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Personalized Virus Load Curves for Acute Viral Infections
We introduce an explicit function that describes virus-load curves on a patient-specific level. This function is based on simple and intuitive model parameters. It allows virus load analysis of acute viral infections without solving a full virus load dynamic model. We validate our model on data from...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8472998/ https://www.ncbi.nlm.nih.gov/pubmed/34578396 http://dx.doi.org/10.3390/v13091815 |
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author | Contreras, Carlos Newby, Jay M. Hillen, Thomas |
author_facet | Contreras, Carlos Newby, Jay M. Hillen, Thomas |
author_sort | Contreras, Carlos |
collection | PubMed |
description | We introduce an explicit function that describes virus-load curves on a patient-specific level. This function is based on simple and intuitive model parameters. It allows virus load analysis of acute viral infections without solving a full virus load dynamic model. We validate our model on data from mice influenza A, human rhinovirus data, human influenza A data, and monkey and human SARS-CoV-2 data. We find wide distributions for the model parameters, reflecting large variability in the disease outcomes between individuals. Further, we compare the virus load function to an established target model of virus dynamics, and we provide a new way to estimate the exponential growth rates of the corresponding infection phases. The virus load function, the target model, and the exponential approximations show excellent fits for the data considered. Our virus-load function offers a new way to analyze patient-specific virus load data, and it can be used as input for higher level models for the physiological effects of a virus infection, for models of tissue damage, and to estimate patient risks. |
format | Online Article Text |
id | pubmed-8472998 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-84729982021-09-28 Personalized Virus Load Curves for Acute Viral Infections Contreras, Carlos Newby, Jay M. Hillen, Thomas Viruses Article We introduce an explicit function that describes virus-load curves on a patient-specific level. This function is based on simple and intuitive model parameters. It allows virus load analysis of acute viral infections without solving a full virus load dynamic model. We validate our model on data from mice influenza A, human rhinovirus data, human influenza A data, and monkey and human SARS-CoV-2 data. We find wide distributions for the model parameters, reflecting large variability in the disease outcomes between individuals. Further, we compare the virus load function to an established target model of virus dynamics, and we provide a new way to estimate the exponential growth rates of the corresponding infection phases. The virus load function, the target model, and the exponential approximations show excellent fits for the data considered. Our virus-load function offers a new way to analyze patient-specific virus load data, and it can be used as input for higher level models for the physiological effects of a virus infection, for models of tissue damage, and to estimate patient risks. MDPI 2021-09-13 /pmc/articles/PMC8472998/ /pubmed/34578396 http://dx.doi.org/10.3390/v13091815 Text en © 2021 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 Contreras, Carlos Newby, Jay M. Hillen, Thomas Personalized Virus Load Curves for Acute Viral Infections |
title | Personalized Virus Load Curves for Acute Viral Infections |
title_full | Personalized Virus Load Curves for Acute Viral Infections |
title_fullStr | Personalized Virus Load Curves for Acute Viral Infections |
title_full_unstemmed | Personalized Virus Load Curves for Acute Viral Infections |
title_short | Personalized Virus Load Curves for Acute Viral Infections |
title_sort | personalized virus load curves for acute viral infections |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8472998/ https://www.ncbi.nlm.nih.gov/pubmed/34578396 http://dx.doi.org/10.3390/v13091815 |
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