利用建模、风险分析和决策树评估苏丹过去的裂谷热暴发

Mohamed E. Ahmed, M. Baumann, T. Selhorst, T. M. Abdellah, A. A. Abdelgadir
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引用次数: 0

摘要

为了确定裂谷热(RVF)的血清患病率和相关危险因素,在苏丹选定的州(包括Gezira州、白尼罗州、青尼罗州、喀土穆州、尼罗河州和塞纳尔州)进行了回顾性研究,并尝试应用绘图和风险分析工具来调查该疾病。这些流行病学工具用于制定良好的管理策略和政策制定者。数据来源是联邦动物资源部、大学和非政府组织关于裂谷热暴发的流行病学报告和档案,以及ELISA检测血清样本的实验室报告。测试性能特征为99%的测试灵敏度和99%的测试特异性。共从绵羊、山羊和牛中抽取3393只样本进行检查。绵羊、山羊和牛的裂谷热血清患病率分别为0.15% (n=905)、0.20% (n= 776)和0.13% (n= 638)。收集的信息还用于确定疾病的分布、传播和感染的恢复率。方法采用回顾性调查方法,对以往的裂谷热疫情进行调查。采用风险分析、建模和决策树的方法来解释疾病的年表分布。结果本研究对裂谷热进行了定量风险分析。风险分析显示,裂谷热很可能在苏丹发生,估计接种疫苗以降低裂谷热血清患病率的最大倒退是不可能的,其预期价值为4368789美元。SIR模型中分别输入牛、山羊和绵羊种群的频率为0.12%、0.12%和0.1%。可调参数为易感、感染率、康复率和死亡率;结果表明:易感(S)曲线呈下降趋势,感染(I)曲线呈上升趋势;而回收率(R)逐渐增加。共捕获蚊虫2487只,最终模型为600只,蚊虫加班回收率为0.22,p值=0.9825,无统计学意义,感染率为0.83%。在本研究中,基本繁殖数(R0)的估计值为1。裂谷热模型的不确定性范围为0.01 ~ 610.65,置信度为95%。这项研究的结论是,裂谷热在苏丹流行。结论裂谷热是一种节肢动物传播的病毒性人畜共患病。它会影响小型反刍动物,绵羊和山羊,以及大型反刍动物,如牛和骆驼,也会影响人类。裂谷热病毒(RVFV)属于布尼病毒科白蛉病毒属。裂谷热病毒的首次分离是在肯尼亚完成的(4)。裂谷热病毒是一种负感RNA病毒。裂谷热病毒基因组由小、中、大三个部分构成。它是一种超急性或急性发热性疾病,其特点是女性大量流产,年轻动物和人类死亡率高。蚊子是这种疾病的主要传播媒介。它通过直接接触受感染的动物组织或器官以及摄入未煮熟的牛奶或牛奶传播(1)。开展这项研究是为了调查与裂谷热血清流行病学相关的风险以及该病在牲畜中的分布,并通过回顾性数据确定管理裂谷热暴发的最有效政策,但需要进一步进行血清监测,以彻底了解该病的流行病学。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Assessment of past Rift Valley fever outbreak using Modeling, Risk analysis and decision tree in Sudan
Background A retrospective study was performed in selected states of the Sudan that include Gezira state, White Nile, Blue Nile, Khartoum, River Nile and Sennar states in order to determine the seroprevalence of Rift Valley Fever (RVF) and associated risk factors as well as an attempt was made to apply mapping, risk analysis tool to investigate the disease .Those epidemiological tools were used for purpose of good management strategies and policy makers as well. The source of data was epidemiological reports and archives from the Federal Ministry of Animal resources, universities and Non Governmental Organizations for outbreaks of RVF also and laboratory reports of serum samples tested by ELISA. The test performance characteristics were 99% test sensitivity and 99% test specificity.A total of 3393from, sheep, goats and cattle were sampled and selected to be examined. Estimated Seroprevalence of RVF was 0.15% (n=905) in sheep, 0.20 %( n=776) in goats and 0.13 %( n=638) in cattle respectively. Also information gathered was used to determine the distribution of the disease, transmission and recovery rate of infection over point in time. Method This study was retrospective survey designed to investigate previous outbreaks of RVF. The method used was risk analysis, modeling and decision tree to explain the distribution of chronology of the disease. Result The current study was carried out quantitative risk analysis to investigate RVF. Risk analysis revealed that RVF is likely to occur in the Sudan, and vaccination was estimated with highest rollback to reduce the seroprevalence of RVF to be unlikely with expected value of $ US 4368789. A frequency of 0.12%, 0.12% and 0.1% from cattle, goats and sheep population were entered in SIR model respectively. The adjustable parameters were susceptible, infected, recovery rate and death rate; the result concluded that the curve of susceptible(S) was declining, infected (I) was increasing; while recovered(R) was increasing. A total of 2487 mosquitoes were pooled, represented by 600 mosquitoes in the final model, recovery rate of mosquito overtime was 0.22 which is statistically not significant, (P-value =0.9825), and rate of infection was 0.83 %. In the current study, the Basic reproductive number (R0) was estimated by one. Uncertainty for RVF model was ranged between 0.01 to 610.65 with confidence of 95%. This study concluded that RVF is endemic in the Sudan.Conclusion Rift Valley Fever (RVF) is arthropod-borne viral zoonosis disease. It affects small ruminants, sheep and goats, and large ruminants like cattle and camel, and also can affect human. Rift Valley Fever virus (RVFV) belongs to the family Bunyviridae, genus Phlebovirus. The first isolation of RVFV was done in Kenya (4). RVFV is a negative sense RNA virus. RVFV genome is structured from three partites, small, medium and large. It is peracute or acute febrile disease that is characterized by numerous abortions in female and high mortality among young animals and humans. Mosquitoe is the principle vector of the disease. It is transmitted by direct contact with infected tissues or organs of animals and ingestion of uncooked or row milk (1). The study was carried out to investigate the risk related to RVF seroepidemiology and distribution of the disease among livestock and to determine the most efficient policies in management of RVF outbreak by using retrospective data, however more further serosurveillances were required to thoroughly understand the epidemiology of the disease.
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