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Surface soil metal elements variability affected by environmental and soil properties
Identifying the factors controlling the spatial variability of soil metal elements could be a challenge task due to the interaction of environmental attributes and human activities. This study aimed to investigate the critical explanatory variables controlling total Ca, Cd, Cr, Cu, Zn, Fe, Mn, Mg, P...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8297850/ https://www.ncbi.nlm.nih.gov/pubmed/34293020 http://dx.doi.org/10.1371/journal.pone.0254928 |
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author | Wu, Wei Li, Yu Yan, Mingshu Yang, Lechao Lei, Jiali Liu, Hong-Bin |
author_facet | Wu, Wei Li, Yu Yan, Mingshu Yang, Lechao Lei, Jiali Liu, Hong-Bin |
author_sort | Wu, Wei |
collection | PubMed |
description | Identifying the factors controlling the spatial variability of soil metal elements could be a challenge task due to the interaction of environmental attributes and human activities. This study aimed to investigate the critical explanatory variables controlling total Ca, Cd, Cr, Cu, Zn, Fe, Mn, Mg, Pb, and Zn variations in the arable topsoil using classical statistics, principal component analysis, and random forest techniques. The work was conducted in the core region of the Three Gorges Reservoir of China. The explanatory variables included soil, topography, climate, vegetation, land use type, and distance-related parameters. Average concentrations of the metal elements were in order of Fe > Mg > Ca > Mn > Zn > Cr > Ni > Pb > Cu > Cd. Soil Cr, Fe, and Pb showed low variability while others presented medium variability. Average concentrations of Cr, Fe, Cd, and Mg exceeded their corresponding background values. There were highly positive correlations between all metal elements except Pb, Cd and Cr. The principal component analysis further demonstrated that the sources of Pb, Cd, and Cr differed with other elements. The results of random forest suggested that soil properties followed by topography were critical parameters affecting the variations of Ca, Mg, Mn, Fe, Ni, Zn, and Cu. Agricultural activities and soil properties were major factors controlling the variations of Pb, Cr, and Cd. Further study should be conducted to understand the relations between the metal elements and soil properties. |
format | Online Article Text |
id | pubmed-8297850 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-82978502021-07-31 Surface soil metal elements variability affected by environmental and soil properties Wu, Wei Li, Yu Yan, Mingshu Yang, Lechao Lei, Jiali Liu, Hong-Bin PLoS One Research Article Identifying the factors controlling the spatial variability of soil metal elements could be a challenge task due to the interaction of environmental attributes and human activities. This study aimed to investigate the critical explanatory variables controlling total Ca, Cd, Cr, Cu, Zn, Fe, Mn, Mg, Pb, and Zn variations in the arable topsoil using classical statistics, principal component analysis, and random forest techniques. The work was conducted in the core region of the Three Gorges Reservoir of China. The explanatory variables included soil, topography, climate, vegetation, land use type, and distance-related parameters. Average concentrations of the metal elements were in order of Fe > Mg > Ca > Mn > Zn > Cr > Ni > Pb > Cu > Cd. Soil Cr, Fe, and Pb showed low variability while others presented medium variability. Average concentrations of Cr, Fe, Cd, and Mg exceeded their corresponding background values. There were highly positive correlations between all metal elements except Pb, Cd and Cr. The principal component analysis further demonstrated that the sources of Pb, Cd, and Cr differed with other elements. The results of random forest suggested that soil properties followed by topography were critical parameters affecting the variations of Ca, Mg, Mn, Fe, Ni, Zn, and Cu. Agricultural activities and soil properties were major factors controlling the variations of Pb, Cr, and Cd. Further study should be conducted to understand the relations between the metal elements and soil properties. Public Library of Science 2021-07-22 /pmc/articles/PMC8297850/ /pubmed/34293020 http://dx.doi.org/10.1371/journal.pone.0254928 Text en © 2021 Wu et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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 Wu, Wei Li, Yu Yan, Mingshu Yang, Lechao Lei, Jiali Liu, Hong-Bin Surface soil metal elements variability affected by environmental and soil properties |
title | Surface soil metal elements variability affected by environmental and soil properties |
title_full | Surface soil metal elements variability affected by environmental and soil properties |
title_fullStr | Surface soil metal elements variability affected by environmental and soil properties |
title_full_unstemmed | Surface soil metal elements variability affected by environmental and soil properties |
title_short | Surface soil metal elements variability affected by environmental and soil properties |
title_sort | surface soil metal elements variability affected by environmental and soil properties |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8297850/ https://www.ncbi.nlm.nih.gov/pubmed/34293020 http://dx.doi.org/10.1371/journal.pone.0254928 |
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