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Quantifying ecological and human health risks of heavy metals from different sources in farmland soils within a typical mining and smelting industrial area

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Abstract

The quality of food crops and human health is threatened by heavy metals (HMs) accumulated in farmland soils for a long time. In this study, we selected 148 soil samples randomly from farmlands in a region featuring abandoned lead–zinc (Pb–Zn) mining activities with the aim to quantify the pollution risk and identify potential sources of heavy metals, based on a case in the southwestern of China. The median contents of metals, such as Pb, Zn, Cd, As, Cu and Cr, are above the background values for Chinese soils and prescribed pollution threshold guide values (GB15618-2018), except Hg and Ni. The farmland soils in sites surrounding areas with previous Pb–Zn mining and smelting activities were classified as seriously polluted. Pollution sources were evaluated using GIS-based geostatistical methods, multivariate statistical analyses and positive matrix factorization (PMF) modeling. Four sources were quantitatively apportioned, which were industrial sources such as mining and smelting (53.1%), agricultural practices (11.6%), natural source (21.6%) and other industrial sources such as electroplating (13.7%). The potential risks of contamination associated with the heavy metals were evaluated using several indices including the Nemerow, geoaccumulation (Igeo) and ecological risk (RI) indices. Based on the Igeo index, As and Pb were the most severe pollutants among all of those measured. With the combination of the potential ecological risk index (RI) and human health risk (HHR) assessment models, the ecological risk and HHR from different sources were analyzed quantitatively. Industrial activities such as mining and smelting were the greatest contributors to ecological risk, non-carcinogenic risk and carcinogenic risk, accounting for about 86.9%,73.9% and 81.9%, respectively. Additionally, the health risks of children were more serious relative to those of adults from the perspective of non-carcinogenic and carcinogenic risks.

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  • 10 November 2020

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References

  • Bhuiyan, M. A. H., Dampare, S. B., Islam, M. A., & Suzuki, S. (2015). Source apportionment and pollution evaluation of heavy metals in water and sediments of buriganga river, bangladesh, using multivariate analysis and pollution evaluation indices. Environmental Monitoring and Assessment, 187(1), 4075.

    Article  Google Scholar 

  • Bi, X., Feng, X., Yang, Y., Qiu, G., & Li, G. (2006a). Quantitative assessment of cadmium emission from zinc smelting and its influences on the surface soils and mosses in Hezhang County. Southwestern China. Atmospheric Environment, 40(22), 4228–4233.

    Article  CAS  Google Scholar 

  • Bi, X., Feng, X., Yang, Y., Qiu, G., Li, G., Li, F., et al. (2006b). Environmental contamination of heavy metals from zinc smelting areas in Hezhang County, western Guizhou. China. Environment International, 32(7), 883–890.

    Article  CAS  Google Scholar 

  • Bi, X., Feng, X., Yang, Y., Li, X., Sin, G. P. Y., Qiu, G., et al. (2007). Heavy metals in an impacted wetland system: a typical case from southwestern china. Science of the Total Environment, 387(1–3), 257–268.

    Article  CAS  Google Scholar 

  • Bi, X., Feng, X., Yang, Y., Li, X., Shin, G. P., Li, F., Qiu G, Li G, Liu, T, & Fu, Z. (2009). Allocation and source attribution of lead and cadmium in maize (Zea mays L.) impacted by smelting emissions. Environmental Pollution, 157(3), 834–839.

  • Briki, M., Ji, H., Li, C., Ding, H., & Gao, Y. (2015). Characterization, distribution, and risk assessment of heavy metals in agricultural soil and products around mining and smelting areas of hezhang, china. Environmental Monitoring and Assessment, 187(12), 767.

    Article  Google Scholar 

  • Cai, L., Xu, Z., Ren, M., Guo, Q., Hu, X., Hu, G., et al. (2012). Source identification of eight hazardous heavy metals in agricultural soils of Huizhou, Guangdong Province, China. Ecotoxicology and Environmental Safety, 78, 2–8.

