A comprehensive analysis of non-pharmaceutical interventions and vaccination on Ebolavirus disease outbreak: Stochastic modeling approach.

Ebolavirus disease (EVD) outbreaks have intermittently occurred since the first documented case in the 1970s. Due to its transmission characteristics, large outbreaks have not been observed outside Africa. However, within the continent, significant outbreaks have been attributed to factors such as e...

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Published in:PLOS Neglected Tropical Diseases
Main Authors: Youngsuk Ko, Jacob Lee, Yubin Seo, Eunok Jung
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2024
Subjects:
Online Access:https://doi.org/10.1371/journal.pntd.0011955
https://doaj.org/article/b70eb96e0e3a4be6a812ed2e546367b4
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spelling ftdoajarticles:oai:doaj.org/article:b70eb96e0e3a4be6a812ed2e546367b4 2024-09-09T19:26:22+00:00 A comprehensive analysis of non-pharmaceutical interventions and vaccination on Ebolavirus disease outbreak: Stochastic modeling approach. Youngsuk Ko Jacob Lee Yubin Seo Eunok Jung 2024-06-01T00:00:00Z https://doi.org/10.1371/journal.pntd.0011955 https://doaj.org/article/b70eb96e0e3a4be6a812ed2e546367b4 EN eng Public Library of Science (PLoS) https://doi.org/10.1371/journal.pntd.0011955 https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0011955 https://doaj.org/article/b70eb96e0e3a4be6a812ed2e546367b4 PLoS Neglected Tropical Diseases, Vol 18, Iss 6, p e0011955 (2024) Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 article 2024 ftdoajarticles https://doi.org/10.1371/journal.pntd.0011955 2024-08-05T17:49:07Z Ebolavirus disease (EVD) outbreaks have intermittently occurred since the first documented case in the 1970s. Due to its transmission characteristics, large outbreaks have not been observed outside Africa. However, within the continent, significant outbreaks have been attributed to factors such as endemic diseases with similar symptoms and inadequate medical infrastructure, which complicate timely diagnosis. In this study, we employed a stochastic modeling approach to analyze the spread of EVD during the early stages of an outbreak, with an emphasis on inherent risks. We developed a model that considers healthcare workers and unreported cases, and assessed the effect of non-pharmaceutical interventions (NPIs) using actual data. Our results indicate that the implementation of NPIs led to a decrease in the transmission rate and infectious period by 30% and 40% respectively, following the declaration of the outbreak. We also investigated the risks associated with delayed outbreak recognition. Our simulations suggest that, when accounting for NPIs and recognition delays, prompt detection could have resulted in a similar outbreak scale, with approximately 50% of the baseline NPIs effect. Finally, we discussed the potential effects of a vaccination strategy as a follow-up measure after the outbreak declaration. Our findings suggest that a vaccination strategy can reduce both the burden of NPIs and the scale of the outbreak. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic PLOS Neglected Tropical Diseases 18 6 e0011955
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
Youngsuk Ko
Jacob Lee
Yubin Seo
Eunok Jung
A comprehensive analysis of non-pharmaceutical interventions and vaccination on Ebolavirus disease outbreak: Stochastic modeling approach.
topic_facet Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
description Ebolavirus disease (EVD) outbreaks have intermittently occurred since the first documented case in the 1970s. Due to its transmission characteristics, large outbreaks have not been observed outside Africa. However, within the continent, significant outbreaks have been attributed to factors such as endemic diseases with similar symptoms and inadequate medical infrastructure, which complicate timely diagnosis. In this study, we employed a stochastic modeling approach to analyze the spread of EVD during the early stages of an outbreak, with an emphasis on inherent risks. We developed a model that considers healthcare workers and unreported cases, and assessed the effect of non-pharmaceutical interventions (NPIs) using actual data. Our results indicate that the implementation of NPIs led to a decrease in the transmission rate and infectious period by 30% and 40% respectively, following the declaration of the outbreak. We also investigated the risks associated with delayed outbreak recognition. Our simulations suggest that, when accounting for NPIs and recognition delays, prompt detection could have resulted in a similar outbreak scale, with approximately 50% of the baseline NPIs effect. Finally, we discussed the potential effects of a vaccination strategy as a follow-up measure after the outbreak declaration. Our findings suggest that a vaccination strategy can reduce both the burden of NPIs and the scale of the outbreak.
format Article in Journal/Newspaper
author Youngsuk Ko
Jacob Lee
Yubin Seo
Eunok Jung
author_facet Youngsuk Ko
Jacob Lee
Yubin Seo
Eunok Jung
author_sort Youngsuk Ko
title A comprehensive analysis of non-pharmaceutical interventions and vaccination on Ebolavirus disease outbreak: Stochastic modeling approach.
title_short A comprehensive analysis of non-pharmaceutical interventions and vaccination on Ebolavirus disease outbreak: Stochastic modeling approach.
title_full A comprehensive analysis of non-pharmaceutical interventions and vaccination on Ebolavirus disease outbreak: Stochastic modeling approach.
title_fullStr A comprehensive analysis of non-pharmaceutical interventions and vaccination on Ebolavirus disease outbreak: Stochastic modeling approach.
title_full_unstemmed A comprehensive analysis of non-pharmaceutical interventions and vaccination on Ebolavirus disease outbreak: Stochastic modeling approach.
title_sort comprehensive analysis of non-pharmaceutical interventions and vaccination on ebolavirus disease outbreak: stochastic modeling approach.
publisher Public Library of Science (PLoS)
publishDate 2024
url https://doi.org/10.1371/journal.pntd.0011955
https://doaj.org/article/b70eb96e0e3a4be6a812ed2e546367b4
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source PLoS Neglected Tropical Diseases, Vol 18, Iss 6, p e0011955 (2024)
op_relation https://doi.org/10.1371/journal.pntd.0011955
https://doaj.org/toc/1935-2727
https://doaj.org/toc/1935-2735
1935-2727
1935-2735
doi:10.1371/journal.pntd.0011955
https://doaj.org/article/b70eb96e0e3a4be6a812ed2e546367b4
op_doi https://doi.org/10.1371/journal.pntd.0011955
container_title PLOS Neglected Tropical Diseases
container_volume 18
container_issue 6
container_start_page e0011955
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