Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, London, UK; Centre on Climate Change and Planetary Health, London School of Hygiene & Tropical Medicine, London, UK.
Instituto de Zoología y Ecología Tropical, Facultad de Ciencias, Universidad Central de Venezuela, Caracas, Venezuela.
Lancet Planet Health. 2022 Sep;6(9):e739-e748. doi: 10.1016/S2542-5196(22)00192-9.
Environmental degradation facilitates the emergence of vector-borne diseases, such as malaria, through changes in the ecological landscape that increase human-vector contacts and that expand vector habitats. However, the modifying effects of environmental degradation on climate-disease relationships have not been well explored. Here, we investigate the rapid re-emergence of malaria in a transmission hotspot in southern Venezuela and explore the synergistic effects of environmental degradation, specifically gold-mining activity, and climate variation.
In this spatiotemporal modelling study of the 46 parishes of the state of Bolívar, southeast Venezuela, we used data from the Venezuelan Ministry of Health including population data and monthly cases of Plasmodium falciparum malaria and Plasmodium vivax malaria between 1996 and 2016. We estimated mean precipitation and temperature using the ERA5-Land dataset and used monthly anomalies in sea-surface temperature as an indicator of El Niño events between 1996 and 2016. The location of suspected mining sites in Bolívar in 2009, 2017, and 2018 were sourced from the Amazon Geo-Referenced Socio-Environmental Information Network. We estimated measures of cumulative forest loss and urban development by km using annual land cover maps from the European Space Agency Climate Change Initiative between 1996 and 2016. We modelled monthly cases of P falciparum and P vivax malaria using a Bayesian hierarchical mixed model framework. We quantified the variation explained by mining activity before exploring the modifying effects of environmental degradation on climate-malaria relationships.
We observed a 27% reduction in the additional unexplained spatial variation in incidence of P falciparum malaria and a 23% reduction in P vivax malaria when mining was included in our models. The effect of temperature on malaria was greater in high mining areas than low mining areas, and the P falciparum malaria effect size at temperatures of 26·5°C (2·4 cases per 1000 people [95% CI 1·78-3·06]) was twice as high as the effect in low mining areas (1 case per 1000 people [0·68-1·49]).
We show that mining activity in southern Venezuela is associated with hotspots of malaria transmission. Increased temperatures exacerbated malaria transmission in mining areas, highlighting the need to consider how environmental degradation modulates climate effect on disease risk, which is especially important in areas subjected to rapidly rising temperatures and land-use change globally. Our findings have implications for the progress towards malaria elimination in the Latin American region. Our findings are also important for effectively targeting timely treatment programmes and vector-control activities in mining areas with high rates of malaria transmission.
Biotechnology and Biological Sciences Research Council, Royal Society, US National Institutes of Health, and Global Challenges Research Fund.
For the Spanish translation of the abstract see Supplementary Materials section.
环境恶化通过改变生态景观,增加人与病媒的接触和扩大病媒栖息地,促进了蚊媒疾病(如疟疾)的出现。然而,环境退化对气候疾病关系的调节作用尚未得到充分探讨。在这里,我们调查了委内瑞拉南部一个疟疾传播热点地区疟疾的迅速重现,并探讨了环境退化(特别是金矿开采活动)和气候变异的协同作用。
在这项对委内瑞拉东南部玻利瓦尔州 46 个教区的时空建模研究中,我们使用了委内瑞拉卫生部的数据,包括 1996 年至 2016 年期间人口数据和每月间日疟原虫和卵形疟原虫疟疾病例。我们使用 ERA5-Land 数据集估计了平均降水量和温度,并使用 1996 年至 2016 年期间海表温度的月异常值作为厄尔尼诺事件的指标。2009 年、2017 年和 2018 年玻利瓦尔州疑似采矿地点的位置来自亚马逊地理参考社会环境信息网络。我们使用欧洲航天局气候变化倡议 1996 年至 2016 年的年度土地覆盖图,以公里为单位估计了累计森林损失和城市发展的措施。我们使用贝叶斯分层混合模型框架来模拟每月间日疟原虫和卵形疟原虫的病例。在探索环境退化对气候-疟疾关系的调节作用之前,我们量化了采矿活动所解释的变异。
当我们将采矿纳入模型时,我们观察到间日疟疟疾病例的额外未解释空间变异减少了 27%,卵形疟疟疾病例减少了 23%。在高采矿区,温度对疟疾的影响大于低采矿区,在 26.5°C 时(每 1000 人 2.4 例[95%CI 1.78-3.06]),间日疟疟疾病例的效应大小是低采矿区(每 1000 人 1 例[0.68-1.49])的两倍。
我们表明,委内瑞拉南部的采矿活动与疟疾传播的热点地区有关。温度升高加剧了采矿区的疟疾传播,这突出表明需要考虑环境退化如何调节气候对疾病风险的影响,这在全球范围内气温迅速上升和土地利用变化的地区尤为重要。我们的研究结果对拉丁美洲地区消除疟疾的进展具有重要意义。我们的研究结果对于在疟疾传播率高的采矿区及时实施治疗方案和病媒控制活动也具有重要意义。
生物技术和生物科学研究理事会、皇家学会、美国国立卫生研究院和全球挑战研究基金。