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Modelling spatial patterns of correlations between concentrations of heavy metals in mosses and atmospheric deposition in 2010 across Europe
BACKGROUND: This paper aims to investigate the correlations between the concentrations of nine heavy metals in moss and atmospheric deposition within ecological land classes covering Europe. Additionally, it is examined to what extent the statistical relations are affected by the land use around the...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6302881/ https://www.ncbi.nlm.nih.gov/pubmed/30613461 http://dx.doi.org/10.1186/s12302-018-0183-8 |
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author | Nickel, Stefan Schröder, Winfried Schmalfuss, Roman Saathoff, Maike Harmens, Harry Mills, Gina Frontasyeva, Marina V. Barandovski, Lambe Blum, Oleg Carballeira, Alejo de Temmerman, Ludwig Dunaev, Anatoly M. Ene, Antoaneta Fagerli, Hilde Godzik, Barbara Ilyin, Ilia Jonkers, Sander Jeran, Zvonka Lazo, Pranvera Leblond, Sebastien Liiv, Siiri Mankovska, Blanka Núñez-Olivera, Encarnación Piispanen, Juha Poikolainen, Jarmo Popescu, Ion V. Qarri, Flora Santamaria, Jesus Miguel Schaap, Martijn Skudnik, Mitja Špirić, Zdravko Stafilov, Trajce Steinnes, Eiliv Stihi, Claudia Suchara, Ivan Uggerud, Hilde Thelle Zechmeister, Harald G. |
author_facet | Nickel, Stefan Schröder, Winfried Schmalfuss, Roman Saathoff, Maike Harmens, Harry Mills, Gina Frontasyeva, Marina V. Barandovski, Lambe Blum, Oleg Carballeira, Alejo de Temmerman, Ludwig Dunaev, Anatoly M. Ene, Antoaneta Fagerli, Hilde Godzik, Barbara Ilyin, Ilia Jonkers, Sander Jeran, Zvonka Lazo, Pranvera Leblond, Sebastien Liiv, Siiri Mankovska, Blanka Núñez-Olivera, Encarnación Piispanen, Juha Poikolainen, Jarmo Popescu, Ion V. Qarri, Flora Santamaria, Jesus Miguel Schaap, Martijn Skudnik, Mitja Špirić, Zdravko Stafilov, Trajce Steinnes, Eiliv Stihi, Claudia Suchara, Ivan Uggerud, Hilde Thelle Zechmeister, Harald G. |
author_sort | Nickel, Stefan |
collection | PubMed |
description | BACKGROUND: This paper aims to investigate the correlations between the concentrations of nine heavy metals in moss and atmospheric deposition within ecological land classes covering Europe. Additionally, it is examined to what extent the statistical relations are affected by the land use around the moss sampling sites. Based on moss data collected in 2010/2011 throughout Europe and data on total atmospheric deposition modelled by two chemical transport models (EMEP MSC-E, LOTOS-EUROS), correlation coefficients between concentrations of heavy metals in moss and in modelled atmospheric deposition were specified for spatial subsamples defined by ecological land classes of Europe (ELCE) as a spatial reference system. Linear discriminant analysis (LDA) and logistic regression (LR) were then used to separate moss sampling sites regarding their contribution to the strength of correlation considering the areal percentage of urban, agricultural and forestry land use around the sampling location. After verification LDA models by LR, LDA models were used to transform spatial information on the land use to maps of potential correlation levels, applicable for future network planning in the European Moss Survey. RESULTS: Correlations between concentrations of heavy metals in moss and in modelled atmospheric deposition were found to be specific for elements and ELCE units. Land use around the sampling sites mainly influences the correlation level. Small radiuses around the sampling sites examined (5 km) are more relevant for Cd, Cu, Ni, and Zn, while the areal percentage of urban and agricultural land use within large radiuses (75–100 km) is more relevant for As, Cr, Hg, Pb, and V. Most valid LDA models pattern with error rates of < 40% were found for As, Cr, Cu, Hg, Pb, and V. Land use-dependent predictions of spatial patterns split up Europe into investigation areas revealing potentially high (= above-average) or low (= below-average) correlation coefficients. CONCLUSIONS: LDA is an eligible method identifying and ranking boundary conditions of correlations between atmospheric deposition and respective concentrations of heavy metals in moss and related mapping considering the influence of the land use around moss sampling sites. