Sinka Marianne E, Golding Nick, Massey N Claire, Wiebe Antoinette, Huang Zhi, Hay Simon I, Moyes Catherine L
Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, OX1 3PS, UK.
Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK.
Malar J. 2016 Mar 5;15:142. doi: 10.1186/s12936-016-1187-8.
Malaria 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.
Using 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.
Conditional 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.
The 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.
疟疾在撒哈拉以南非洲地区仍然是一个沉重负担,该地区的疟疾传播由世界上一些最有效的病媒维持。基于室内杀虫剂的控制措施已显著减少了传播,但消除疟疾仍是一个遥远的目标。了解主要病媒物种的相对丰度可为传播模型提供急需的信息,以指导有针对性的控制措施。此外,了解现有干预措施如何影响这些相对丰度,有助于确定何处需要采取替代控制措施(如幼虫源管理)。
利用预测物种分布模型生成的栖息地适宜性概率,并结合从文献中整理的数据,应用多项广义相加模型来估算阿拉伯按蚊、嗜人按蚊和冈比亚按蚊/科氏按蚊的相对丰度。利用干预前后的丰度数据,估算基于室内杀虫剂的干预措施对这些相对丰度的影响,并在干预后的地图中展示。
条件效应图和相对丰度图展示了各个物种预测的栖息地适宜性,以及它们在同域分布时的相互作用。阿拉伯按蚊和嗜人按蚊在栖息地偏好上表现出相似性,这是以冈比亚按蚊/科氏按蚊为代价的,而冈比亚按蚊/科氏按蚊栖息地适宜性的增加,反过来对阿拉伯按蚊不太适宜,但对嗜人按蚊影响较小。基于室内杀虫剂的干预措施对嗜人按蚊的相对丰度有负面影响,对阿拉伯按蚊的影响较小。室内滞留喷洒对嗜人按蚊的相对丰度影响最大,对冈比亚按蚊/科氏按蚊的影响较小。经杀虫剂处理的蚊帐对这两个物种的相对丰度降低程度相同。这些结果并未表明这些物种的绝对丰度发生变化,总体上所有物种的绝对丰度可能都有所降低。
此处展示的地图突出了撒哈拉以南非洲地区主要病媒物种之间的相互作用,并表明嗜人按蚊比冈比亚按蚊/科氏按蚊更容易受到某些基于室内的杀虫剂干预措施的影响,而冈比亚按蚊/科氏按蚊又比阿拉伯按蚊更易受影响。这可能使阿拉伯按蚊在与其他更倾向于室内活动的病媒同域分布时具有竞争优势,并可能增加对基于室外的病媒干预措施的需求,以应对任何阻碍疟疾消除的残余传播。