    Article  CAS  Google Scholar 

  • Cai, L., Xu, Z., Bao, P., He, M., Dou, L., Chen, L., et al. (2015). Multivariate and geostatistical analyses of the spatial distribution and source of arsenic and heavy metals in the agricultural soils in Shunde, Southeast China. Journal of Geochemical Exploration, 148, 189–195.

    Article  CAS  Google Scholar 

  • Chai, Y., Guo, J., Chai, S., Cai, J., Xue, L., & Zhang, Q. (2015). Source identification of eight heavy metals in grassland soils by multivariate analysis from the baicheng–songyuan area, jilin province, northeast china. Chemosphere, 134, 67–75.

    Article  CAS  Google Scholar 

  • Chen, H., Teng, Y., Lu, S., Wang, Y., & Wang, J. (2015). Contamination features and health risk of soil heavy metals in china. Science of the Total Environment, 512–513, 143–153.

    Article  Google Scholar 

  • Cheng, J. L., Zhou, S. H. I., & Zhu, Y. W. (2007). Assessment and map** of environmental quality in agricultural soils of Zhejiang Province, China. Journal of Environmental Sciences, 19(1), 50–54.

    Article  CAS  Google Scholar 

  • Dao, L., Morrison, L., Kiely, G., & Zhang, C. (2013). Spatial distribution of potentially bioavailable metals in surface soils of a contaminated sports ground in galway, ireland. Environmental Geochemistry and Health, 35(2), 227–238.

    Article  CAS  Google Scholar 

  • Feng, X., Li, G., & Qiu, G. (2004). A preliminary study on mercury contamination to the environment from artisanal zinc smelting using indigenous methods in Hezhang county, Guizhou, China—Part 1: mercury emission from zinc smelting and its influences on the surface waters. Atmospheric Environment, 38(36), 6223–6230.

    Article  CAS  Google Scholar 

  • Feng, X., Li, G., & Qiu, G. (2006). A preliminary study on mercury contamination to the environment from artisanal zinc smelting using indigenous methods in Hezhang County, Guizhou, China: Part 2. Mercury contaminations to soil and crop. Science of the Total Environment, 368(1), 47–55.

    Article  Google Scholar 

  • Förstner, U., Ahlf, W., Calmano, W., & Kersten, M. (1990). Sediment criteria development. In Sediments and environmental geochemistry (pp. 311–338). Springer, Berlin, Heidelberg.

  • Guan, Q., Wang, F., Xu, C., Pan, N., Lin, J., Zhao, R., et al. (2018). Source apportionment of heavy metals in agricultural soil based on PMF: a case study in Hexi Corridor, northwest China. Chemosphere, 193, 189–197.

    Article  CAS  Google Scholar 

  • Gunson, A. J., & Yue, J. (2001). Artisanal mining in the People’s Republic of China. Draft Report: International Institute of Environment and Development.

    Google Scholar 

  • Hakanson, L. (1980). An ecological risk index for aquatic pollution control. A sedimentological approach. Water Research, 14(8), 975–1001.

    Article  Google Scholar 

  • Hu, Y., & Cheng, H. (2013). Application of stochastic models in identification and apportionment of heavy metal pollution sources in the surface soils of a large-scale region. Environmental Science & Technology, 47(8), 3752–3760.

    Article  CAS  Google Scholar 

  • Huang, Y., Chen, Q., Deng, M., Japenga, J., Li, T., Yang, X., et al. (2018). Heavy metal pollution and health risk assessment of agricultural soils in a typical peri-urban area in southeast china. Journal of Environmental Management, 207, 159–168.

    Article  CAS  Google Scholar 

  • Jiang, H. H., Cai, L. M., Wen, H. H., Hu, G. C., Chen, L. G., & Luo, J. (2020). An integrated approach to quantifying ecological and human health risks from different sources of soil heavy metals. Science of The Total Environment, 701, 134466.

    Article  CAS  Google Scholar 

  • Ke, X., Gui, S., Huang, H., Zhang, H., Wang, C., & Guo, W. (2017). Ecological risk assessment and source identification for heavy metals in surface sediment from the liaohe river protected area, china. Chemosphere, 175, 473–481.

