IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v17y2020i24p9296-d460951.html
   My bibliography  Save this article

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

Author

Listed:
  • Liang Xiao

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Yong Zhou

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • He Huang

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Yu-Jie Liu

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Ke Li

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Meng-Yao Li

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Yang Tian

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Fei Wu

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

Abstract

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.

Suggested Citation

  • Liang Xiao & Yong Zhou & He Huang & Yu-Jie Liu & Ke Li & Meng-Yao Li & Yang Tian & Fei Wu, 2020. "Application of Geostatistical Analysis and Random Forest for Source Analysis and Human Health Risk Assessment of Potentially Toxic Elements (PTEs) in Arable Land Soil," IJERPH, MDPI, vol. 17(24), pages 1-19, December.
  • Handle: RePEc:gam:jijerp:v:17:y:2020:i:24:p:9296-:d:460951
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/17/24/9296/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/17/24/9296/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Qing Ma & Lina Han & Jiquan Zhang & Yichen Zhang & Qiuling Lang & Fengxu Li & Aru Han & Yongbin Bao & Kaiwei Li & Si Alu, 2019. "Environmental Risk Assessment of Metals in the Volcanic Soil of Changbai Mountain," IJERPH, MDPI, vol. 16(11), pages 1-17, June.
    2. Eid I. Brima, 2017. "Toxic Elements in Different Medicinal Plants and the Impact on Human Health," IJERPH, MDPI, vol. 14(10), pages 1-9, October.
    3. He Huang & Yong Zhou & Yujie Liu & Ke Li & Liang Xiao & Mengyao Li & Yang Tian & Fei Wu, 2020. "Assessment of Anthropogenic Sources of Potentially Toxic Elements in Soil from Arable Land Using Multivariate Statistical Analysis and Random Forest Analysis," Sustainability, MDPI, vol. 12(20), pages 1-14, October.
    4. Yaser Yousefi & Nader Karballaeezadeh & Dariush Moazami & Amirhossein Sanaei Zahed & Danial Mohammadzadeh S. & Amir Mosavi, 2020. "Improving Aviation Safety through Modeling Accident Risk Assessment of Runway," IJERPH, MDPI, vol. 17(17), pages 1-36, August.
    5. Wushuang Xie & Chi Peng & Hongtao Wang & Weiping Chen, 2017. "Health Risk Assessment of Trace Metals in Various Environmental Media, Crops and Human Hair from a Mining Affected Area," IJERPH, MDPI, vol. 14(12), pages 1-13, December.
    6. Paulina Traczyk & Agnieszka Gruszecka-Kosowska, 2020. "The Condition of Air Pollution in Kraków, Poland, in 2005–2020, with Health Risk Assessment," IJERPH, MDPI, vol. 17(17), pages 1-22, August.
    7. Xin Luo & Bozhi Ren & Andrew S. Hursthouse & Jonathan R. M. Thacker & Zhenghua Wang, 2020. "Soil from an Abandoned Manganese Mining Area (Hunan, China): Significance of Health Risk from Potentially Toxic Element Pollution and Its Spatial Context," IJERPH, MDPI, vol. 17(18), pages 1-15, September.
    8. Sonomdagva Chonokhuu & Chultem Batbold & Byambatseren Chuluunpurev & Enkhchimeg Battsengel & Batsuren Dorjsuren & Batdelger Byambaa, 2019. "Contamination and Health Risk Assessment of Heavy Metals in the Soil of Major Cities in Mongolia," IJERPH, MDPI, vol. 16(14), pages 1-15, July.
