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Multiscale model for forecasting Sabin 2 vaccine virus household and community transmission
Since the global withdrawal of Sabin 2 oral poliovirus vaccine (OPV) from routine immunization, the Global Polio Eradication Initiative (GPEI) has reported multiple circulating vaccine-derived poliovirus type 2 (cVDPV2) outbreaks. Here, we generated an agent-based, mechanistic model designed to asse...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8726461/ https://www.ncbi.nlm.nih.gov/pubmed/34932560 http://dx.doi.org/10.1371/journal.pcbi.1009690 |
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author | Famulare, Michael Wong, Wesley Haque, Rashidul Platts-Mills, James A. Saha, Parimalendu Aziz, Asma B. Ahmed, Tahmina Islam, Md Ohedul Uddin, Md Jashim Bandyopadhyay, Ananda S. Yunus, Mohammed Zaman, Khalequ Taniuchi, Mami |
author_facet | Famulare, Michael Wong, Wesley Haque, Rashidul Platts-Mills, James A. Saha, Parimalendu Aziz, Asma B. Ahmed, Tahmina Islam, Md Ohedul Uddin, Md Jashim Bandyopadhyay, Ananda S. Yunus, Mohammed Zaman, Khalequ Taniuchi, Mami |
author_sort | Famulare, Michael |
collection | PubMed |
description | Since the global withdrawal of Sabin 2 oral poliovirus vaccine (OPV) from routine immunization, the Global Polio Eradication Initiative (GPEI) has reported multiple circulating vaccine-derived poliovirus type 2 (cVDPV2) outbreaks. Here, we generated an agent-based, mechanistic model designed to assess OPV-related vaccine virus transmission risk in populations with heterogeneous immunity, demography, and social mixing patterns. To showcase the utility of our model, we present a simulation of mOPV2-related Sabin 2 transmission in rural Matlab, Bangladesh based on stool samples collected from infants and their household contacts during an mOPV2 clinical trial. Sabin 2 transmission following the mOPV2 clinical trial was replicated by specifying multiple, heterogeneous contact rates based on household and community membership. Once calibrated, the model generated Matlab-specific insights regarding poliovirus transmission following an accidental point importation or mass vaccination event. We also show that assuming homogeneous contact rates (mass action), as is common of poliovirus forecast models, does not accurately represent the clinical trial and risks overestimating forecasted poliovirus outbreak probability. Our study identifies household and community structure as an important source of transmission heterogeneity when assessing OPV-related transmission risk and provides a calibratable framework for expanding these analyses to other populations. Trial Registration: ClinicalTrials.gov This trial is registered with clinicaltrials.gov, NCT02477046. |
format | Online Article Text |
id | pubmed-8726461 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-87264612022-01-05 Multiscale model for forecasting Sabin 2 vaccine virus household and community transmission Famulare, Michael Wong, Wesley Haque, Rashidul Platts-Mills, James A. Saha, Parimalendu Aziz, Asma B. Ahmed, Tahmina Islam, Md Ohedul Uddin, Md Jashim Bandyopadhyay, Ananda S. Yunus, Mohammed Zaman, Khalequ Taniuchi, Mami PLoS Comput Biol Research Article Since the global withdrawal of Sabin 2 oral poliovirus vaccine (OPV) from routine immunization, the Global Polio Eradication Initiative (GPEI) has reported multiple circulating vaccine-derived poliovirus type 2 (cVDPV2) outbreaks. Here, we generated an agent-based, mechanistic model designed to assess OPV-related vaccine virus transmission risk in populations with heterogeneous immunity, demography, and social mixing patterns. To showcase the utility of our model, we present a simulation of mOPV2-related Sabin 2 transmission in rural Matlab, Bangladesh based on stool samples collected from infants and their household contacts during an mOPV2 clinical trial. Sabin 2 transmission following the mOPV2 clinical trial was replicated by specifying multiple, heterogeneous contact rates based on household and community membership. Once calibrated, the model generated Matlab-specific insights regarding poliovirus transmission following an accidental point importation or mass vaccination event. We also show that assuming homogeneous contact rates (mass action), as is common of poliovirus forecast models, does not accurately represent the clinical trial and risks overestimating forecasted poliovirus outbreak probability. Our study identifies household and community structure as an important source of transmission heterogeneity when assessing OPV-related transmission risk and provides a calibratable framework for expanding these analyses to other populations. Trial Registration: ClinicalTrials.gov This trial is registered with clinicaltrials.gov, NCT02477046. Public Library of Science 2021-12-21 /pmc/articles/PMC8726461/ /pubmed/34932560 http://dx.doi.org/10.1371/journal.pcbi.1009690 Text en © 2021 Famulare et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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 Famulare, Michael Wong, Wesley Haque, Rashidul Platts-Mills, James A. Saha, Parimalendu Aziz, Asma B. Ahmed, Tahmina Islam, Md Ohedul Uddin, Md Jashim Bandyopadhyay, Ananda S. Yunus, Mohammed Zaman, Khalequ Taniuchi, Mami Multiscale model for forecasting Sabin 2 vaccine virus household and community transmission |
title | Multiscale model for forecasting Sabin 2 vaccine virus household and community transmission |
title_full | Multiscale model for forecasting Sabin 2 vaccine virus household and community transmission |
title_fullStr | Multiscale model for forecasting Sabin 2 vaccine virus household and community transmission |
title_full_unstemmed | Multiscale model for forecasting Sabin 2 vaccine virus household and community transmission |
title_short | Multiscale model for forecasting Sabin 2 vaccine virus household and community transmission |
title_sort | multiscale model for forecasting sabin 2 vaccine virus household and community transmission |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8726461/ https://www.ncbi.nlm.nih.gov/pubmed/34932560 http://dx.doi.org/10.1371/journal.pcbi.1009690 |
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