Kulkarni Manisha A, Desrochers Rachelle E, Kajeguka Debora C, Kaaya Robert Diotrephes, Tomayer Andrew, Kweka Eliningaya J, Protopopoff Natacha, Mosha Franklin W
School of Epidemiology, Public Health and Preventive Medicine, University of Ottawa , Ottawa, ON , Canada.
HealthBridge , Ottawa, ON , Canada.
Front Public Health. 2016 Dec 21;4:281. doi: 10.3389/fpubh.2016.00281. eCollection 2016.
Malaria prevalence has declined in the Kilimanjaro region of Tanzania over the past 10 years, particularly at lower altitudes. While this decline has been related to the scale-up of long-lasting insecticidal nets to achieve universal coverage targets, it has also been attributed to changes in environmental factors that are important for enabling and sustaining malaria transmission.
Herein, we apply spatial analytical approaches to investigate the impact of environmental and demographic changes, including changes in temperature, precipitation, land cover, and population density, on the range of the major malaria vector species in two districts of Tanzania, situated on the southern slope of Mount Kilimanjaro. These models are used to identify environmental changes that have occurred over a 10-year period and highlight the implications for malaria transmission in this highland region.
Entomological data were collected from the Hai and Lower Moshi districts of Tanzania in 2001-2004 and 2014-2015. Vector occurrence data were applied alongside satellite remote sensing indices of climate and land cover, and gridded population data, to develop species distribution models for for the 2004 and 2014 periods using maximum entropy. Models were compared to assess the relative contribution of different environmental and demographic factors to observed trends in vector species distribution in lowland and highland areas.
Changes in land cover were observed in addition to increased population densities, increased warm season temperature, and decreased wetness at low altitudes. The predicted area and extent of suitable habitat for declined across the study area over the 10-year period, with notable contraction at lower altitudes, while species range in higher altitude zones expanded. Importantly, deforestation and warmer temperatures at higher altitudes may have created stable areas of suitable vector habitat in the highlands capable of sustaining malaria transmission.
We show that environmental changes have had an important influence on the distribution of malaria vector species in a highland area of northern Tanzania. Highland areas may be at continued risk for sporadic malaria outbreaks despite the overall range contraction of principal vector species at lower altitudes, where malaria transmission remains at low intensity.
在过去10年里,坦桑尼亚乞力马扎罗地区的疟疾流行率有所下降,尤其是在低海拔地区。虽然这种下降与长效驱虫蚊帐的推广以实现普遍覆盖目标有关,但也归因于对疟疾传播的发生和持续至关重要的环境因素的变化。
在此,我们应用空间分析方法来研究环境和人口变化的影响,包括温度、降水、土地覆盖和人口密度的变化,对位于乞力马扎罗山南坡的坦桑尼亚两个地区主要疟疾媒介种类分布范围的影响。这些模型用于识别10年期间发生的环境变化,并突出对该高地地区疟疾传播的影响。
2001 - 2004年和2014 - 2015年从坦桑尼亚的海伊和莫希下区收集了昆虫学数据。将媒介出现数据与气候和土地覆盖的卫星遥感指数以及网格化人口数据一起应用,使用最大熵法为2004年和2014年期间建立物种分布模型。比较模型以评估不同环境和人口因素对低地和高地地区媒介物种分布观察趋势的相对贡献。
除了人口密度增加、暖季温度升高和低海拔地区湿度降低外,还观察到了土地覆盖的变化。在10年期间,研究区域内适宜 栖息地的预测面积和范围有所下降,低海拔地区收缩明显,而高海拔地区的物种范围扩大。重要的是,高海拔地区的森林砍伐和温度升高可能在高地创造了能够维持疟疾传播的适宜媒介栖息地稳定区域。
我们表明环境变化对坦桑尼亚北部一个高地地区的疟疾媒介物种分布产生了重要影响。尽管主要媒介物种在低海拔地区的总体分布范围收缩,疟疾传播强度仍然较低,但高地地区可能仍面临散发性疟疾爆发的持续风险。