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Modelling pathogen spread in a healthcare network: Indirect patient movements

Inter-hospital patient transfers (direct transfers) between healthcare facilities have been shown to contribute to the spread of pathogens in a healthcare network. However, the impact of indirect transfers (patients re-admitted from the community to the same or different hospital) is not well studie...

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Autores principales: Piotrowska, Monika J., Sakowski, Konrad, Karch, André, Tahir, Hannan, Horn, Johannes, Kretzschmar, Mirjam E., Mikolajczyk, Rafael T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7728397/
https://www.ncbi.nlm.nih.gov/pubmed/33253154
http://dx.doi.org/10.1371/journal.pcbi.1008442
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author Piotrowska, Monika J.
Sakowski, Konrad
Karch, André
Tahir, Hannan
Horn, Johannes
Kretzschmar, Mirjam E.
Mikolajczyk, Rafael T.
author_facet Piotrowska, Monika J.
Sakowski, Konrad
Karch, André
Tahir, Hannan
Horn, Johannes
Kretzschmar, Mirjam E.
Mikolajczyk, Rafael T.
author_sort Piotrowska, Monika J.
collection PubMed
description Inter-hospital patient transfers (direct transfers) between healthcare facilities have been shown to contribute to the spread of pathogens in a healthcare network. However, the impact of indirect transfers (patients re-admitted from the community to the same or different hospital) is not well studied. This work aims to study the contribution of indirect transfers to the spread of pathogens in a healthcare network. To address this aim, a hybrid network–deterministic model to simulate the spread of multiresistant pathogens in a healthcare system was developed for the region of Lower Saxony (Germany). The model accounts for both, direct and indirect transfers of patients. Intra-hospital pathogen transmission is governed by a SIS model expressed by a system of ordinary differential equations. Our results show that the proposed model reproduces the basic properties of healthcare-associated pathogen spread. They also show the importance of indirect transfers: restricting the pathogen spread to direct transfers only leads to 4.2% system wide prevalence. However, adding indirect transfers leads to an increase in the overall prevalence by a factor of 4 (18%). In addition, we demonstrated that the final prevalence in the individual healthcare facilities depends on average length of stay in a way described by a non-linear concave function. Moreover, we demonstrate that the network parameters of the model may be derived from administrative admission/discharge records. In particular, they are sufficient to obtain inter-hospital transfer probabilities, and to express the patients’ transfers as a Markov process. Using the proposed model, we show that indirect transfers of patients are equally or even more important as direct transfers for the spread of pathogens in a healthcare network.
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spelling pubmed-77283972020-12-17 Modelling pathogen spread in a healthcare network: Indirect patient movements Piotrowska, Monika J. Sakowski, Konrad Karch, André Tahir, Hannan Horn, Johannes Kretzschmar, Mirjam E. Mikolajczyk, Rafael T. PLoS Comput Biol Research Article Inter-hospital patient transfers (direct transfers) between healthcare facilities have been shown to contribute to the spread of pathogens in a healthcare network. However, the impact of indirect transfers (patients re-admitted from the community to the same or different hospital) is not well studied. This work aims to study the contribution of indirect transfers to the spread of pathogens in a healthcare network. To address this aim, a hybrid network–deterministic model to simulate the spread of multiresistant pathogens in a healthcare system was developed for the region of Lower Saxony (Germany). The model accounts for both, direct and indirect transfers of patients. Intra-hospital pathogen transmission is governed by a SIS model expressed by a system of ordinary differential equations. Our results show that the proposed model reproduces the basic properties of healthcare-associated pathogen spread. They also show the importance of indirect transfers: restricting the pathogen spread to direct transfers only leads to 4.2% system wide prevalence. However, adding indirect transfers leads to an increase in the overall prevalence by a factor of 4 (18%). In addition, we demonstrated that the final prevalence in the individual healthcare facilities depends on average length of stay in a way described by a non-linear concave function. Moreover, we demonstrate that the network parameters of the model may be derived from administrative admission/discharge records. In particular, they are sufficient to obtain inter-hospital transfer probabilities, and to express the patients’ transfers as a Markov process. Using the proposed model, we show that indirect transfers of patients are equally or even more important as direct transfers for the spread of pathogens in a healthcare network. Public Library of Science 2020-11-30 /pmc/articles/PMC7728397/ /pubmed/33253154 http://dx.doi.org/10.1371/journal.pcbi.1008442 Text en © 2020 Piotrowska et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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
Piotrowska, Monika J.
Sakowski, Konrad
Karch, André
Tahir, Hannan
Horn, Johannes
Kretzschmar, Mirjam E.
Mikolajczyk, Rafael T.
Modelling pathogen spread in a healthcare network: Indirect patient movements
title Modelling pathogen spread in a healthcare network: Indirect patient movements
title_full Modelling pathogen spread in a healthcare network: Indirect patient movements
title_fullStr Modelling pathogen spread in a healthcare network: Indirect patient movements
title_full_unstemmed Modelling pathogen spread in a healthcare network: Indirect patient movements
title_short Modelling pathogen spread in a healthcare network: Indirect patient movements
title_sort modelling pathogen spread in a healthcare network: indirect patient movements
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7728397/
https://www.ncbi.nlm.nih.gov/pubmed/33253154
http://dx.doi.org/10.1371/journal.pcbi.1008442
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