    9. Enkhchimeg Battsengel & Takehiko Murayama & Keisuke Fukushi & Shigeo Nishikizawa & Sonomdagva Chonokhuu & Altansukh Ochir & Solongo Tsetsgee & Davaadorj Davaasuren, 2020. "Ecological and Human Health Risk Assessment of Heavy Metal Pollution in the Soil of the Ger District in Ulaanbaatar, Mongolia," IJERPH, MDPI, vol. 17(13), pages 1-21, June.
    10. Josse, Julie & Husson, François, 2012. "Selecting the number of components in principal component analysis using cross-validation approximations," Computational Statistics & Data Analysis, Elsevier, vol. 56(6), pages 1869-1879.
    11. Raimundo Jiménez-Ballesta & Sandra Bravo & Jose A. Amorós & Caridad Pérez-de los Reyes & Rosario García-Giménez & Pablo Higueras & Francisco J. García-Navarro, 2020. "Mineralogical and Geochemical Nature of Calcareous Vineyard Soils from Alcubillas (La Mancha, Central Spain)," IJERPH, MDPI, vol. 17(17), pages 1-13, August.
    12. Luana C. S. Leite & Elaine S. de P. Melo & Daniela G. Arakaki & Elisvânia F. dos Santos & Valter A. do Nascimento, 2020. "Human Health Risk Assessment through Roasted Meats Consumption," IJERPH, MDPI, vol. 17(18), pages 1-23, September.
    13. Kristine Ek & Alexandre Mathern & Rasmus Rempling & Petra Brinkhoff & Mats Karlsson & Malin Norin, 2020. "Life Cycle Sustainability Performance Assessment Method for Comparison of Civil Engineering Works Design Concepts: Case Study of a Bridge," IJERPH, MDPI, vol. 17(21), pages 1-34, October.
    14. Junnan Xiong & Chongchong Ye & Tiancai Zhou & Weiming Cheng, 2019. "Health Risk and Resilience Assessment with Respect to the Main Air Pollutants in Sichuan," IJERPH, MDPI, vol. 16(15), pages 1-19, August.
    15. Guanghui Guo & Degang Zhang & Yuntao Wang, 2019. "Probabilistic Human Health Risk Assessment of Heavy Metal Intake via Vegetable Consumption around Pb/Zn Smelters in Southwest China," IJERPH, MDPI, vol. 16(18), pages 1-17, September.
    16. Xue Bai & Kai Song & Jian Liu & Adam Khalifa Mohamed & Chenya Mou & Dan Liu, 2019. "Health Risk Assessment of Groundwater Contaminated by Oil Pollutants Based on Numerical Modeling," IJERPH, MDPI, vol. 16(18), pages 1-20, September.
    17. Inga Zinicovscaia & Rodica Sturza & Octavian Duliu & Dmitrii Grozdov & Svetlana Gundorina & Aliona Ghendov-Mosanu & Gheorghe Duca, 2020. "Major and Trace Elements in Moldavian Orchard Soil and Fruits: Assessment of Anthropogenic Contamination," IJERPH, MDPI, vol. 17(19), pages 1-19, September.
    18. Joel Podgorski & Ruohan Wu & Biswajit Chakravorty & David A. Polya, 2020. "Groundwater Arsenic Distribution in India by Machine Learning Geospatial Modeling," IJERPH, MDPI, vol. 17(19), pages 1-17, September.
    19. Ting Sun & Jingling Huang & Yuying Wu & Yuan Yuan & Yujing Xie & Zhengqiu Fan & Zhijian Zheng, 2020. "Risk Assessment and Source Apportionment of Soil Heavy Metals under Different Land Use in a Typical Estuary Alluvial Island," IJERPH, MDPI, vol. 17(13), pages 1-20, July.
    20. Wen Liu & Long Ma & Yaoming Li & Jilili Abuduwaili & Salamat Abdyzhapar uulu, 2020. "Heavy Metals and Related Human Health Risk Assessment for River Waters in the Issyk−Kul Basin, Kyrgyzstan, Central Asia," IJERPH, MDPI, vol. 17(10), pages 1-13, May.
