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评估疫苗接种和短期隔离在降低考拉种群疾病负担方面的效果。

Assessment of the Efficiency of Vaccination and Short-term Isolation in Lowering the Disease Load in Koalas Population.

作者信息

Roy Parimita, Jain Sanjoli, Upadhyay Ranjit Kumar, Jain Ani

机构信息

Department of Mathematics, Thapar Institute of Engineering and Technology, Bhadson Road, Patiala, Punjab, 147004, India.

Department of Mathematics and Computing, Indian Institute of Technology (Indian School of Mines), Dhanbad, Jharkhand, 826004, India.

出版信息

Acta Biotheor. 2025 Aug 12;73(3):12. doi: 10.1007/s10441-025-09501-8.

Abstract

Koala populations in some regions of eastern Australia are in critical condition. Our research aims to develop effective conservation strategies for these declining koalas threatened by chlamydia infection, predation, and climate change. To achieve this, we developed a mathematical model that includes populations of dingoes and koalas categorized as susceptible, infected, and confined. We conducted a bifurcation analysis within the ordinary differential equations (ODE) model to explore the occurrence of a Hopf bifurcation. This analysis aimed to identify conditions under which the system undergoes qualitative changes in its dynamics, specifically transitions from stable equilibrium points to periodic oscillations. By examining how the system's behavior shifts as parameters are varied, we could determine the thresholds at which these bifurcations occur, providing insights into the potential for oscillatory patterns in koala populations and disease dynamics. Additionally, we performed a global sensitivity analysis using the partial rank correlation coefficient (PRCC) method. This approach helped us evaluate the relative importance of different parameters on disease prevalence and koala mortality. Extensive numerical simulations allowed us to compare the outcomes of deterministic, stochastic, and diffusive models. Our research indicates that the survival of koala populations is significantly influenced by several key factors: the presence of dingoes, vaccination efforts, and temporary quarantining. Simulations of spatially explicit systems show that increased diffusion among dingoes leads to a more significant clustering of the infected koala population. Our study offers theoretical evidence that vaccination and temporary isolation strategies can significantly improve health outcomes for koalas infected with Chlamydia.

摘要

澳大利亚东部一些地区的考拉种群处于危急状态。我们的研究旨在为这些因衣原体感染、捕食和气候变化而数量不断减少的考拉制定有效的保护策略。为实现这一目标,我们开发了一个数学模型,其中包括被归类为易感、感染和隔离的澳洲野犬和考拉种群。我们在常微分方程(ODE)模型内进行了分岔分析,以探索霍普夫分岔的发生情况。该分析旨在确定系统动态发生定性变化的条件,特别是从稳定平衡点到周期性振荡的转变。通过研究系统行为如何随参数变化而变化,我们可以确定这些分岔发生的阈值,从而深入了解考拉种群振荡模式和疾病动态的可能性。此外,我们使用偏秩相关系数(PRCC)方法进行了全局敏感性分析。这种方法帮助我们评估了不同参数对疾病流行率和考拉死亡率的相对重要性。广泛的数值模拟使我们能够比较确定性、随机性和扩散性模型的结果。我们的研究表明,考拉种群的生存受到几个关键因素的显著影响:澳洲野犬的存在、疫苗接种工作和临时隔离。空间明确系统的模拟表明,澳洲野犬之间扩散的增加会导致感染考拉种群更显著的聚集。我们的研究提供了理论证据,证明疫苗接种和临时隔离策略可以显著改善感染衣原体考拉的健康状况。

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