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疟蚊模型:一个 R 包,用于将蚊虫生态学、人群暴露和干预效果与疟疾干预效果模型进行接口。

AnophelesModel: An R package to interface mosquito bionomics, human exposure and intervention effects with models of malaria intervention impact.

机构信息

Swiss Tropical and Public Health Institute (Swiss TPH), Allschwil, Switzerland.

University of Basel, Basel, Switzerland.

出版信息

PLoS Comput Biol. 2024 Sep 13;20(9):e1011609. doi: 10.1371/journal.pcbi.1011609. eCollection 2024 Sep.

Abstract

In recent decades, field and semi-field studies of malaria transmission have gathered geographic-specific information about mosquito ecology, behaviour and their sensitivity to interventions. Mathematical models of malaria transmission can incorporate such data to infer the likely impact of vector control interventions and hence guide malaria control strategies in various geographies. To facilitate this process and make model predictions of intervention impact available for different geographical regions, we developed AnophelesModel. AnophelesModel is an online, open-access R package that quantifies the impact of vector control interventions depending on mosquito species and location-specific characteristics. In addition, it includes a previously published, comprehensive, curated database of field entomological data from over 50 Anopheles species, field data on mosquito and human behaviour, and estimates of vector control effectiveness. Using the input data, the package parameterizes a discrete-time, state transition model of the mosquito oviposition cycle and infers species-specific impacts of various interventions on vectorial capacity. In addition, it offers formatted outputs ready to use in downstream analyses and by other models of malaria transmission for accurate representation of the vector-specific components. Using AnophelesModel, we show how the key implications for intervention impact change for various vectors and locations. The package facilitates quantitative comparisons of likely intervention impacts in different geographical settings varying in vector compositions, and can thus guide towards more robust and efficient malaria control recommendations. The AnophelesModel R package is available under a GPL-3.0 license at https://github.com/SwissTPH/AnophelesModel.

摘要

在最近几十年,疟疾传播的野外和半野外研究收集了有关蚊子生态学、行为及其对干预措施敏感性的特定地理信息。疟疾传播的数学模型可以纳入这些数据,以推断出媒介控制干预措施的可能影响,从而指导不同地理区域的疟疾控制策略。为了促进这一过程,并为不同地理区域提供干预措施影响的模型预测,我们开发了 AnophelesModel。AnophelesModel 是一个在线的、开放获取的 R 包,它根据蚊子种类和特定地理位置的特征来量化媒介控制干预措施的影响。此外,它还包含了一个以前发表的、综合的、经过精心整理的野外昆虫学数据数据库,涵盖了 50 多种按蚊物种的实地数据、蚊子和人类行为的实地数据,以及媒介控制效果的估计。该软件包使用输入数据对蚊子产卵周期的离散时间状态转换模型进行参数化,并推断出各种干预措施对媒介容量的特定物种影响。此外,它还提供了格式化的输出,可直接用于下游分析和疟疾传播的其他模型,以准确表示媒介特异性成分。使用 AnophelesModel,我们展示了各种媒介和地点的干预影响的关键含义是如何变化的。该软件包促进了在媒介组成不同的不同地理环境中对干预影响的定量比较,并因此可以为更稳健和有效的疟疾控制建议提供指导。AnophelesModel R 包可在 GPL-3.0 许可证下在 https://github.com/SwissTPH/AnophelesModel 获得。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/80b8/11424000/7dc71d5b1f7c/pcbi.1011609.g001.jpg

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