School of Mathematics, Statistics and Computer Science, University of KwaZulu-Natal Westville Campus, Durban.
Geospat Health. 2020 Dec 29;15(2). doi: 10.4081/gh.2020.819.
Malaria remains a leading cause of morbidity and mortality among children in Nigeria less than 5 years old (under-5). This study utilized nationally representative secondary data extracted from the 2015 Nigeria Malaria Indicator Survey (NMIS) to investigate the spatial variability in malaria distribution in those under- 5 and to explore the influence of socioeconomic and demographic factors on malaria prevalence in this population group. To account for spatial correlation, a Spatially Generalized Linear Mixed Model (SGMM) was employed and predictive risk maps was developed using Kriging. Highly significant spatial variability in under-5 malaria distribution was observed (P<0.0001) with a higher likelihood of malaria prevalence in this group in the Northwest and North-east of the country. The number of malaria infections increased with age, children aged between 49-59 months were found to be at a higher risk (Odds Ratio=4.680, 95% CI=3.674 to 5.961 at P<0.0001). After accounting for spatial correlation, we observed a strong significant association between the non-availability or non-use of mosquito bed-nets, low household socioeconomic status, low level of mother's educational attainment, family size, anaemia prevalence, rural type of residence and under-5 malaria prevalence. Faced with a high rate of under-5 mortality due to malaria in Nigeria, targeted interventions (which requires the identification of the child's location) may reduce malaria prevalence, and we conclude that socioeconomic impediments need to be confronted to reduce the burden of childhood malaria infection.
疟疾仍然是尼日利亚 5 岁以下儿童(5 岁以下儿童)发病率和死亡率的主要原因。本研究利用来自 2015 年尼日利亚疟疾指标调查(NMIS)的全国代表性二次数据,调查了该年龄段儿童疟疾分布的空间变异性,并探讨了社会经济和人口因素对该人群疟疾流行率的影响。为了考虑空间相关性,采用了广义空间线性混合模型(SGMM),并使用克里金法开发了预测风险图。在 5 岁以下儿童疟疾分布中观察到高度显著的空间变异性(P<0.0001),该国西北部和东北部该年龄段儿童患疟疾的可能性更高。感染疟疾病例的数量随着年龄的增长而增加,49-59 个月大的儿童被发现处于更高的风险(优势比=4.680,95%CI=3.674 至 5.961,P<0.0001)。在考虑空间相关性后,我们观察到无法获得或未使用蚊帐、家庭社会经济地位低、母亲教育程度低、家庭规模、贫血患病率、农村居住类型与 5 岁以下儿童疟疾流行率之间存在强烈的显著关联。由于尼日利亚 5 岁以下儿童因疟疾导致的死亡率很高,有针对性的干预措施(需要确定儿童的位置)可能会降低疟疾流行率,我们得出结论,需要克服社会经济障碍,以减轻儿童疟疾感染的负担。