Department of Space Science, Institute of Space Technology, Islamabad, Pakistan.
Zoology Department, University of Peshawar, Peshawar, Pakistan.
Trop Med Int Health. 2018 Sep;23(9):1002-1013. doi: 10.1111/tmi.13125. Epub 2018 Jul 17.
Two principal vector species, Aedes aegypti and Aedes albopictus, are known for transmission of dengue (DEN) and chikungunya (CHK) in Pakistan. We aimed to investigate their spatial and temporal distribution.
The Maximum Entropy algorithm revealed current climatic suitability of A. albopictus by highlighting variables contributing to its spatial distribution: Land use cover was the most important environmental factor (63.1%) followed by elevation-normalised difference vegetation index (10.9%), NDVI (8.5%) and annual precipitation (7.9%). As per Normalized Difference Vegetation Index values, the vector's presence was highly likely in areas with little vegetation such as built-up spaces or uncultivated fields, and in areas with sparse vegetation such as grasslands and cultivated fields. Temperature variables showed differing effects on vector ecology with annual temperature being the most important. Logistic regression models showed that presence of the vector, build-up and distance to roads contributed significantly to the distribution of both DEN and CHIK.
In Swabi, the mean temperatures of warmest and driest quarters are more important in the spatial distribution of A. albopictus than mean temperatures of the wettest and coldest quarters. Finally, disease modelling reflects a high probability for both DEN and CHIK in the same regions over a huge area.
埃及伊蚊和白纹伊蚊是已知在巴基斯坦传播登革热(DEN)和基孔肯雅热(CHK)的两种主要病媒。我们旨在调查它们的时空分布。
最大熵算法通过突出有助于其空间分布的变量,显示了白纹伊蚊当前的气候适宜性:土地利用覆盖是最重要的环境因素(63.1%),其次是归一化差异植被指数(10.9%)、NDVI(8.5%)和年降水量(7.9%)。根据归一化差异植被指数值,该媒介极有可能存在于植被稀少的区域,如建筑物或未开垦的田地,以及植被稀疏的区域,如草原和耕地。温度变量对病媒生态学表现出不同的影响,其中年平均温度最为重要。逻辑回归模型表明,病媒的存在、建筑物和与道路的距离对 DEN 和 CHIK 的分布有重要贡献。
在斯瓦特,最温暖和最干燥季度的平均温度对白纹伊蚊的空间分布比最温暖和最寒冷季度的平均温度更为重要。最后,疾病模型反映了在同一地区的大片区域中 DEN 和 CHIK 的高发病概率。