Centre of Excellence in Epidemiological Modelling and Analysis (SACEMA), University of Stellenbosch, Stellenbosch, South Africa.
PLoS Negl Trop Dis. 2020 May 11;14(5):e0007854. doi: 10.1371/journal.pntd.0007854. eCollection 2020 May.
A relatively simple life history allows us to derive an expression for the extinction probability of populations of tsetse, vectors of African sleeping sickness. We present the uncertainty and sensitivity analysis of the extinction probability, to offer key insights into factors affecting the control or eradication of tsetse populations.
We represent tsetse population growth as a branching process, and derive closed form estimates of population extinction from that model. Statistical and mathematical techniques are used to analyse the uncertainties in estimating extinction probability, and the sensitivity of the extinction probability to changes in input parameters representing the natural life history and vital dynamics of tsetse populations.
For fixed values of input parameters, the sensitivity of extinction probability depends on the baseline parameter values. Extinction probability is most sensitive to the probability that a female is inseminated by a fertile male when daily pupal mortality is low, whereas the extinction probability is most sensitive to daily mortality rate for adult females when daily pupal mortality, and extinction probabilities, are high. Global uncertainty and sensitivity analysis show that daily mortality rate for adult females has the highest impact on the extinction probability.
The high correlation between extinction probability and daily female adult mortality gives a strong argument that control techniques which increase daily female adult mortality may be the single most effective means of ensuring eradication of tsetse population.
相对简单的生活史使我们能够推导出采采蝇(非洲昏睡病的传播媒介)种群灭绝概率的表达式。我们对灭绝概率进行了不确定性和敏感性分析,为影响采采蝇种群控制或根除的因素提供了重要的见解。
我们将采采蝇种群增长表示为一个分支过程,并从该模型中推导出种群灭绝的闭式估计。统计和数学技术用于分析估计灭绝概率的不确定性,以及灭绝概率对代表采采蝇种群自然生活史和生命动态的输入参数变化的敏感性。
对于固定的输入参数值,灭绝概率的敏感性取决于基线参数值。当每日蛹死亡率较低时,雌性被可育雄性授精的概率对灭绝概率的影响最大,而当每日蛹死亡率和灭绝概率较高时,雌性成虫的每日死亡率对灭绝概率的影响最大。全球不确定性和敏感性分析表明,雌性成虫的日死亡率对灭绝概率的影响最大。
灭绝概率与雌性成虫每日死亡率之间的高度相关性有力地表明,增加雌性成虫每日死亡率的控制技术可能是确保采采蝇种群根除的最有效手段之一。