Analysis of environmental factors influencing lumpy skin disease outbreak seasonality and assessment of its spread risk in the Saratovskaya oblast of Russia

Dmitry Podshibyakin, L. Padilo, V. Agoltsov, O. Chernykh, Olga Popova, Kalabekov Mutalif, N. Solotova
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Abstract

Background and Aim: Lumpy skin disease (LSD) is a transboundary viral disease of cattle that causes serious economic losses due to a significant decrease in meat and milk productivity. This study analyzed the influence of natural and anthropogenic environmental factors on LSD spread seasonality and assessed the risk of LSD outbreaks in the Saratovskaya oblast of the Russian Federation. Materials and Methods: Data on LSD outbreaks and environmental factors during different seasons were collected for the period 2011-2020 in the Balkan Peninsula, Middle East, and Russia. Risk assessment was performed using mathematical modeling with generalized linear regression and maximum entropy. Results: Fourteen statistically significant environmental factors influencing LSD spread were identified. The analysis of MaxEnt models built using the selected factors showed that the presence of the pathogen is mostly exerted by: the density of susceptible cattle (an increased risk is observed at a density above 10 and 20 heads/10 km2 in winter and autumn, with a permanent risk in spring and summer), the density of water bodies (the risk is increased at any density in winter and autumn, in the range of 13-23.5 m2/km2 in spring, in the ranges of 0-8 and over 14.5 m2/km2 in summer), and average monthly precipitation rate (the most risky are 105-185 mm/month in winter, 35 mm in spring, 15-105 mm in summer, and above 50 mm in autumn). Conclusion: LSD tends to spread during the warm season. Compared with other test zones, the Saratovskaya oblast has a negligible risk of disease spread (in winter), low risk (in spring), or medium risk (in summer and autumn). The annual risk is low to medium. Keywords: cattle, environmental factors, generalized linear regression, lumpy skin disease, maximum entropy, species distribution.
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影响俄罗斯萨拉托夫州块状皮肤病爆发季节性的环境因素分析及其传播风险评估
背景与目的:结节性皮肤病(LSD)是一种牛的跨境病毒性疾病,会导致肉类和牛奶产量显著下降,造成严重的经济损失。本研究分析了自然和人为环境因素对 LSD 传播季节性的影响,并评估了 LSD 在俄罗斯联邦萨拉托夫州爆发的风险:收集了 2011-2020 年期间巴尔干半岛、中东和俄罗斯不同季节的迷幻剂爆发和环境因素数据。采用广义线性回归和最大熵数学模型进行风险评估:结果:确定了影响 LSD 传播的 14 个具有统计学意义的环境因素。利用所选因素建立的 MaxEnt 模型分析表明,病原体的存在主要受到以下因素的影响:易感牛的密度(在冬季和秋季,当密度超过 10 头和 20 头/10 平方公里时,风险会增加,而在春季和夏季,风险永久不变)、水体密度(在冬季和秋季,任何密度的风险都会增加,在 13-23.5 m2/km2,夏季在 0-8 m2/km2 和 14.5 m2/km2 以上),以及月平均降水量(风险最大的是冬季 105-185 mm/月,春季 35 mm/月,夏季 15-105 mm/月,秋季 50 mm/月以上):结论:LSD 往往在温暖季节蔓延。与其他试验区相比,萨拉托夫州的病害传播风险可忽略不计(冬季)、低风险(春季)或中等风险(夏季和秋季)。关键词:牛、环境因素、广义线性回归、块状皮肤病、最大熵、物种分布。
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