In this section
@article{Cliff:2025:10.12688/wellcomeopenres.24771.1,
author = {Cliff, M and Jahn, S and Bita, Fouda A and Latt, A and Lingani, C and Trotter, C},
doi = {10.12688/wellcomeopenres.24771.1},
journal = {Wellcome Open Research},
pages = {497--497},
title = {Updating the meningitis belt: associations between environmental factors and epidemic meningitis risk across Africa},
url = {http://dx.doi.org/10.12688/wellcomeopenres.24771.1},
volume = {10},
year = {2025}
}
TY - JOUR
AB - <ns3:p>Background Previous analytical work, defining the distribution of meningitis epidemics in Africa is over 20 years old, with climate change representing an ongoing issue. We aim to update this analysis and determine if the meningitis belt geography and associated environmental risk factors have changed in the last two decades. Methods Epidemic bacterial meningitis data from 2003–2022 were provided by WHO-AFRO. Districts across Africa were coded 1 if they experienced a meningitis outbreak and 0 if not. Monthly means of windspeed, rainfall, dust, and humidity were processed into climatic profiles using k-means clustering. We undertook logistic regression with meningitis epidemic history as the dependent variable and k-means clusters of rainfall, dust, humidity, and windspeed, alongside land-cover type as independent variables. A sensitivity analysis was conducted, excluding the Democratic Republic of Congo (DRC), due to limited laboratory confirmation of cases. Results Rainfall, dust, and humidity demonstrated the strongest statistical association with outbreaks and were included in our final model. With a probability cut-off >0.4, our model had specificity and sensitivity of 81.0% and 84.3%, respectively, in identifying districts having experienced a meningitis epidemic. The Sahelian region had the highest risk of meningitis outbreaks (probability >0.8), consistent with previous findings. The inclusion/exclusion of the DRC had a significant impact on our model. In the full model the Republic of the Congo, Gabon, Liberia, and Angola had a moderate risk of meningitis (probability >0.4), suggesting a possible south-westerly expansion of the belt. However, when the DRC was excluded, no countries surrounding the meningitis belt were at risk for outbreaks, highlight the importance of laboratory testing and case confirmation. Conclusions The apparent extension of risk beyond the belt possibly reflects surveillance limitations rather th
AU - Cliff,M
AU - Jahn,S
AU - Bita,Fouda A
AU - Latt,A
AU - Lingani,C
AU - Trotter,C
DO - 10.12688/wellcomeopenres.24771.1
EP - 497
PY - 2025///
SP - 497
TI - Updating the meningitis belt: associations between environmental factors and epidemic meningitis risk across Africa
T2 - Wellcome Open Research
UR - http://dx.doi.org/10.12688/wellcomeopenres.24771.1
UR - https://doi.org/10.12688/wellcomeopenres.24771.1
VL - 10
ER -
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