Once bitten, twice shy: A modeling framework for incorporating heterogeneous mosquito biting into transmission models.

IF 2.2 4区 数学 Q2 BIOLOGY
Kyle J-M Dahlin, Michael A Robert, Lauren M Childs
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Abstract

The risk and intensity of mosquito-borne disease outbreaks are tightly linked to the frequency at which mosquitoes feed on blood, also known as the biting rate. However, standard models of mosquito-borne disease transmission inherently assume that mosquitoes bite only once per reproductive cycle-an assumption commonly violated in nature. Drivers of multiple biting, such as host defensive behaviors or climate factors, also affect the mosquito gonotrophic cycle duration (GCD), a quantity customarily used to estimate the biting rate. Here, we present a novel framework for incorporating more complex mosquito biting behaviors into transmission models. This framework can account for heterogeneity in and linkages between mosquito biting rates and multiple biting. We provide general formulas for the basic offspring number, N 0 , and basic reproduction number, R 0 , threshold measures for mosquito population and pathogen transmission persistence, respectively. To exhibit its flexibility, we expand on specific models derived from the framework that arise from empirical, phenomenological, or mechanistic modeling perspectives. Using the gonotrophic cycle duration as a standard quantity to make comparisons among the models, we show that assumptions about the biting process strongly affect the relationship between GCD and R 0 . While under the standard assumption of one bite per reproductive cycle, R 0 is an increasing linear function of the inverse of the GCD, alternative models of the biting process can exhibit saturating or concave relationships. Critically, from a mechanistic perspective, decreases in the GCD can lead to substantial decreases in R 0 . Through sensitivity analysis of the mechanistic model, we determine that parameters related to probing and ingesting success are the most important targets for disease control. This work highlights the importance of incorporating the behavioral dynamics of mosquitoes into transmission models and provides a method for evaluating how individual-level interventions against mosquito biting scale up to determine population-level mosquito-borne disease risk.

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一朝被蛇咬,十年怕井绳:将异质蚊虫叮咬纳入传播模型的建模框架。
蚊媒疾病暴发的风险和强度与蚊子吸食血液的频率(也称为叮咬率)密切相关。然而,蚊媒疾病传播的标准模型固有地假设蚊子在每个繁殖周期只叮咬一次——这一假设在自然界中经常被违反。多次叮咬的驱动因素,如宿主防御行为或气候因素,也会影响蚊子的淋养循环持续时间(GCD),这是一个通常用来估计叮咬率的数量。在这里,我们提出了一个新的框架,将更复杂的蚊子叮咬行为纳入传播模型。这个框架可以解释蚊子叮咬率和多次叮咬之间的异质性和联系。我们分别给出了基本子代数N 0和基本繁殖数R 0的通式,以及蚊子种群和病原体传播持久性的阈值度量。为了展示其灵活性,我们扩展了从经验,现象学或机械建模角度产生的框架衍生的特定模型。以淋养循环持续时间为标准量对各模型进行比较,结果表明,有关咬食过程的假设强烈影响GCD与r0之间的关系。在每个繁殖周期咬一次的标准假设下,r0是GCD逆的递增线性函数,而咬过程的其他模型可以表现为饱和或凹关系。关键的是,从机制的角度来看,GCD的降低会导致r0的大幅降低。通过对机制模型的敏感性分析,我们确定与探测和摄取成功相关的参数是疾病控制的最重要目标。这项工作强调了将蚊子的行为动力学纳入传播模型的重要性,并提供了一种方法来评估个体水平的蚊子叮咬干预措施如何扩大规模,以确定种群水平的蚊媒疾病风险。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.90
自引率
8.60%
发文量
123
审稿时长
7.5 months
期刊介绍: The Bulletin of Mathematical Biology, the official journal of the Society for Mathematical Biology, disseminates original research findings and other information relevant to the interface of biology and the mathematical sciences. Contributions should have relevance to both fields. In order to accommodate the broad scope of new developments, the journal accepts a variety of contributions, including: Original research articles focused on new biological insights gained with the help of tools from the mathematical sciences or new mathematical tools and methods with demonstrated applicability to biological investigations Research in mathematical biology education Reviews Commentaries Perspectives, and contributions that discuss issues important to the profession All contributions are peer-reviewed.
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