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Correlation between airborne pollen data and the risk of tick-borne encephalitis in northern Italy
Tick-borne encephalitis (TBE) is caused by a flavivirus that infects animals including humans. In Europe, the TBE virus circulates enzootically in natural foci among ticks and rodent hosts. The abundance of ticks depends on the abundance of rodent hosts, which in turn depends on the availability of...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10203324/ https://www.ncbi.nlm.nih.gov/pubmed/37217780 http://dx.doi.org/10.1038/s41598-023-35478-w |
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author | Marini, Giovanni Tagliapietra, Valentina Cristofolini, Fabiana Cristofori, Antonella Dagostin, Francesca Zuccali, Maria Grazia Molinaro, Silvia Gottardini, Elena Rizzoli, Annapaola |
author_facet | Marini, Giovanni Tagliapietra, Valentina Cristofolini, Fabiana Cristofori, Antonella Dagostin, Francesca Zuccali, Maria Grazia Molinaro, Silvia Gottardini, Elena Rizzoli, Annapaola |
author_sort | Marini, Giovanni |
collection | PubMed |
description | Tick-borne encephalitis (TBE) is caused by a flavivirus that infects animals including humans. In Europe, the TBE virus circulates enzootically in natural foci among ticks and rodent hosts. The abundance of ticks depends on the abundance of rodent hosts, which in turn depends on the availability of food resources, such as tree seeds. Trees can exhibit large inter-annual fluctuations in seed production (masting), which influences the abundance of rodents the following year, and the abundance of nymphal ticks two years later. Thus, the biology of this system predicts a 2-year time lag between masting and the incidence of tick-borne diseases such as TBE. As airborne pollen abundance is related to masting, we investigated whether inter-annual variation in pollen load could be directly correlated with inter-annual variation in the incidence of TBE in human populations with a 2-year time lag. We focused our study on the province of Trento (northern Italy), where 206 TBE cases were notified between 1992 and 2020. We tested the relationship between TBE incidence and pollen load collected from 1989 to 2020 for 7 different tree species common in our study area. Through univariate analysis we found that the pollen quantities recorded two years prior for two tree species, hop-hornbeam (Ostrya carpinifolia) and downy oak (Quercus pubescens), were positively correlated with TBE emergence (R(2) = 0.2) while a multivariate model with both tree species better explained the variation in annual TBE incidence (R(2) = 0.34). To the best of our knowledge, this is the first attempt at quantifying the correlation between pollen quantities and the incidence of TBE in human populations. As pollen loads are collected by widespread aerobiological networks using standardized procedures, our study could be easily replicated to test their potential as early warning system for TBE and other tick-borne diseases. |
format | Online Article Text |
id | pubmed-10203324 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-102033242023-05-24 Correlation between airborne pollen data and the risk of tick-borne encephalitis in northern Italy Marini, Giovanni Tagliapietra, Valentina Cristofolini, Fabiana Cristofori, Antonella Dagostin, Francesca Zuccali, Maria Grazia Molinaro, Silvia Gottardini, Elena Rizzoli, Annapaola Sci Rep Article Tick-borne encephalitis (TBE) is caused by a flavivirus that infects animals including humans. In Europe, the TBE virus circulates enzootically in natural foci among ticks and rodent hosts. The abundance of ticks depends on the abundance of rodent hosts, which in turn depends on the availability of food resources, such as tree seeds. Trees can exhibit large inter-annual fluctuations in seed production (masting), which influences the abundance of rodents the following year, and the abundance of nymphal ticks two years later. Thus, the biology of this system predicts a 2-year time lag between masting and the incidence of tick-borne diseases such as TBE. As airborne pollen abundance is related to masting, we investigated whether inter-annual variation in pollen load could be directly correlated with inter-annual variation in the incidence of TBE in human populations with a 2-year time lag. We focused our study on the province of Trento (northern Italy), where 206 TBE cases were notified between 1992 and 2020. We tested the relationship between TBE incidence and pollen load collected from 1989 to 2020 for 7 different tree species common in our study area. Through univariate analysis we found that the pollen quantities recorded two years prior for two tree species, hop-hornbeam (Ostrya carpinifolia) and downy oak (Quercus pubescens), were positively correlated with TBE emergence (R(2) = 0.2) while a multivariate model with both tree species better explained the variation in annual TBE incidence (R(2) = 0.34). To the best of our knowledge, this is the first attempt at quantifying the correlation between pollen quantities and the incidence of TBE in human populations. As pollen loads are collected by widespread aerobiological networks using standardized procedures, our study could be easily replicated to test their potential as early warning system for TBE and other tick-borne diseases. Nature Publishing Group UK 2023-05-22 /pmc/articles/PMC10203324/ /pubmed/37217780 http://dx.doi.org/10.1038/s41598-023-35478-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Marini, Giovanni Tagliapietra, Valentina Cristofolini, Fabiana Cristofori, Antonella Dagostin, Francesca Zuccali, Maria Grazia Molinaro, Silvia Gottardini, Elena Rizzoli, Annapaola Correlation between airborne pollen data and the risk of tick-borne encephalitis in northern Italy |
title | Correlation between airborne pollen data and the risk of tick-borne encephalitis in northern Italy |
title_full | Correlation between airborne pollen data and the risk of tick-borne encephalitis in northern Italy |
title_fullStr | Correlation between airborne pollen data and the risk of tick-borne encephalitis in northern Italy |
title_full_unstemmed | Correlation between airborne pollen data and the risk of tick-borne encephalitis in northern Italy |
title_short | Correlation between airborne pollen data and the risk of tick-borne encephalitis in northern Italy |
title_sort | correlation between airborne pollen data and the risk of tick-borne encephalitis in northern italy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10203324/ https://www.ncbi.nlm.nih.gov/pubmed/37217780 http://dx.doi.org/10.1038/s41598-023-35478-w |
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