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COVID-19-associated pulmonary aspergillosis in immunocompetent patients: a virtual patient cohort study

The opportunistic fungus Aspergillus fumigatus infects the lungs of immunocompromised hosts, including patients undergoing chemotherapy or organ transplantation. More recently however, immunocompetent patients with severe SARS-CoV2 have been reported to be affected by COVID-19 Associated Pulmonary A...

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Autores principales: Ribeiro, Henrique A. L., Scindia, Yogesh, Mehrad, Borna, Laubenbacher, Reinhard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10258510/
https://www.ncbi.nlm.nih.gov/pubmed/37306747
http://dx.doi.org/10.1007/s00285-023-01940-6
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author Ribeiro, Henrique A. L.
Scindia, Yogesh
Mehrad, Borna
Laubenbacher, Reinhard
author_facet Ribeiro, Henrique A. L.
Scindia, Yogesh
Mehrad, Borna
Laubenbacher, Reinhard
author_sort Ribeiro, Henrique A. L.
collection PubMed
description The opportunistic fungus Aspergillus fumigatus infects the lungs of immunocompromised hosts, including patients undergoing chemotherapy or organ transplantation. More recently however, immunocompetent patients with severe SARS-CoV2 have been reported to be affected by COVID-19 Associated Pulmonary Aspergillosis (CAPA), in the absence of the conventional risk factors for invasive aspergillosis. This paper explores the hypothesis that contributing causes are the destruction of the lung epithelium permitting colonization by opportunistic pathogens. At the same time, the exhaustion of the immune system, characterized by cytokine storms, apoptosis, and depletion of leukocytes may hinder the response to A. fumigatus infection. The combination of these factors may explain the onset of invasive aspergillosis in immunocompetent patients. We used a previously published computational model of the innate immune response to infection with Aspergillus fumigatus. Variation of model parameters was used to create a virtual patient population. A simulation study of this virtual patient population to test potential causes for co-infection in immunocompetent patients. The two most important factors determining the likelihood of CAPA were the inherent virulence of the fungus and the effectiveness of the neutrophil population, as measured by granule half-life and ability to kill fungal cells. Varying these parameters across the virtual patient population generated a realistic distribution of CAPA phenotypes observed in the literature. Computational models are an effective tool for hypothesis generation. Varying model parameters can be used to create a virtual patient population for identifying candidate mechanisms for phenomena observed in actual patient populations.
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spelling pubmed-102585102023-06-14 COVID-19-associated pulmonary aspergillosis in immunocompetent patients: a virtual patient cohort study Ribeiro, Henrique A. L. Scindia, Yogesh Mehrad, Borna Laubenbacher, Reinhard J Math Biol Article The opportunistic fungus Aspergillus fumigatus infects the lungs of immunocompromised hosts, including patients undergoing chemotherapy or organ transplantation. More recently however, immunocompetent patients with severe SARS-CoV2 have been reported to be affected by COVID-19 Associated Pulmonary Aspergillosis (CAPA), in the absence of the conventional risk factors for invasive aspergillosis. This paper explores the hypothesis that contributing causes are the destruction of the lung epithelium permitting colonization by opportunistic pathogens. At the same time, the exhaustion of the immune system, characterized by cytokine storms, apoptosis, and depletion of leukocytes may hinder the response to A. fumigatus infection. The combination of these factors may explain the onset of invasive aspergillosis in immunocompetent patients. We used a previously published computational model of the innate immune response to infection with Aspergillus fumigatus. Variation of model parameters was used to create a virtual patient population. A simulation study of this virtual patient population to test potential causes for co-infection in immunocompetent patients. The two most important factors determining the likelihood of CAPA were the inherent virulence of the fungus and the effectiveness of the neutrophil population, as measured by granule half-life and ability to kill fungal cells. Varying these parameters across the virtual patient population generated a realistic distribution of CAPA phenotypes observed in the literature. Computational models are an effective tool for hypothesis generation. Varying model parameters can be used to create a virtual patient population for identifying candidate mechanisms for phenomena observed in actual patient populations. Springer Berlin Heidelberg 2023-06-12 2023 /pmc/articles/PMC10258510/ /pubmed/37306747 http://dx.doi.org/10.1007/s00285-023-01940-6 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Ribeiro, Henrique A. L.
Scindia, Yogesh
Mehrad, Borna
Laubenbacher, Reinhard
COVID-19-associated pulmonary aspergillosis in immunocompetent patients: a virtual patient cohort study
title COVID-19-associated pulmonary aspergillosis in immunocompetent patients: a virtual patient cohort study
title_full COVID-19-associated pulmonary aspergillosis in immunocompetent patients: a virtual patient cohort study
title_fullStr COVID-19-associated pulmonary aspergillosis in immunocompetent patients: a virtual patient cohort study
title_full_unstemmed COVID-19-associated pulmonary aspergillosis in immunocompetent patients: a virtual patient cohort study
title_short COVID-19-associated pulmonary aspergillosis in immunocompetent patients: a virtual patient cohort study
title_sort covid-19-associated pulmonary aspergillosis in immunocompetent patients: a virtual patient cohort study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10258510/
https://www.ncbi.nlm.nih.gov/pubmed/37306747
http://dx.doi.org/10.1007/s00285-023-01940-6
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