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12302-018-0183-8) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6302881 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-63028812019-01-04 Modelling spatial patterns of correlations between concentrations of heavy metals in mosses and atmospheric deposition in 2010 across Europe Nickel, Stefan Schröder, Winfried Schmalfuss, Roman Saathoff, Maike Harmens, Harry Mills, Gina Frontasyeva, Marina V. Barandovski, Lambe Blum, Oleg Carballeira, Alejo de Temmerman, Ludwig Dunaev, Anatoly M. Ene, Antoaneta Fagerli, Hilde Godzik, Barbara Ilyin, Ilia Jonkers, Sander Jeran, Zvonka Lazo, Pranvera Leblond, Sebastien Liiv, Siiri Mankovska, Blanka Núñez-Olivera, Encarnación Piispanen, Juha Poikolainen, Jarmo Popescu, Ion V. Qarri, Flora Santamaria, Jesus Miguel Schaap, Martijn Skudnik, Mitja Špirić, Zdravko Stafilov, Trajce Steinnes, Eiliv Stihi, Claudia Suchara, Ivan Uggerud, Hilde Thelle Zechmeister, Harald G. Environ Sci Eur Research BACKGROUND: This paper aims to investigate the correlations between the concentrations of nine heavy metals in moss and atmospheric deposition within ecological land classes covering Europe. Additionally, it is examined to what extent the statistical relations are affected by the land use around the moss sampling sites. Based on moss data collected in 2010/2011 throughout Europe and data on total atmospheric deposition modelled by two chemical transport models (EMEP MSC-E, LOTOS-EUROS), correlation coefficients between concentrations of heavy metals in moss and in modelled atmospheric deposition were specified for spatial subsamples defined by ecological land classes of Europe (ELCE) as a spatial reference system. Linear discriminant analysis (LDA) and logistic regression (LR) were then used to separate moss sampling sites regarding their contribution to the strength of correlation considering the areal percentage of urban, agricultural and forestry land use around the sampling location. After verification LDA models by LR, LDA models were used to transform spatial information on the land use to maps of potential correlation levels, applicable for future network planning in the European Moss Survey. RESULTS: Correlations between concentrations of heavy metals in moss and in modelled atmospheric deposition were found to be specific for elements and ELCE units. Land use around the sampling sites mainly influences the correlation level. Small radiuses around the sampling sites examined (5 km) are more relevant for Cd, Cu, Ni, and Zn, while the areal percentage of urban and agricultural land use within large radiuses (75–100 km) is more relevant for As, Cr, Hg, Pb, and V. Most valid LDA models pattern with error rates of < 40% were found for As, Cr, Cu, Hg, Pb, and V. Land use-dependent predictions of spatial patterns split up Europe into investigation areas revealing potentially high (= above-average) or low (= below-average) correlation coefficients. CONCLUSIONS: LDA is an eligible method identifying and ranking boundary conditions of correlations between atmospheric deposition and respective concentrations of heavy metals in moss and related mapping considering the influence of the land use around moss sampling sites. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12302-018-0183-8) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2018-12-21 2018 /pmc/articles/PMC6302881/ /pubmed/30613461 http://dx.doi.org/10.1186/s12302-018-0183-8 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. |
spellingShingle | Research Nickel, Stefan Schröder, Winfried Schmalfuss, Roman Saathoff, Maike Harmens, Harry Mills, Gina Frontasyeva, Marina V. Barandovski, Lambe Blum, Oleg Carballeira, Alejo de Temmerman, Ludwig Dunaev, Anatoly M. Ene, Antoaneta Fagerli, Hilde Godzik, Barbara Ilyin, Ilia Jonkers, Sander Jeran, Zvonka Lazo, Pranvera Leblond, Sebastien Liiv, Siiri Mankovska, Blanka Núñez-Olivera, Encarnación Piispanen, Juha Poikolainen, Jarmo Popescu, Ion V. Qarri, Flora Santamaria, Jesus Miguel Schaap, Martijn Skudnik, Mitja Špirić, Zdravko Stafilov, Trajce Steinnes, Eiliv Stihi, Claudia Suchara, Ivan Uggerud, Hilde Thelle Zechmeister, Harald G. Modelling spatial patterns of correlations between concentrations of heavy metals in mosses and atmospheric deposition in 2010 across Europe |
title | Modelling spatial patterns of correlations between concentrations of heavy metals in mosses and atmospheric deposition in 2010 across Europe |
title_full | Modelling spatial patterns of correlations between concentrations of heavy metals in mosses and atmospheric deposition in 2010 across Europe |
title_fullStr | Modelling spatial patterns of correlations between concentrations of heavy metals in mosses and atmospheric deposition in 2010 across Europe |
title_full_unstemmed | Modelling spatial patterns of correlations between concentrations of heavy metals in mosses and atmospheric deposition in 2010 across Europe |
title_short | Modelling spatial patterns of correlations between concentrations of heavy metals in mosses and atmospheric deposition in 2010 across Europe |
title_sort | modelling spatial patterns of correlations between concentrations of heavy metals in mosses and atmospheric deposition in 2010 across europe |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6302881/ https://www.ncbi.nlm.nih.gov/pubmed/30613461 http://dx.doi.org/10.1186/s12302-018-0183-8 |
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