ArticleMalaria journal2016
Modelling the relative abundance of the primary African vectors of malaria before and after the implementation of indoor, insecticide-based vector control.
Article in Malaria journal, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 45 papers, 2 of them syntheses that pooled it.
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Who cites it
45 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Systematic review of Anopheles abundance and meta-analysis of nonhuman primate malaria infection in mosquitoes in Thailand.Parasites & vectors · 2026Pooled it
- Trends in mosquito species distribution modeling: insights for vector surveillance and disease control.Parasites & vectors · 2023Pooled it
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- Situational analysis of malaria in Cabo Verde: From endemic control to elimination, history, cases data and challenges ahead.PLOS global public health · 2025Article
- The potential of gene drives in malaria vector species to control malaria in African environments.Nature communications · 2024Article
- The behaviour of adult Anopheles gambiae, sub-Saharan Africa's principal malaria vector, and its relevance to malaria control: a review.Malaria journal · 2024Review
- Host feeding preferences of malaria vectors in an area of low malaria transmission.Scientific reports · 2023Article
- Application of mathematical modelling to inform national malaria intervention planning in Nigeria.Malaria journal · 2023Article
- An archetypes approach to malaria intervention impact mapping: a new framework and example application.Malaria journal · 2023Article
- Fine-scale mapping of urban malaria exposure under data scarcity: an approach centred on vector ecology.Malaria journal · 2023Article
- Spatial repellents: The current roadmap to global recommendation of spatial repellents for public health use.Current research in parasitology & vector-borne diseases · 2023Article
- Spatial modelling for population replacement of mosquito vectors at continental scale.PLoS computational biology · 2022Article
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7 authors.
Funding
Abstract
backgroundMalaria remains a heavy burden across sub-Saharan Africa where transmission is maintained by some of the world's most efficient vectors. Indoor insecticide-based control measures have significantly reduced transmission, yet elimination remains a distant target. Knowing the relative abundance of the primary vector species can provide transmission models with much needed information to guide targeted control measures. Moreover, understanding how existing interventions are impacting on these relative abundances highlights where alternative control (e.g., larval source management) is needed.
methodsUsing the habitat suitability probabilities generated by predictive species distribution models combined with data collated from the literature, a multinomial generalized additive model was applied to produce relative abundance estimates for Anopheles arabiensis, Anopheles funestus and Anopheles gambiae/Anopheles coluzzii. Using pre- and post-intervention abundance data, estimates of the effect of indoor insecticide-based interventions on these relative abundances were made and are illustrated in post-intervention maps.
resultsConditional effect plots and relative abundance maps illustrate the individual species' predicted habitat suitability and how they interact when in sympatry. Anopheles arabiensis and An. funestus show an affinity in habitat preference at the expense of An. gambiae/An. coluzzii, whereas increasing habitat suitability for An. gambiae/An. coluzzii is conversely less suitable for An. arabiensis but has little effect on An. funestus. Indoor insecticide-based interventions had a negative impact on the relative abundance of An. funestus, and a lesser effect on An. arabiensis. Indoor residual spraying had the greatest impact on the relative abundance of An. funestus, and a lesser effect on An. gambiae/An. coluzzii. Insecticide-treated bed nets reduced the relative abundance of both species equally. These results do not indicate changes in the absolute abundance of these species, which may be reduced for all species overall.
conclusionsThe maps presented here highlight the interactions between the primary vector species in sub-Saharan Africa and demonstrate that An. funestus is more susceptible to certain indoor-based insecticide interventions than An. gambiae/An. coluzzii, which in turn, is more susceptible than An. arabiensis. This may provide An. arabiensis with a competitive advantage where it is found in sympatry with other more endophilic vectors, and potentially increase the need for outdoor-based vector interventions to deal with any residual transmission barring the way to malaria elimination.
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