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A Novel Framework for Modeling Person-to-Person Transmission of Respiratory Diseases
From the beginning of the COVID-19 pandemic, researchers assessed the impact of the disease in terms of loss of life, medical load, economic damage, and other key metrics of resiliency and consequence mitigation; these studies sought to parametrize the critical components of a disease transmission m...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9322782/ https://www.ncbi.nlm.nih.gov/pubmed/35891547 http://dx.doi.org/10.3390/v14071567 |
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author | Rodriguez, Jason Price, Owen Jennings, Rachel Creel, Amy Eaton, Sarah Chesnutt, Jennifer McClellan, Gene Batni, Sweta R. |
author_facet | Rodriguez, Jason Price, Owen Jennings, Rachel Creel, Amy Eaton, Sarah Chesnutt, Jennifer McClellan, Gene Batni, Sweta R. |
author_sort | Rodriguez, Jason |
collection | PubMed |
description | From the beginning of the COVID-19 pandemic, researchers assessed the impact of the disease in terms of loss of life, medical load, economic damage, and other key metrics of resiliency and consequence mitigation; these studies sought to parametrize the critical components of a disease transmission model and the resulting analyses were informative but often lacked critical parameters or a discussion of parameter sensitivities. Using SARS-CoV-2 as a case study, we present a robust modeling framework that considers disease transmissibility from the source through transport and dispersion and infectivity. The framework is designed to work across a range of particle sizes and estimate the generation rate, environmental fate, deposited dose, and infection, allowing for end-to-end analysis that can be transitioned to individual and population health models. In this paper, we perform sensitivity analysis on the model framework to demonstrate how it can be used to advance and prioritize research efforts by highlighting critical parameters for further analyses. |
format | Online Article Text |
id | pubmed-9322782 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93227822022-07-27 A Novel Framework for Modeling Person-to-Person Transmission of Respiratory Diseases Rodriguez, Jason Price, Owen Jennings, Rachel Creel, Amy Eaton, Sarah Chesnutt, Jennifer McClellan, Gene Batni, Sweta R. Viruses Article From the beginning of the COVID-19 pandemic, researchers assessed the impact of the disease in terms of loss of life, medical load, economic damage, and other key metrics of resiliency and consequence mitigation; these studies sought to parametrize the critical components of a disease transmission model and the resulting analyses were informative but often lacked critical parameters or a discussion of parameter sensitivities. Using SARS-CoV-2 as a case study, we present a robust modeling framework that considers disease transmissibility from the source through transport and dispersion and infectivity. The framework is designed to work across a range of particle sizes and estimate the generation rate, environmental fate, deposited dose, and infection, allowing for end-to-end analysis that can be transitioned to individual and population health models. In this paper, we perform sensitivity analysis on the model framework to demonstrate how it can be used to advance and prioritize research efforts by highlighting critical parameters for further analyses. MDPI 2022-07-19 /pmc/articles/PMC9322782/ /pubmed/35891547 http://dx.doi.org/10.3390/v14071567 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Rodriguez, Jason Price, Owen Jennings, Rachel Creel, Amy Eaton, Sarah Chesnutt, Jennifer McClellan, Gene Batni, Sweta R. A Novel Framework for Modeling Person-to-Person Transmission of Respiratory Diseases |
title | A Novel Framework for Modeling Person-to-Person Transmission of Respiratory Diseases |
title_full | A Novel Framework for Modeling Person-to-Person Transmission of Respiratory Diseases |
title_fullStr | A Novel Framework for Modeling Person-to-Person Transmission of Respiratory Diseases |
title_full_unstemmed | A Novel Framework for Modeling Person-to-Person Transmission of Respiratory Diseases |
title_short | A Novel Framework for Modeling Person-to-Person Transmission of Respiratory Diseases |
title_sort | novel framework for modeling person-to-person transmission of respiratory diseases |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9322782/ https://www.ncbi.nlm.nih.gov/pubmed/35891547 http://dx.doi.org/10.3390/v14071567 |
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