    21. Baoling Duan & Wuping Zhang & Haixia Zheng & Chunyan Wu & Qiang Zhang & Yushan Bu, 2017. "Comparison of Health Risk Assessments of Heavy Metals and As in Sewage Sludge from Wastewater Treatment Plants (WWTPs) for Adults and Children in the Urban District of Taiyuan, China," IJERPH, MDPI, vol. 14(10), pages 1-14, October.
    22. Hui Jia & Hui Qian & Wengang Qu & Le Zheng & Wenwen Feng & Wenhao Ren, 2019. "Fluoride Occurrence and Human Health Risk in Drinking Water Wells from Southern Edge of Chinese Loess Plateau," IJERPH, MDPI, vol. 16(10), pages 1-19, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Jie Cao & Zhaohui Guo & Yongjun Lv & Man Xu & Chiyue Huang & Huizhi Liang, 2023. "Pollution Risk Prediction for Cadmium in Soil from an Abandoned Mine Based on Random Forest Model," IJERPH, MDPI, vol. 20(6), pages 1-11, March.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jaskaran Kaur & Sartaj Ahmad Bhat & Navdeep Singh & Sandip Singh Bhatti & Varinder Kaur & Jatinder Kaur Katnoria, 2022. "Assessment of the Heavy Metal Contamination of Roadside Soils Alongside Buddha Nullah, Ludhiana, (Punjab) India," IJERPH, MDPI, vol. 19(3), pages 1-24, January.
    2. Tiantian Ma & Youwen Zhang & Qingbai Hu & Minghai Han & Xiaohua Li & Youjun Zhang & Zhiguang Li & Rongguang Shi, 2022. "Accumulation Characteristics and Pollution Evaluation of Soil Heavy Metals in Different Land Use Types: Study on the Whole Region of Tianjin," IJERPH, MDPI, vol. 19(16), pages 1-15, August.
    3. Kim, Hyun Hak & Swanson, Norman R., 2018. "Mining big data using parsimonious factor, machine learning, variable selection and shrinkage methods," International Journal of Forecasting, Elsevier, vol. 34(2), pages 339-354.
    4. Guanru Zhang & Peng Lu & Yi Huang, 2023. "The Interference of Pre-Processing Software for the Numerical Simulation of Groundwater on the Cognition of Environmental Students: Model Mesh Construction as an Example," IJERPH, MDPI, vol. 20(2), pages 1-11, January.
    5. Gabrijel Ondrasek & Peta L. Clode & Matt R. Kilburn & Paul Guagliardo & Davor Romić & Zed Rengel, 2019. "Zinc and Cadmium Mapping in the Apical Shoot and Hypocotyl Tissues of Radish by High-Resolution Secondary Ion Mass Spectrometry (NanoSIMS) after Short-Term Exposure to Metal Contamination," IJERPH, MDPI, vol. 16(3), pages 1-13, January.
    6. Cong Xu & Jie Pu & Bo Wen & Min Xia, 2021. "Potential Ecological Risks of Heavy Metals in Agricultural Soil Alongside Highways and Their Relationship with Landscape," Agriculture, MDPI, vol. 11(8), pages 1-13, August.
    7. Helena Brunel & Raimon Massanet & Angel Martinez-Perez & Andrey Ziyatdinov & Laura Martin-Fernandez & Juan Carlos Souto & Alexandre Perera & José Manuel Soria, 2016. "The Central Role of KNG1 Gene as a Genetic Determinant of Coagulation Pathway-Related Traits: Exploring Metaphenotypes," PLOS ONE, Public Library of Science, vol. 11(12), pages 1-14, December.
    8. Fazley K. Siddiq & Halyna Klymentieva & Taylor J. C. Lee, 2023. "Applying the Lorenz Curve and Gini Coefficient to Measure the Population Distribution," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 29(3), pages 177-192, August.
    9. Huanhuan Shi & Min Zeng & Hongxia Peng & Changsheng Huang & Huimin Sun & Qingqin Hou & Pengcheng Pi, 2022. "Health Risk Assessment of Heavy Metals in Groundwater of Hainan Island Using the Monte Carlo Simulation Coupled with the APCS/MLR Model," IJERPH, MDPI, vol. 19(13), pages 1-18, June.
