stochastic model to simulate worm burdens in sheep naturally infected with Haemonchus contortus over five consecutive Haemonchus seasons (November to January/February) on a farm in the summer rainfall region in South Africa, although only one season is discussed. The algorithm associates haemoglobin levels with worm counts in individual animals. Variables were represented by distributions based on FAMACHA© scores and body weights of sheep, and Monte Carlo sampling was used to simulate worm burdens. Under conditions of high disease risk, defined as the sampling event during the worm season with the lowest relative mean haemoglobin level for a class of sheep, the model provided a distribution function for mean class H. contortus burdens and the probability of these occurring.\ud\udA mean H. contortus burden for ewes (n = 130 per sample) of approximately 1000 (range 51–28,768) and 2933 (range 78–44,175) for rams (n = 120 per sample) was predicted under these conditions. At the beginning of the worm season when the risk of disease was lowest (i.e. when both classes had their highest estimated mean haemoglobin levels), a mean worm burden of 525 (range 39–4910) for ewes and 651 (range 37–17,260) for rams was predicted. Model indications were that despite being selectively drenched according to FAMACHA© evaluation, 72% of the ewes would maintain their mean worm burden below an arbitrarily selected threshold of 1000 even when risk of disease was at its highest. In contrast, far fewer rams (27%) remained below this threshold, especially towards the end of the worm season.\ud\udThe model was most sensitive to changes in haemoglobin value, and thus by extrapolation, the haematocrit, which is used as the gold standard for validating the FAMACHA© system. The mean class haemoglobin level at which there was a 50% probability of worm burdens being ≤1000 worms was 7.05 g/dl in ewes and 7.92 g/dl in rams.
机译:在南非夏季降雨地区的一个农场,连续五个Haemonchus季节(11月至1月/ 2月),使用先前开发的多元回归算法作为随机模型的基础,模拟了自然感染了Haemonchus contortus的绵羊的蠕虫负担,尽管只讨论了一个季节。该算法将单个动物的血红蛋白水平与蠕虫计数相关联。变量以基于FAMACHA©得分和绵羊体重的分布表示,而蒙特卡洛采样用于模拟蠕虫负担。在高疾病风险的条件下(定义为蠕虫季节中相对一类绵羊的相对平均血红蛋白水平最低的采样事件),该模型提供了平均水平的捻转血矛线虫负担及其发生概率的分布函数。 ud \ ud在这些条件下,预计公羊的捻转嗜血杆菌的平均负担(每个样品n = 130)(公羊每个样品n = 120)约为1000(范围51-28,768)和2933(范围78-44,175)。在蠕虫季节开始时,疾病风险最低(即,当这两个类别的平均血红蛋白水平都最高时),母羊的平均蠕虫负担为525(39-4910),而蠕虫的平均负担为651(37-17,260)公羊的预测。模型表明,尽管根据FAMACHA©评估进行了选择性浸湿,但即使有最高的疾病风险,仍有72%的母羊将蠕虫的平均负担保持在任意选定的1000个阈值以下。相比之下,很少有公羊(27%)保持在此阈值以下,尤其是在蠕虫季节即将结束时。\ ud \ ud该模型对血红蛋白值的变化最为敏感,因此通过外推法可以使用血细胞比容法。验证FAMACHA©系统的黄金标准。蠕虫负担≤50​​蠕虫的可能性为50%的平均血红蛋白水平在母羊中为7.05 g / dl,在公羊中为7.92 g / dl。

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