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Analysis of Influenza and RSV dynamics in the community using a ‘Local Transmission Zone’ approach

Understanding the dynamics of pathogen spread within urban areas is critical for the effective prevention and containment of communicable diseases. At these relatively small geographic scales, short-distance interactions and tightly knit sub-networks dominate the dynamics of pathogen transmission; y...

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Autores principales: Almogy, Gal, Stone, Lewi, Bernevig, B. Andrei, Wolf, Dana G., Dorozko, Marina, Moses, Allon E., Nir-Paz, Ran
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5299452/
https://www.ncbi.nlm.nih.gov/pubmed/28181554
http://dx.doi.org/10.1038/srep42012
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author Almogy, Gal
Stone, Lewi
Bernevig, B. Andrei
Wolf, Dana G.
Dorozko, Marina
Moses, Allon E.
Nir-Paz, Ran
author_facet Almogy, Gal
Stone, Lewi
Bernevig, B. Andrei
Wolf, Dana G.
Dorozko, Marina
Moses, Allon E.
Nir-Paz, Ran
author_sort Almogy, Gal
collection PubMed
description Understanding the dynamics of pathogen spread within urban areas is critical for the effective prevention and containment of communicable diseases. At these relatively small geographic scales, short-distance interactions and tightly knit sub-networks dominate the dynamics of pathogen transmission; yet, the effective boundaries of these micro-scale groups are generally not known and often ignored. Using clinical test results from hospital admitted patients we analyze the spatio-temporal distribution of Influenza Like Illness (ILI) in the city of Jerusalem over a period of three winter seasons. We demonstrate that this urban area is not a single, perfectly mixed ecology, but is in fact comprised of a set of more basic, relatively independent pathogen transmission units, which we term here Local Transmission Zones, LTZs. By identifying these LTZs, and using the dynamic pathogen-content information contained within them, we are able to differentiate between disease-causes at the individual patient level often with near-perfect predictive accuracy.
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spelling pubmed-52994522017-02-13 Analysis of Influenza and RSV dynamics in the community using a ‘Local Transmission Zone’ approach Almogy, Gal Stone, Lewi Bernevig, B. Andrei Wolf, Dana G. Dorozko, Marina Moses, Allon E. Nir-Paz, Ran Sci Rep Article Understanding the dynamics of pathogen spread within urban areas is critical for the effective prevention and containment of communicable diseases. At these relatively small geographic scales, short-distance interactions and tightly knit sub-networks dominate the dynamics of pathogen transmission; yet, the effective boundaries of these micro-scale groups are generally not known and often ignored. Using clinical test results from hospital admitted patients we analyze the spatio-temporal distribution of Influenza Like Illness (ILI) in the city of Jerusalem over a period of three winter seasons. We demonstrate that this urban area is not a single, perfectly mixed ecology, but is in fact comprised of a set of more basic, relatively independent pathogen transmission units, which we term here Local Transmission Zones, LTZs. By identifying these LTZs, and using the dynamic pathogen-content information contained within them, we are able to differentiate between disease-causes at the individual patient level often with near-perfect predictive accuracy. Nature Publishing Group 2017-02-09 /pmc/articles/PMC5299452/ /pubmed/28181554 http://dx.doi.org/10.1038/srep42012 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Almogy, Gal
Stone, Lewi
Bernevig, B. Andrei
Wolf, Dana G.
Dorozko, Marina
Moses, Allon E.
Nir-Paz, Ran
Analysis of Influenza and RSV dynamics in the community using a ‘Local Transmission Zone’ approach
title Analysis of Influenza and RSV dynamics in the community using a ‘Local Transmission Zone’ approach
title_full Analysis of Influenza and RSV dynamics in the community using a ‘Local Transmission Zone’ approach
title_fullStr Analysis of Influenza and RSV dynamics in the community using a ‘Local Transmission Zone’ approach
title_full_unstemmed Analysis of Influenza and RSV dynamics in the community using a ‘Local Transmission Zone’ approach
title_short Analysis of Influenza and RSV dynamics in the community using a ‘Local Transmission Zone’ approach
title_sort analysis of influenza and rsv dynamics in the community using a ‘local transmission zone’ approach
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5299452/
https://www.ncbi.nlm.nih.gov/pubmed/28181554
http://dx.doi.org/10.1038/srep42012
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