ArticlePLoS neglected tropical diseases2018
Modelling the large-scale yellow fever outbreak in Luanda, Angola, and the impact of vaccination.
Article in PLoS neglected tropical diseases, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 52 papers.
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52 citing papers in PubMed, 119 citations in OpenAlex.
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- Rural Inhabitants' Perception-Induced Immunisation Status: The Case of Yellow Fever Vaccination in the Ashanti Region of Ghana.Rwanda journal of medicine and health sciences · 2025Article
- Pyrethroid resistance in Aedes aegypti: genetic mechanisms worldwide, and recommendations for effective vector control.Parasites & vectors · 2025Review
- Epidemic Outbreaks Related to Yellow Fever Viruses.Methods in molecular biology (Clifton, N.J.) · 2025Article
- Timeliness of yellow fever specimen collection and transport in Ghana, 2018-2022.PLOS global public health · 2025Article
- How mathematical modelling can inform outbreak response vaccination.BMC infectious diseases · 2024Review
- Modelling the unexpected dynamics of COVID-19 in Manaus, Brazil.Infectious Disease Modelling · 2024Article
- A historical perspective on arboviruses of public health interest in Southern Africa.Pathogens and global health · 2024Review
- Weekly Forecasting of Yellow Fever Occurrence and Incidence via Eco-Meteorological Dynamics.GeoHealth · 2023Article
- The influence of ambient air pollution on the transmission of tuberculosis in Jiangsu, China.Infectious Disease Modelling · 2023Article
- Twice evasions of Omicron variants explain the temporal patterns in six Asian and Oceanic countries.BMC infectious diseases · 2023Article
- Mitigating the effects of climate change on human health with vaccines and vaccinations.Frontiers in public health · 2023Review
- Occurrence of yellow fever outbreaks in a partially vaccinated population: An analysis of the effective reproduction number.PLoS neglected tropical diseases · 2022Article
- Evaluation of Effectiveness of Global COVID-19 Vaccination Campaign.Emerging infectious diseases · 2022Article
- Reduction in the infection fatality rate of Omicron variant compared with previous variants in South Africa.International journal of infectious diseases : IJID : official publication of the International Society for Infectious Diseases · 2022Article
- Simple and Economical Extraction of Viral RNA and Storage at Ambient Temperature.Microbiology spectrum · 2022Article
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Authors and funding
4 authors at 3 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundYellow fever (YF), transmitted via bites of infected mosquitoes, is a life-threatening viral disease endemic to tropical and subtropical regions of Africa and South America. YF has largely been controlled by widespread national vaccination campaigns. Nevertheless, between December 2015 and August 2016, YF resurged in Angola, quickly spread and became the largest YF outbreak for the last 30 years. Recently, YF resurged again in Brazil (December 2016). Thus, there is an urgent need to gain better understanding of the transmission pattern of YF. MODEL: The present study provides a refined mathematical model, combined with modern likelihood-based statistical inference techniques, to assess and reconstruct important epidemiological processes underlying Angola's YF outbreak. This includes the outbreak's attack rate, the reproduction number ([Formula: see text]), the role of the mosquito vector, the influence of climatic factors, and the unusual but noticeable appearance of two-waves in the YF outbreak. The model explores actual and hypothetical vaccination strategies, and the impacts of possible human reactive behaviors (e.g., response to media precautions).
findingsWhile there were 73 deaths reported over the study period, the model indicates that the vaccination campaign saved 5.1-fold more people from death and saved from illness 5.6-fold of the observed 941 cases. Delaying the availability of the vaccines further would have greatly worsened the epidemic in terms of increased cases and deaths. The analysis estimated a mean [Formula: see text] and an attack rate of 0.09-0.15% (proportion of population infected) over the whole period from December 2015 to August 2016. Our estimated lower and upper bounds of [Formula: see text] are in line with previous studies. Unusually, [Formula: see text] oscillated in a manner that was "delayed" with the reported deaths. High recent number of deaths were associated (followed) with periods of relatively low disease transmission and low [Formula: see text], and vice-versa. The time-series of Luanda's YF cases suggest the outbreak occurred in two waves, a feature that would have become far more prominent had there been no mass vaccination. The waves could possibly be due to protective reactive behavioral changes of the population affecting the mosquito population. The second wave could well be an outcome of the March-April rainfall patterns in the 2016 El Niño year by creating ideal conditions for the breeding of the mosquito vectors. The modelling framework is a powerful tool for studying future YF epidemic outbreaks, and provides a basis for future vaccination campaign evaluations.
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