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An updated meta-analysis of the distribution and prevalence of Borrelia burgdorferi s.l. in ticks in Europe
BACKGROUND: The bacteria of the group Borrelia burgdorferi s.l. are the etiological agents of Lyme borreliosis in humans, transmitted by bites of ticks. Improvement of control measures requires a solid framework of the environmental traits driving its prevalence in ticks. METHODS: We updated a previ...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6319795/ https://www.ncbi.nlm.nih.gov/pubmed/30514310 http://dx.doi.org/10.1186/s12942-018-0163-7 |
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author | Estrada-Peña, Agustín Cutler, Sally Potkonjak, Aleksandar Vassier-Tussaut, Muriel Van Bortel, Wim Zeller, Hervé Fernández-Ruiz, Natalia Mihalca, Andrei Daniel |
author_facet | Estrada-Peña, Agustín Cutler, Sally Potkonjak, Aleksandar Vassier-Tussaut, Muriel Van Bortel, Wim Zeller, Hervé Fernández-Ruiz, Natalia Mihalca, Andrei Daniel |
author_sort | Estrada-Peña, Agustín |
collection | PubMed |
description | BACKGROUND: The bacteria of the group Borrelia burgdorferi s.l. are the etiological agents of Lyme borreliosis in humans, transmitted by bites of ticks. Improvement of control measures requires a solid framework of the environmental traits driving its prevalence in ticks. METHODS: We updated a previous meta-analysis of the reported prevalence of Borrelia burgdorferi s.l. in questing nymphs of Ixodes ricinus with a literature search from January 2010–June 2017. This resulted in 195 new papers providing the prevalence of Bb for 926 geo-referenced records. Previously obtained data (878 records, years 2000–2010) were appended for modelling. The complete dataset contains data from 82,004 questing nymphs, resulting in 558 records of B. afzelii, 404 of B. burgdorferi s.s. (only 80 after the year 2010), 552 of B. garinii, 78 of B. lusitaniae, 61 of B. spielmanii, and 373 of B. valaisiana. We associated the records with explicit coordinates to environmental conditions and to a categorical definition of European landscapes (LANMAP2) looking for a precise definition of the environmental niche of the most reported species of the pathogen, using models based on different classification methods. RESULTS: The most commonly reported species are B. afzelii, B. garinii and B. valaisiana largely overlapping across Europe. Prevalence in ticks is associated with portions of the environmental niche. Highest prevalence occurs in areas of 280°–290° (Kelvin) of mean annual temperature experiencing a small amplitude, steady spring slope, together with high mean values and a moderate spring rise of vegetation vigor. Low prevalence occurs in sites with low and a noteworthy annual amplitude of temperature and the Normalized Difference Vegetation Index (colder areas with abrupt annual changes of vegetation). Models based on support vector machines provided a correct classification rate of the habitat and prevalence of 89.5%. These results confirm the association of prevalence of the three most commonly reported species of B. burgdorferi s.l. in Europe to parts of the environmental niche and provide a statistically tractable framework for analyzing trends under scenarios of climate change. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12942-018-0163-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6319795 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-63197952019-01-08 An updated meta-analysis of the distribution and prevalence of Borrelia burgdorferi s.l. in ticks in Europe Estrada-Peña, Agustín Cutler, Sally Potkonjak, Aleksandar Vassier-Tussaut, Muriel Van Bortel, Wim Zeller, Hervé Fernández-Ruiz, Natalia Mihalca, Andrei Daniel Int J Health Geogr Research BACKGROUND: The bacteria of the group Borrelia burgdorferi s.l. are the etiological agents of Lyme borreliosis in humans, transmitted by bites of ticks. Improvement of control measures requires a solid framework of the environmental traits driving its prevalence in ticks. METHODS: We updated a previous meta-analysis of the reported prevalence of Borrelia burgdorferi s.l. in questing nymphs of Ixodes ricinus with a literature search from January 2010–June 2017. This resulted in 195 new papers providing the prevalence of Bb for 926 geo-referenced records. Previously obtained data (878 records, years 2000–2010) were appended for modelling. The complete dataset contains data from 82,004 questing nymphs, resulting in 558 records of B. afzelii, 404 of B. burgdorferi s.s. (only 80 after the year 2010), 552 of B. garinii, 78 of B. lusitaniae, 61 of B. spielmanii, and 373 of B. valaisiana. We associated the records with explicit coordinates to environmental conditions and to a categorical definition of European landscapes (LANMAP2) looking for a precise definition of the environmental niche of the most reported species of the pathogen, using models based on different classification methods. RESULTS: The most commonly reported species are B. afzelii, B. garinii and B. valaisiana largely overlapping across Europe. Prevalence in ticks is associated with portions of the environmental niche. Highest prevalence occurs in areas of 280°–290° (Kelvin) of mean annual temperature experiencing a small amplitude, steady spring slope, together with high mean values and a moderate spring rise of vegetation vigor. Low prevalence occurs in sites with low and a noteworthy annual amplitude of temperature and the Normalized Difference Vegetation Index (colder areas with abrupt annual changes of vegetation). Models based on support vector machines provided a correct classification rate of the habitat and prevalence of 89.5%. These results confirm the association of prevalence of the three most commonly reported species of B. burgdorferi s.l. in Europe to parts of the environmental niche and provide a statistically tractable framework for analyzing trends under scenarios of climate change. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12942-018-0163-7) contains supplementary material, which is available to authorized users. BioMed Central 2018-12-04 /pmc/articles/PMC6319795/ /pubmed/30514310 http://dx.doi.org/10.1186/s12942-018-0163-7 Text en © The Author(s) 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Estrada-Peña, Agustín Cutler, Sally Potkonjak, Aleksandar Vassier-Tussaut, Muriel Van Bortel, Wim Zeller, Hervé Fernández-Ruiz, Natalia Mihalca, Andrei Daniel An updated meta-analysis of the distribution and prevalence of Borrelia burgdorferi s.l. in ticks in Europe |
title | An updated meta-analysis of the distribution and prevalence of Borrelia burgdorferi s.l. in ticks in Europe |
title_full | An updated meta-analysis of the distribution and prevalence of Borrelia burgdorferi s.l. in ticks in Europe |
title_fullStr | An updated meta-analysis of the distribution and prevalence of Borrelia burgdorferi s.l. in ticks in Europe |
title_full_unstemmed | An updated meta-analysis of the distribution and prevalence of Borrelia burgdorferi s.l. in ticks in Europe |
title_short | An updated meta-analysis of the distribution and prevalence of Borrelia burgdorferi s.l. in ticks in Europe |
title_sort | updated meta-analysis of the distribution and prevalence of borrelia burgdorferi s.l. in ticks in europe |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6319795/ https://www.ncbi.nlm.nih.gov/pubmed/30514310 http://dx.doi.org/10.1186/s12942-018-0163-7 |
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