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Geostatistical analysis of Malawi’s changing malaria transmission from 2010 to 2017

机译:马拉维2010年至2017年疟疾传播变化的地统计分析

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摘要

>Background: The prevalence of malaria infection in time and space provides important information on the likely sub-national epidemiology of malaria burdens and how this has changed following intervention. Model-based geostatitics (MBG) allow national malaria control programmes to leverage multiple data sources to provide predictions of malaria prevalance by district over time. These methods are used to explore the possible changes in malaria prevalance in Malawi from 2010 to 2017.  >Methods: Plasmodium falciparum parasite prevalence ( PfPR) surveys undertaken in Malawi between 2000 and 2017 were assembled. A spatio-temporal geostatistical model was fitted to predict annual malaria risk for children aged 2–10 years ( PfPR 2–10) at 1×1 km spatial resolutions. Parameter estimation was carried out using the Monte Carlo maximum likelihood methods. Population-adjusted prevalence and populations at risk by district were calculated for 2010 and 2017 to inform malaria control program priority setting. >Results: 2,237 surveys at 1,834 communities undertaken between 2000 and 2017 were identified, geo-coded and used within the MBG framework to predict district malaria prevalence properties for 2010 and 2017. Nationally, there was a 47.2% reduction in the mean modelled PfPR 2-10 from 29.4% (95% confidence interval (CI) 26.6 to 32.3%) in 2010 to 15.2% (95% CI 13.3 to 18.0%) in 2017. Declining prevalence was not equal across the country, 25 of 27 districts showed a substantial decline ranging from a 3.3% reduction to 79% reduction. By 2017, 16% of Malawi’s population still lived in areas that support PfPR 2-10 ≥ 25%. >Conclusions: Malawi has made substantial progress in reducing the prevalence of malaria over the last seven years. However, Malawi remains in meso-endemic malaria transmission risk. To sustain the gains made and continue reducing the transmission further, universal control interventions need to be maintained at a national level.
机译:>背景:疟疾在时间和空间上的流行提供了有关可能的地方性疟疾流行病学流行病学以及干预后情况如何变化的重要信息。基于模型的地统计学(MBG)使国家疟疾控制计划可以利用多个数据源来提供各地区随时间推移疟疾流行率的预测。这些方法用于探讨2010年至2017年马拉维的疟疾流行率可能发生的变化。>方法:汇总了2000年至2017年在马拉维进行的恶性疟原虫寄生虫流行率(PfPR)调查。时空地统计学模型适用于以1×1 km的空间分辨率预测2-10岁儿童(PfPR 2-10)的年度疟疾风险。使用蒙特卡洛最大似然法进行参数估计。计算了2010年和2017年按地区划分的人口调整患病率和高危人群,以为疟疾控制规划的重点确定提供依据。 >结果:在MBG框架中识别,地理编码并在2000年至2017年之间对1,834个社区进行了2,237项调查,以预测2010年和2017年的区域疟疾流行状况。全国范围内,这一数字降低了47.2% PfPR 2-10建模的平均值从2010年的29.4%(95%置信区间(CI)26.6到32.3%)降低到2017年的15.2%(95%CI 13.3到18.0%)。全国的流行率下降并不相等, 27个区中的25个区显示大幅下降,从减少3.3%到减少79%。到2017年,马拉维16%的人口仍生活在支持PfPR 2-10≥25%的地区。 >结论:在过去的七年中,马拉维在减少疟疾流行方面取得了实质性进展。但是,马拉维仍然存在中流行疟疾的传播风险。为了维持所取得的成就并继续减少传播,需要在国家一级维持普遍控制干预措施。

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