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The environmental drivers of bacterial meningitis epidemics in the Democratic Republic of Congo, central Africa

INTRODUCTION: Bacterial 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 we...

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Autores principales: Mazamay, Serge, Broutin, Hélène, Bompangue, Didier, Muyembe, Jean-Jacques, Guégan, Jean-François
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7540884/
https://www.ncbi.nlm.nih.gov/pubmed/33027266
http://dx.doi.org/10.1371/journal.pntd.0008634
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author Mazamay, Serge
Broutin, Hélène
Bompangue, Didier
Muyembe, Jean-Jacques
Guégan, Jean-François
author_facet Mazamay, Serge
Broutin, Hélène
Bompangue, Didier
Muyembe, Jean-Jacques
Guégan, Jean-François
author_sort Mazamay, Serge
collection PubMed
description INTRODUCTION: Bacterial 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. METHODS: Non-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. RESULTS: Non-parametric bivariate statistics showed that there were more meningitis cases in urban health zones than in rural conditions (χ(2) = 6.910, p-value = 0.009), in areas dominated by savannah landscape than in areas with dense forest or forest in mountainous areas (χ(2) = 15.185, p-value = 0.001), and with no significant difference between climate types (χ(2) = 1.211, p-value = 0,449). Additionally, no significant difference was observed for attack rate between the two types of heath zones (χ(2) = 0.982, p-value = 0.322). Conversely, strong differences in attack rate values were obtained for vegetation types (χ(2) = 13.627, p-value = 0,001) and climate types (χ(2) = 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. CONCLUSION: In 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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spelling pubmed-75408842020-10-19 The environmental drivers of bacterial meningitis epidemics in the Democratic Republic of Congo, central Africa Mazamay, Serge Broutin, Hélène Bompangue, Didier Muyembe, Jean-Jacques Guégan, Jean-François PLoS Negl Trop Dis Research Article INTRODUCTION: Bacterial 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. METHODS: Non-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. RESULTS: Non-parametric bivariate statistics showed that there were more meningitis cases in urban health zones than in rural conditions (χ(2) = 6.910, p-value = 0.009), in areas dominated by savannah landscape than in areas with dense forest or forest in mountainous areas (χ(2) = 15.185, p-value = 0.001), and with no significant difference between climate types (χ(2) = 1.211, p-value = 0,449). Additionally, no significant difference was observed for attack rate between the two types of heath zones (χ(2) = 0.982, p-value = 0.322). Conversely, strong differences in attack rate values were obtained for vegetation types (χ(2) = 13.627, p-value = 0,001) and climate types (χ(2) = 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. CONCLUSION: In 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. Public Library of Science 2020-10-07 /pmc/articles/PMC7540884/ /pubmed/33027266 http://dx.doi.org/10.1371/journal.pntd.0008634 Text en © 2020 Mazamay et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Mazamay, Serge
Broutin, Hélène
Bompangue, Didier
Muyembe, Jean-Jacques
Guégan, Jean-François
The environmental drivers of bacterial meningitis epidemics in the Democratic Republic of Congo, central Africa
title The environmental drivers of bacterial meningitis epidemics in the Democratic Republic of Congo, central Africa
title_full The environmental drivers of bacterial meningitis epidemics in the Democratic Republic of Congo, central Africa
title_fullStr The environmental drivers of bacterial meningitis epidemics in the Democratic Republic of Congo, central Africa
title_full_unstemmed The environmental drivers of bacterial meningitis epidemics in the Democratic Republic of Congo, central Africa
title_short The environmental drivers of bacterial meningitis epidemics in the Democratic Republic of Congo, central Africa
title_sort environmental drivers of bacterial meningitis epidemics in the democratic republic of congo, central africa
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7540884/
https://www.ncbi.nlm.nih.gov/pubmed/33027266
http://dx.doi.org/10.1371/journal.pntd.0008634
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