Chol Changkuoth Jock, Belay Denekew Bitew, Fenta Haile Mekonnen, Chen Ding-Geng
Department of Statistics, College of Science, Bahir Dar University, Bahir Dar, Ethiopia.
Department of Statistics, College of Natural and Computational Science, Gambella University, Gambella, Ethiopia.
Front Public Health. 2025 Jul 2;13:1531771. doi: 10.3389/fpubh.2025.1531771. eCollection 2025.
Sub-Saharan Africa (SSA) has a disproportionately high malaria fatality rate globally, with young children accounting for the majority of fatalities. The objective of this study is to investigate the spatiotemporal dynamics of malaria infection risk and assess the effect of vector control interventions on malaria infection rates in SSA nations.
We utilized data from the Malaria Atlas Project regarding the prevalence of malaria infections and vector control interventions across 634 administrative areas in 45 SSA countries over a decade. This study adopted spatiotemporal regression models using Markov-chain Monte Carlo methods with a Bayesian setup.
Between 2011 and 2020, the average annual prevalence rates of malaria infection among children aged 2 to 10 in SSA diminished from 21.32% in 2011 to 16.75% in 2016, with a slight resurgence observed in 2017. Each unit increase in the number of individuals utilizing insecticide-treated nets (ITN) annually correlates with a 34.07% reduction in the risk of malaria infection. A rise in malaria cases has prompted SSA to undertake serious control measures. The auto-regressive process reveals a highly significant temporal correlation, while the global spatial dependency parameter indicates a modest spatial correlation. The highest risk of malaria infection prevalence among children aged 2 to 10 was indicated in states in the West-central, Central, and certain Eastern regions.
Given that the West-central, Central, and select Eastern states exhibit the highest rates of malaria infection, the global end malaria councils and the malaria control and elimination program should prioritize interventions in these regions, enhancing vector control measures and providing comprehensive training on their effective utilization to mitigate malaria risk in these areas.
撒哈拉以南非洲(SSA)在全球疟疾死亡率中占比过高,幼儿占死亡人数的大多数。本研究的目的是调查SSA国家疟疾感染风险的时空动态,并评估病媒控制干预措施对疟疾感染率的影响。
我们利用了疟疾地图项目的数据,这些数据涉及45个SSA国家634个行政区在十年间的疟疾感染流行情况和病媒控制干预措施。本研究采用了基于贝叶斯设置的马尔可夫链蒙特卡罗方法的时空回归模型。
2011年至2020年期间,SSA地区2至10岁儿童的疟疾年平均感染率从2011年的21.32%降至2016年的16.75%,2017年略有回升。每年使用经杀虫剂处理蚊帐(ITN)的人数每增加一个单位,疟疾感染风险就会降低34.07%。疟疾病例的增加促使SSA采取了严格的控制措施。自回归过程显示出高度显著的时间相关性,而全局空间依赖性参数则表明存在适度的空间相关性。2至10岁儿童中疟疾感染流行风险最高的地区是中西部、中部和某些东部地区的州。
鉴于中西部、中部和部分东部州的疟疾感染率最高,全球终结疟疾理事会以及疟疾控制与消除计划应优先在这些地区开展干预措施,加强病媒控制措施,并提供关于有效使用这些措施的全面培训,以降低这些地区的疟疾风险。