Cargando…

Application of Geostatistical Analysis and Random Forest for Source Analysis and Human Health Risk Assessment of Potentially Toxic Elements (PTEs) in Arable Land Soil

Arable land soil is one of the most precious natural resources of Earth, it provides the fundamental material and numerous resources essential for the development of human society. To determine the pollution of potential toxic factors in the surface soil of cultivated land and its risks to human hea...

Descripción completa

Detalles Bibliográficos
Autores principales: Xiao, Liang, Zhou, Yong, Huang, He, Liu, Yu-Jie, Li, Ke, Li, Meng-Yao, Tian, Yang, Wu, Fei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7763655/
https://www.ncbi.nlm.nih.gov/pubmed/33322666
http://dx.doi.org/10.3390/ijerph17249296
_version_ 1783628069890686976
author Xiao, Liang
Zhou, Yong
Huang, He
Liu, Yu-Jie
Li, Ke
Li, Meng-Yao
Tian, Yang
Wu, Fei
author_facet Xiao, Liang
Zhou, Yong
Huang, He
Liu, Yu-Jie
Li, Ke
Li, Meng-Yao
Tian, Yang
Wu, Fei
author_sort Xiao, Liang
collection PubMed
description Arable land soil is one of the most precious natural resources of Earth, it provides the fundamental material and numerous resources essential for the development of human society. To determine the pollution of potential toxic factors in the surface soil of cultivated land and its risks to human health, concentrations of five different potentially toxic elements (PTEs) were detected in 1109 soil samples collected in Xiangzhou, China, in 2019. In this study, health risk assessment was used to judge the degree of pollution in the study area, the result of Geographic Information System (GIS) was as used to research the spatial distribution characteristics of PTEs, and random forest (RF) was used to assess the natural and man-made influencing factors. We investigated the sources of PTEs through quantifying the indicators, which gave further insights. The main results are: (1) In arable land soil, the average content of PTEs is 0.14 mg/kg cadmium (Cd), 0.05 mg/kg mercury (Hg), 12.89 mg/kg arsenic (As), 29.23 mg/kg lead (Pb), and 78.58 mg/kg chromium (Cr), respectively. The content of As and Pb outpaced the background value of Hubei soil. (2) The human health risk assessment in Xiangzhou indicates that the most important exposure pathway is soil ingestion, occupied about 99% to health risks of PTEs; non-carcinogenic risk from exposure to As, Pb and Cr in soil was higher than the limit (overall potential risk index, HI > 1) for both children and adults. Moreover, carcinogenic risk postured by Cd, Cr, and As was higher than the limit (10(−4)) through soil exposure for both children and adults, indicating that Cd, As, Pb and Cr in soil have significant effect on people’s health through exposure. (3) We found that the increased PTEs in the arable land soil mainly originated from potential water sources, air and soil pollution sources, breeding farms, and mining areas.
format Online
Article
Text
id pubmed-7763655
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-77636552020-12-27 Application of Geostatistical Analysis and Random Forest for Source Analysis and Human Health Risk Assessment of Potentially Toxic Elements (PTEs) in Arable Land Soil Xiao, Liang Zhou, Yong Huang, He Liu, Yu-Jie Li, Ke Li, Meng-Yao Tian, Yang Wu, Fei Int J Environ Res Public Health Article Arable land soil is one of the most precious natural resources of Earth, it provides the fundamental material and numerous resources essential for the development of human society. To determine the pollution of potential toxic factors in the surface soil of cultivated land and its risks to human health, concentrations of five different potentially toxic elements (PTEs) were detected in 1109 soil samples collected in Xiangzhou, China, in 2019. In this study, health risk assessment was used to judge the degree of pollution in the study area, the result of Geographic Information System (GIS) was as used to research the spatial distribution characteristics of PTEs, and random forest (RF) was used to