    10. Bada, Oualid & Kneip, Alois, 2014. "Parameter cascading for panel models with unknown number of unobserved factors: An application to the credit spread puzzle," Computational Statistics & Data Analysis, Elsevier, vol. 76(C), pages 95-115.
    11. Phacharapol Induvesa & Radamanee Rattanakom & Sornsiri Sriboonnak & Chayakorn Pumas & Kritsana Duangjan & Pharkphum Rakruam & Saoharit Nitayavardhana & Prattakorn Sittisom & Aunnop Wongrueng, 2022. "Adsorption of Fluoride onto Acid-Modified Low-Cost Pyrolusite Ore: Adsorption Characteristics and Efficiencies," IJERPH, MDPI, vol. 19(24), pages 1-13, December.
    12. Zhichao Jiang & Xiyuan Xiao & Zhaohui Guo & Yunxia Zhang & Xiaoxiao Huang, 2023. "Impact of Vanadium-Containing Stone Coal Smelting on Trace Metals in an Agricultural Soil–Vegetable System: Accumulation, Transfer, and Health Risks," IJERPH, MDPI, vol. 20(3), pages 1-16, January.
    13. Marcelo Sampaio Ocampos & Luana Carolina Santos Leite & Elaine Silva de Pádua Melo & Rita de Cássia Avellaneda Guimarães & Rodrigo Juliano Oliveira & Karine de Cássia Freitas & Priscila Aiko Hiane & A, 2023. "Indirect Methods to Determine the Risk of Damage to the Health of Firefighters and Children Due to Exposure to Smoke Emission from Burning Wood/Coal in a Controlled Environment," IJERPH, MDPI, vol. 20(8), pages 1-20, April.
    14. Karl Kilbo Edlund & Felicia Killman & Peter Molnár & Johan Boman & Leo Stockfelt & Janine Wichmann, 2021. "Health Risk Assessment of PM 2.5 and PM 2.5 -Bound Trace Elements in Thohoyandou, South Africa," IJERPH, MDPI, vol. 18(3), pages 1-11, February.
    15. Xiaoqian Li & Yaning Tang & Xinghua Wang & Xiaodong Song & Jiaxue Yang, 2023. "Heavy Metals in Soil around a Typical Antimony Mine Area of China: Pollution Characteristics, Land Cover Influence and Source Identification," IJERPH, MDPI, vol. 20(3), pages 1-14, January.
    16. Fei Wang & Kai Song & Xuelian He & Yue Peng & Dan Liu & Jian Liu, 2021. "Identification of Groundwater Pollution Characteristics and Health Risk Assessment of a Landfill in a Low Permeability Area," IJERPH, MDPI, vol. 18(14), pages 1-19, July.
    17. Zhen Wang & Jianguo Bao & Tong Wang & Haseeb Tufail Moryani & Wei Kang & Jin Zheng & Changlin Zhan & Wensheng Xiao, 2021. "Hazardous Heavy Metals Accumulation and Health Risk Assessment of Different Vegetable Species in Contaminated Soils from a Typical Mining City, Central China," IJERPH, MDPI, vol. 18(5), pages 1-18, March.
    18. Xiaowei Xu & Jing Hua & Houhu Zhang & Zehua Zhao & Yi Wang & Dapeng Zhang & Jun Zhang & Xiaoxi Chen, 2021. "Environmental Risk Assessment of Recycled Products of Spent Coppery Etchant in Jiangsu Province, China," IJERPH, MDPI, vol. 18(15), pages 1-9, July.
    19. Eden Alexandre Nsimba & Ntokozo Malaza & Thandazile Marazula, 2023. "Protecting Cape Town’s Groundwater from Fuel Stations: An In-Depth Analysis of Regulatory Requirements," Sustainability, MDPI, vol. 15(20), pages 1-13, October.
    20. Yangbin Mao & Maomao Wang & Hewen Wei & Ning Gong & Feijuan Wang & Cheng Zhu, 2023. "Heavy Metal Pollution and Risk Assessment of Vegetables and Soil in Jinhua City of China," Sustainability, MDPI, vol. 15(5), pages 1-18, February.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:17:y:2020:i:24:p:9296-:d:460951. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.