    Article  CAS  Google Scholar 

  • Kong, X. (2014). China must protect high-quality arable land. Nature, 506, 7.

    Article  CAS  Google Scholar 

  • Kowalska, J., Mazurek, R., & GąSiorek, M., Setlak, M., Zaleski, T., & Waroszewski, J., (2016). Soil pollution indices conditioned by medieval metallurgical activity–a case study from krakow (poland). Environmental Pollution, 218, 1023–1036.

    Article  CAS  Google Scholar 

  • Krivoruchko, K. (2011). Spatial statistical data analysis for GIS users (p. 928). Redlands: Esri Press.

    Google Scholar 

  • Kusin, F. M., Rahman, M. S. A., Madzin, Z., Jusop, S., Mohamat-Yusuff, F., & Ariffin, M. (2017). The occurrence and potential ecological risk assessment of bauxite mine-impacted water and sediments in Kuantan, Pahang, Malaysia. Environmental Science and Pollution Research, 24(2), 1306–1321.

    Article  CAS  Google Scholar 

  • Li, Z., Ma, Z.  Kuijp, T. J. V. D., Yuan, Z., & Huang, L. (2014). A review of soil heavy metal pollution from mines in china: pollution and health risk assessment. Science of The Total Environment, 468–469, 843–853.

    Article  Google Scholar 

  • Li, T. (2016). Spatial distribution of heavy metals and pollution evaluation in farmland soil surrounding Huludao zinc plant.Chinese Journal of Ecology, 3086–3092.

  • Liang, J., Hua, S., Zeng, G., Yuan, Y., Lai, X., Li, X., et al. (2015). Application of weight method based on canonical correspondence analysis for assessment of anatidae habitat suitability: a case study in east dongting lake, middle china. Ecological Engineering, 77, 119–126.

    Article  Google Scholar 

  • Liang, J., Feng, C., Zeng, G., Gao, X., Zhong, M., Li, X., et al. (2017). Spatial distribution and source identification of heavy metals in surface soils in a typical coal mine city, lianyuan, china. Environmental Pollution, 225, 681–690.

    Article  CAS  Google Scholar 

  • Lindstrom, M. (2001). Urban land use influences on heavy metal fluxes and surface ¨ sediment concentrations of small lakes. Water Air and Soil Pollution., 126, 363–383.

    Article  CAS  Google Scholar 

  • Liao, J., Chen, J., Ru, X., Wu, H., & Wei, C. (2016). Heavy metals in river surface sediments affected with multiple pollution sources, south china: distribution, enrichment and source apportionment. Journal of Geochemical Exploration, 176, 9–19.

    Article  Google Scholar 

  • Liu, J., Zhang, X. H., Tran, H., Wang, D. Q., & Zhu, Y. N. (2011). Heavy metal contamination and risk assessment in water, paddy soil, and rice around an electroplating plant. Environmental Science & Pollution Research, 18(9), 1623–1632.

    Article  CAS  Google Scholar 

  • Liu, Y., Wen, C., & Liu, X. (2013). China's food security soiled by contamination. Science, 339, 1382–1383.

    Article  CAS  Google Scholar 

  • Liu, J., Li, N., Zhang, W., Wei, X., Tsang, D. C., Sun, Y., et al. (2019a). Thallium contamination in farmlands and common vegetables in a pyrite mining city and potential health risks. Environmental Pollution, 248, 906–915.

    Article  CAS  Google Scholar 

  • Liu, J., Luo, X., Sun, Y., Tsang, D. C., Qi, J., Zhang, W., et al. (2019b). Thallium pollution in China and removal technologies for waters: a review. Environment international, 126, 771–790.

    Article  CAS  Google Scholar 

  • Lu, A., Wang, J., Qin, X., Wang, K., Han, P., & Zhang, S. (2012). Multivariate and geostatistical analyses of the spatial distribution and origin of heavy metals in the agricultural soils in Shunyi, Bei**g, China. Science of the total environment, 425, 66–74.

