Assessing the influence of socioeconomic and environmental variables on malaria risk in Nigerian children under 5 years: a GLMM approach.

IF 3 3区 医学 Q3 INFECTIOUS DISEASES Malaria Journal Pub Date : 2025-02-21 DOI:10.1186/s12936-025-05289-7
Talani Mhelembe, Shaun Ramroop, Faustin Habyarimana
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Abstract

Background: The study focused on the full population of children from Nigeria, where the dataset was obtained from the demographic and health surveys (DHS). About 10245 children were selected for the current study and based on the rapid diagnostic test (RDT) results, there is about 37% prevalence of malaria in children under 5 years old in Nigeria. Malaria is the leading public health concern, that contributes to child mortality in the African region.

Methods: The Nigeria Malaria Indicator Survey (NMIS) 2021 was utilized in this investigation. For the 2021 NMIS, a two-stage sampling technique was used. According to the NIMS study, the children chosen for anaemia and RDT testing were under 5 years of age.

Results: A generalized linear mixed model (GLMM) was used to examine malaria RDT findings in conjunction with demographic, geographic, and socioeconomic characteristics. The following underlying risk factors for malaria in children were discovered in the study: altitude, anaemia level, age in months, fever status in the past 2 weeks, toilet facility, main wall material, main roof material, household wealth index, type of place of residence, sex of the child, mother's education level, and knowledge of the preventative measures that can be used to prevent malaria.

Conclusion: Missing data were not deleted in this investigation; instead, multiple imputations utilizing chained equations were used to approximate the missing observation. Based on the results found by using the GLMM, the findings of this study may influence how the government combats malaria in Nigeria. The novelty of this study is that the missing values were not dropped. However, imputation techniques were explored, and multiple imputation by chained equations was used.

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评估社会经济和环境变量对尼日利亚5岁以下儿童疟疾风险的影响:全球监测模式方法。
背景:该研究的重点是尼日利亚的全部儿童,数据集来自人口与健康调查(DHS)。目前的研究选择了约10245名儿童,根据快速诊断试验(RDT)结果,尼日利亚5岁以下儿童的疟疾患病率约为37%。疟疾是主要的公共卫生问题,是造成非洲区域儿童死亡的原因之一。方法:采用尼日利亚疟疾指标调查(NMIS) 2021进行调查。对于2021年的NMIS,采用了两阶段采样技术。根据NIMS的研究,选择进行贫血和RDT测试的儿童年龄在5岁以下。结果:使用广义线性混合模型(GLMM)结合人口统计学、地理和社会经济特征来检验疟疾RDT的发现。研究发现以下儿童疟疾潜在危险因素:海拔高度、贫血程度、月龄、近2周发热情况、厕所设施、主要墙面材料、主要屋顶材料、家庭财富指数、居住地类型、儿童性别、母亲受教育程度、对疟疾预防措施的了解程度。结论:本调查未删除缺失资料;相反,利用链式方程的多重估算被用来近似缺失的观测值。基于使用GLMM发现的结果,本研究的发现可能会影响尼日利亚政府如何抗击疟疾。这项研究的新颖之处在于缺失的值没有被去掉。然而,本文对插值技术进行了探索,并采用了链式方程的多重插值方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Malaria Journal
Malaria Journal 医学-寄生虫学
CiteScore
5.10
自引率
23.30%
发文量
334
审稿时长
2-4 weeks
期刊介绍: Malaria Journal is aimed at the scientific community interested in malaria in its broadest sense. It is the only journal that publishes exclusively articles on malaria and, as such, it aims to bring together knowledge from the different specialities involved in this very broad discipline, from the bench to the bedside and to the field.
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