assess the natural and man-made influencing factors. We investigated the sources of PTEs through quantifying the indicators, which gave further insights. The main results are: (1) In arable land soil, the average content of PTEs is 0.14 mg/kg cadmium (Cd), 0.05 mg/kg mercury (Hg), 12.89 mg/kg arsenic (As), 29.23 mg/kg lead (Pb), and 78.58 mg/kg chromium (Cr), respectively. The content of As and Pb outpaced the background value of Hubei soil. (2) The human health risk assessment in Xiangzhou indicates that the most important exposure pathway is soil ingestion, occupied about 99% to health risks of PTEs; non-carcinogenic risk from exposure to As, Pb and Cr in soil was higher than the limit (overall potential risk index, HI > 1) for both children and adults. Moreover, carcinogenic risk postured by Cd, Cr, and As was higher than the limit (10(−4)) through soil exposure for both children and adults, indicating that Cd, As, Pb and Cr in soil have significant effect on people’s health through exposure. (3) We found that the increased PTEs in the arable land soil mainly originated from potential water sources, air and soil pollution sources, breeding farms, and mining areas. MDPI 2020-12-12 2020-12 /pmc/articles/PMC7763655/ /pubmed/33322666 http://dx.doi.org/10.3390/ijerph17249296 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Xiao, Liang
Zhou, Yong
Huang, He
Liu, Yu-Jie
Li, Ke
Li, Meng-Yao
Tian, Yang
Wu, Fei
Application of Geostatistical Analysis and Random Forest for Source Analysis and Human Health Risk Assessment of Potentially Toxic Elements (PTEs) in Arable Land Soil
title Application of Geostatistical Analysis and Random Forest for Source Analysis and Human Health Risk Assessment of Potentially Toxic Elements (PTEs) in Arable Land Soil
title_full Application of Geostatistical Analysis and Random Forest for Source Analysis and Human Health Risk Assessment of Potentially Toxic Elements (PTEs) in Arable Land Soil
title_fullStr Application of Geostatistical Analysis and Random Forest for Source Analysis and Human Health Risk Assessment of Potentially Toxic Elements (PTEs) in Arable Land Soil
title_full_unstemmed Application of Geostatistical Analysis and Random Forest for Source Analysis and Human Health Risk Assessment of Potentially Toxic Elements (PTEs) in Arable Land Soil
title_short Application of Geostatistical Analysis and Random Forest for Source Analysis and Human Health Risk Assessment of Potentially Toxic Elements (PTEs) in Arable Land Soil
title_sort application of geostatistical analysis and random forest for source analysis and human health risk assessment of potentially toxic elements (ptes) in arable land soil
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7763655/
https://www.ncbi.nlm.nih.gov/pubmed/33322666
http://dx.doi.org/10.3390/ijerph17249296
work_keys_str_mv AT xiaoliang applicationofgeostatisticalanalysisandrandomforestforsourceanalysisandhumanhealthriskassessmentofpotentiallytoxicelementsptesinarablelandsoil
AT zhouyong applicationofgeostatisticalanalysisandrandomforestforsourceanalysisandhumanhealthriskassessmentofpotentiallytoxicelementsptesinarablelandsoil
AT huanghe applicationofgeostatisticalanalysisandrandomforestforsourceanalysisandhumanhealthriskassessmentofpotentiallytoxicelementsptesinarablelandsoil
AT liuyujie applicationofgeostatisticalanalysisandrandomforestforsourceanalysisandhumanhealthriskassessmentofpotentiallytoxicelementsptesinarablelandsoil
AT like applicationofgeostatisticalanalysisandrandomforestforsourceanalysisandhumanhealthriskassessmentofpotentiallytoxicelementsptesinarablelandsoil
AT limengyao applicationofgeostatisticalanalysisandrandomforestforsourceanalysisandhumanhealthriskassessmentofpotentiallytoxicelementsptesinarablelandsoil
AT tianyang applicationofgeostatisticalanalysisandrandomforestforsourceanalysisandhumanhealthriskassessmentofpotentiallytoxicelementsptesinarablelandsoil
AT wufei applicationofgeostatisticalanalysisandrandomforestforsourceanalysisandhumanhealthriskassessmentofpotentiallytoxicelementsptesinarablelandsoil