    Article  CAS  Google Scholar 

  • Luo, L., Ma, Y., Zhang, S., Wei, D., & Zhu, Y. G. (2009). An inventory of heavy metal inputs to agricultural soils in china. Journal of Environmental Management, 90(8), 2524–2530.

    Article  CAS  Google Scholar 

  • Nagajyoti, P. C., Lee, K. D., & Sreekanth, T. V. M. (2010). Heavy metals, occurrence and toxicity for plants: a review. Environmental Chemistry Letters, 8(3), 199–216.

    Article  CAS  Google Scholar 

  • Norris, G., Duvall, R., Brown, S., & Bai, S. (2014). EPA Positive Matrix Factorization (PMF) 5.0 Fundamentals and User Guide. Washington, DC. EPA/600/R-14/108 (NTIS PB2015–105147).

  • Pathak, A. K., Kumar, R., Kumar, P., & Yadav, S. (2015). Sources apportionment and spatio-temporal changes in metal pollution in surface and sub-surface soils of a mixed type industrial area in India. Journal of Geochemical Exploration, 159, 169–177.

    Article  CAS  Google Scholar 

  • Shi, T., Zhang, Y., Gong, Y., Ma, J., Wei, H., Wu, X., & Hou, H. (2019). Status of cadmium accumulation in agricultural soils across China (1975–2016): from temporal and spatial variations to risk assessment. Chemosphere, 230, 136–143.

    Article  CAS  Google Scholar 

  • Streets, D. G., Hao, J., Wu, Y., Jiang, J., Chan, M., Tian, H., et al. (2005). Anthropogenic mercury emissions in china. Atmospheric Environment, 39(40), 7789–7806.

    Article  CAS  Google Scholar 

  • Song, W., Chen, B. M., & Liu, L. (2013). Soil heavy metal pollution of cultivated land in China. Research of Soil & Water Conservation, 20(3), 293–298.

    Google Scholar 

  • Sun, Z., **e, X., Wang, P., Hu, Y., & Cheng, H. (2018). Heavy metal pollution caused by small-scale metal ore mining activities: A case study from a polymetallic mine in South China. Science of the Total Environment, 639, 217–227.

    Article  CAS  Google Scholar 

  • Suresh, G., Ramasamy, V., Meenakshisundaram, V., Venkatachalapathy, R., & Ponnusamy, V. (2011). Influence of mineralogical and heavy metal composition on natural radionuclide concentrations in the river sediments. Applied Radiation and Isotopes, 69(10), 1466–1474.

    Article  CAS  Google Scholar 

  • US ENVIRONMENTAL PROTECTION AGENCY (USEPA). (1998). Mercury in solids and solutions by thermal decomposition, amalgamation, and atomic absorption spectrophotometry. Method 7473.

  • USEPA. (2014). EPA Positive Matrix Factorization (PMF) 5.0 Fundamentals and User Guide.https://210.76.211.142:80/rwt/ELSEVIER/https/P75YPLUFPBRT635QPG/sites/production/files/2015-02/documents/pmf_5.0_user_guide.pdf.

  • Varol, M. (2011). Assessment of heavy metal contamination in sediments of the Tigris River (Turkey) using pollution indices and multivariate statistical techniques. Journal of Hazardous Materials, 195, 355–364.

    Article  CAS  Google Scholar 

  • Wang, L., Yang, D., Li, Z., Fu, Y., Liu, X., Brookes, P. C., et al. (2019). A comprehensive mitigation strategy for heavy metal contamination of farmland around mining areas–Screening of low accumulated cultivars, soil remediation and risk assessment. Environmental Pollution, 245, 820–828.

    Article  CAS  Google Scholar 

  • Wang, J., Zhou, Y., Dong, X., Yin, M., Tsang, D. C., Sun, J., et al. (2020a). Temporal sedimentary record of thallium pollution in an urban lake: An emerging thallium pollution source from copper metallurgy. Chemosphere, 242, 125172.

