ArticlePLoS neglected tropical diseases2020
The environmental drivers of bacterial meningitis epidemics in the Democratic Republic of Congo, central Africa.
Article in PLoS neglected tropical diseases, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 1 of them a synthesis that pooled it.
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Who cites it
15 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Association of Diabetes with Meningitis Infection Risks: A Systematic Review and Meta-Analysis.Global health, epidemiology and genomics · 2022Pooled it
- Review
- Prenatal Harmattan exposure and birth size: identifying sensitive windows in pregnancy.Frontiers in global women's health · 2026Article
- Decoding Weather Fingerprints of Upper Respiratory Pathogens: A One-year Observational Study in Northern Greece.Current microbiology · 2025Observational
- Effects of Pneumococcal Vaccination in Children Under Five Years of Age in the Democratic Republic of Congo: A Systematic Review.Vaccines · 2025Review
- New title: Re-evaluating environmental associations with meningitis risk across Africa.Wellcome open research · 2025Article
- Article
- Epidemiology and Clinical Outcomes of Bacterial Meningitis in Children and Adults in Low- and Middle-Income Countries.Current tropical medicine reports · 2024Article
- Climate change's impact on the nervous system: A review study.Health promotion perspectives · 2024Review
- The meningitis outbreak returns to Niger: Concern, efforts, challenges, and recommendations.Immunity, inflammation and disease · 2023Article
- Bacterial meningitis in adults: a retrospective study among 148 patients in an 8-year period in a university hospital, Finland.BMC infectious diseases · 2023Article
- Spatial epidemiology of bacterial meningitis in the Upper West Region of Ghana: Analysis of disease surveillance data 2018-2020.Clinical infection in practice · 2022Article
- The spread of cholera in western Democratic Republic of the Congo is not unidirectional from East-West: a spatiotemporal analysis, 1973-2018.BMC infectious diseases · 2021Review
- An overview of bacterial meningitis epidemics in Africa from 1928 to 2018 with a focus on epidemics "outside-the-belt".BMC infectious diseases · 2021Review
- Meningitis during COVID -19 pandemic in the Democratic Republic of Congo: A call for concern.Clinical epidemiology and global healthArticle
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5 authors.
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No grant is acknowledged in the PubMed record.
Abstract
introductionBacterial meningitis still constitutes an important threat in Africa. In the meningitis belt, a clear seasonal pattern in the incidence of meningococcal disease during the dry season has been previously correlated with several environmental parameters like dust and sand particles as well as the Harmattan winds. In parallel, the evidence of seasonality in meningitis dynamics and its environmental variables remain poorly studied outside the meningitis belt. This study explores several environmental factors associated with meningitis cases in the Democratic Republic of Congo (DRC), central Africa, outside the meningitis belt area.
methodsNon-parametric Kruskal-Wallis' tests were used to establish the difference between the different health zones, climate and vegetation types in relation to both the number of cases and attack rates for the period 2000-2018. The relationships between the number of meningitis cases for the different health zones and environmental and socio-economical parameters collected were modeled using different generalized linear (GLMs) and generalized linear mixed models (GLMMs), and different error structure in the different models, i.e., Poisson, binomial negative, zero-inflated binomial negative and more elaborated multi-hierarchical zero-inflated binomial negative models, with randomization of certain parameters or factors (health zones, vegetation and climate types). Comparing the different statistical models, the model with the smallest Akaike's information criterion (AIC) were selected as the best ones. 515 different health zones from 26 distinct provinces were considered for the construction of the different GLM and GLMM models.
resultsNon-parametric bivariate statistics showed that there were more meningitis cases in urban health zones than in rural conditions (χ2 = 6.910, p-value = 0.009), in areas dominated by savannah landscape than in areas with dense forest or forest in mountainous areas (χ2 = 15.185, p-value = 0.001), and with no significant difference between climate types (χ2 = 1.211, p-value = 0,449). Additionally, no significant difference was observed for attack rate between the two types of heath zones (χ2 = 0.982, p-value = 0.322). Conversely, strong differences in attack rate values were obtained for vegetation types (χ2 = 13.627, p-value = 0,001) and climate types (χ2 = 13.627, p-value = 0,001). This work demonstrates that, all other parameters kept constant, an urban health zone located at high latitude and longitude eastwards, located at low-altitude like in valley ecosystems predominantly covered by savannah biome, with a humid tropical climate are at higher risk for the development of meningitis. In addition, the regions with mean range temperature and a population with a low index of economic well-being (IEW) constitute the perfect conditions for the development of meningitis in DRC.
conclusionIn a context of global environmental change, particularly climate change, our findings tend to show that an interplay of different environmental and socio-economic drivers are important to consider in the epidemiology of bacterial meningitis epidemics in DRC. This information is important to help improving meningitis control strategies in a large country located outside of the so-called meningitis belt.
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