COVID-19 in Africa: Underreporting, demographic effect, chaotic dynamics, and mitigation strategy impact.

The epidemic of COVID-19 has shown different developments in Africa compared to the other continents. Three different approaches were used in this study to analyze this situation. In the first part, basic statistics were performed to estimate the contribution of the elderly people to the total numbe...

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Published in:PLOS Neglected Tropical Diseases
Main Authors: Nathan Thenon, Marisa Peyre, Mireille Huc, Abdoulaye Touré, François Roger, Sylvain Mangiarotti
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2022
Subjects:
Online Access:https://doi.org/10.1371/journal.pntd.0010735
https://doaj.org/article/8f985444f71a494fbf454ead739b0836
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spelling ftdoajarticles:oai:doaj.org/article:8f985444f71a494fbf454ead739b0836 2023-05-15T15:18:04+02:00 COVID-19 in Africa: Underreporting, demographic effect, chaotic dynamics, and mitigation strategy impact. Nathan Thenon Marisa Peyre Mireille Huc Abdoulaye Touré François Roger Sylvain Mangiarotti 2022-09-01T00:00:00Z https://doi.org/10.1371/journal.pntd.0010735 https://doaj.org/article/8f985444f71a494fbf454ead739b0836 EN eng Public Library of Science (PLoS) https://doi.org/10.1371/journal.pntd.0010735 https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0010735 https://doaj.org/article/8f985444f71a494fbf454ead739b0836 PLoS Neglected Tropical Diseases, Vol 16, Iss 9, p e0010735 (2022) Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 article 2022 ftdoajarticles https://doi.org/10.1371/journal.pntd.0010735 2022-12-30T20:21:55Z The epidemic of COVID-19 has shown different developments in Africa compared to the other continents. Three different approaches were used in this study to analyze this situation. In the first part, basic statistics were performed to estimate the contribution of the elderly people to the total numbers of cases and deaths in comparison to the other continents; Similarly, the health systems capacities were analysed to assess the level of underreporting. In the second part, differential equations were reconstructed from the epidemiological time series of cases and deaths (from the John Hopkins University) to analyse the dynamics of COVID-19 in seventeen countries. In the third part, the time evolution of the contact number was reconstructed since the beginning of the outbreak to investigate the effectiveness of the mitigation strategies. Results were compared to the Oxford stringency index and to the mobility indices of the Google Community Mobility Reports. Compared to Europe, the analyses show that the lower proportion of elderly people in Africa enables to explain the lower total numbers of cases and deaths by a factor of 5.1 on average (from 1.9 to 7.8). It corresponds to a genuine effect. Nevertheless, COVID-19 numbers are effectively largely underestimated in Africa by a factor of 8.5 on average (from 1.7 to 20. and more) due to the weakness of the health systems at country level. Geographically, the models obtained for the dynamics of cases and deaths reveal very diversified dynamics. The dynamics is chaotic in many contexts, including a situation of bistability rarely observed in dynamical systems. Finally, the contact number directly deduced from the epidemiological observations reveals an effective role of the mitigation strategies on the short term. On the long term, control measures have contributed to maintain the epidemic at a low level although the progressive release of the stringency did not produce a clear increase of the contact number. The arrival of the omicron variant is clearly detected and ... Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic PLOS Neglected Tropical Diseases 16 9 e0010735
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
spellingShingle Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
Nathan Thenon
Marisa Peyre
Mireille Huc
Abdoulaye Touré
François Roger
Sylvain Mangiarotti
COVID-19 in Africa: Underreporting, demographic effect, chaotic dynamics, and mitigation strategy impact.
topic_facet Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
description The epidemic of COVID-19 has shown different developments in Africa compared to the other continents. Three different approaches were used in this study to analyze this situation. In the first part, basic statistics were performed to estimate the contribution of the elderly people to the total numbers of cases and deaths in comparison to the other continents; Similarly, the health systems capacities were analysed to assess the level of underreporting. In the second part, differential equations were reconstructed from the epidemiological time series of cases and deaths (from the John Hopkins University) to analyse the dynamics of COVID-19 in seventeen countries. In the third part, the time evolution of the contact number was reconstructed since the beginning of the outbreak to investigate the effectiveness of the mitigation strategies. Results were compared to the Oxford stringency index and to the mobility indices of the Google Community Mobility Reports. Compared to Europe, the analyses show that the lower proportion of elderly people in Africa enables to explain the lower total numbers of cases and deaths by a factor of 5.1 on average (from 1.9 to 7.8). It corresponds to a genuine effect. Nevertheless, COVID-19 numbers are effectively largely underestimated in Africa by a factor of 8.5 on average (from 1.7 to 20. and more) due to the weakness of the health systems at country level. Geographically, the models obtained for the dynamics of cases and deaths reveal very diversified dynamics. The dynamics is chaotic in many contexts, including a situation of bistability rarely observed in dynamical systems. Finally, the contact number directly deduced from the epidemiological observations reveals an effective role of the mitigation strategies on the short term. On the long term, control measures have contributed to maintain the epidemic at a low level although the progressive release of the stringency did not produce a clear increase of the contact number. The arrival of the omicron variant is clearly detected and ...
format Article in Journal/Newspaper
author Nathan Thenon
Marisa Peyre
Mireille Huc
Abdoulaye Touré
François Roger
Sylvain Mangiarotti
author_facet Nathan Thenon
Marisa Peyre
Mireille Huc
Abdoulaye Touré
François Roger
Sylvain Mangiarotti
author_sort Nathan Thenon
title COVID-19 in Africa: Underreporting, demographic effect, chaotic dynamics, and mitigation strategy impact.
title_short COVID-19 in Africa: Underreporting, demographic effect, chaotic dynamics, and mitigation strategy impact.
title_full COVID-19 in Africa: Underreporting, demographic effect, chaotic dynamics, and mitigation strategy impact.
title_fullStr COVID-19 in Africa: Underreporting, demographic effect, chaotic dynamics, and mitigation strategy impact.
title_full_unstemmed COVID-19 in Africa: Underreporting, demographic effect, chaotic dynamics, and mitigation strategy impact.
title_sort covid-19 in africa: underreporting, demographic effect, chaotic dynamics, and mitigation strategy impact.
publisher Public Library of Science (PLoS)
publishDate 2022
url https://doi.org/10.1371/journal.pntd.0010735
https://doaj.org/article/8f985444f71a494fbf454ead739b0836
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source PLoS Neglected Tropical Diseases, Vol 16, Iss 9, p e0010735 (2022)
op_relation https://doi.org/10.1371/journal.pntd.0010735
https://doaj.org/toc/1935-2727
https://doaj.org/toc/1935-2735
1935-2727
1935-2735
doi:10.1371/journal.pntd.0010735
https://doaj.org/article/8f985444f71a494fbf454ead739b0836
op_doi https://doi.org/10.1371/journal.pntd.0010735
container_title PLOS Neglected Tropical Diseases
container_volume 16
container_issue 9
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