    Article  CAS  Google Scholar 

  • Wang, J., Jiang, Y., Sun, J., She, J., Yin, M., Fang, F., **ao, T.F., Song, G. & Liu, J. (2020b). Geochemical transfer of cadmium in river sediments near a lead-zinc smelter. Ecotoxicology and Environmental Safety, 196, 110529.Wei, F. S., Chen, J. S., Wu, Y. Y., Zheng, C., & Jiang, D. (1990). Background values of soil elements in China. China Environmental Science Press, Bei**g.

  • Wu, Y., Chen, J., Zheng, C., Wei, F., & Adriano, D. C. (1991). Background concentrations of elements in soils of china. Water Air & Soil Pollution, 57–58(1), 699–712.

    Google Scholar 

  • Wu, S., **a, X., Lin, C., Chen, X., & Zhou, C. (2010). Levels of arsenic and heavy metals in the rural soils of bei**g and their changes over the last two decades (1985–2008). Journal of Hazardous Materials, 179(1–3), 860–868.

    Article  CAS  Google Scholar 

  • Wu, J., Long, J., Liu, L., Li, J., Liao, H., Zhang, M., et al. (2018). Risk Assessment and Source Identification of Toxic Metals in the Agricultural Soil around a Pb/Zn Mining and Smelting Area in Southwest China. International Journal of Environmental Research and Public Health, 15(9), 1838.

    Article  Google Scholar 

  • Yang, Q., Li, Z., Lu, X., Duan, Q., Huang, L., & Bi, J. (2018). A review of soil heavy metal pollution from industrial and agricultural regions in China: pollution and risk assessment. Science of the Total Environment, 642, 690–700.

    Article  CAS  Google Scholar 

  • Yuan, Y., Zhang, C., Zeng, G., Liang, J., Guo, S., Huang, L., et al. (2016). Quantitative assessment of the contribution of climate variability and human activity to streamflow alteration in Dongting Lake. China. Hydrological Processes, 30(12), 1929–1939.

    Article  Google Scholar 

  • Zhang, J., Pu, L., Peng, B., & Gao, Z. (2011). The impact of urban land expansion on soil quality in rapidly urbanizing regions in china: kunshan as a case study. Environmental Geochemistry & Health, 33(2), 125–135.

    Article  CAS  Google Scholar 

  • Zhang, P., Qin, C., Hong, X., Kang, G., Qin, M., Yang, D., Pang, B., Li, Y., He, J., Dick, R. P. (2018). Risk assessment and source analysis of soil heavy metal pollution from lower reaches of Yellow River irrigation in China. Science of the Total Environment, 633, 1136–1147.

    Article  CAS  Google Scholar 

  • Zhang, X., Wei, S., Sun, Q., Wadood, S. A., & Guo, B. (2018). Source identification and spatial distribution of arsenic and heavy metals in agricultural soil around Hunan industrial estate by positive matrix factorization model, principle components analysis and geo statistical analysis. Ecotoxicology and environmental safety, 159, 354–362.

    Article  CAS  Google Scholar 

  • Zhao, F. J., Ma, Y., Zhu, Y. G., Tang, Z., & Mcgrath, S. P. (2015). Soil contamination in china: current status and mitigation strategies. Environmental Science & Technology, 49(2), 750–759.

    Article  CAS  Google Scholar 

  • Zhuang, P., McBride, M. B., **a, H., Li, N., & Li, Z. (2009). Health risk from heavy metals via consumption of food crops in the vicinity of Dabaoshan mine, South China. Science of the total environment, 407(5), 1551–1561.

    Article  CAS  Google Scholar 

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Acknowledgments

This work was supported by the State Key Research and Development Program of China (Grant No. 2016YFC0503604).

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  1. College of Resources and Environment, University of Chinese Academy of Sciences, Bei**g, 100049, China

    **aofan **e, Yuexian Liu, Hui Qiu & **aosong Yang

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  1. **aofan **e
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**e, X., Liu, Y., Qiu, H. et al. Quantifying ecological and human health risks of heavy metals from different sources in farmland soils within a typical mining and smelting industrial area. Environ Geochem Health 45, 5669–5683 (2023). https://doi.org/10.1007/s10653-020-00731-y

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