Abstract
Combining environmental isotope analysis with principal component analysis can be an effective method to discriminate the inflows and sources of contamination in mining-affected watersheds. This paper presents a field-scale study conducted at an acid mine drainage (AMD)-contaminated site adjacent to a pyrite mine in South China. Samples of surface water and groundwater were collected to investigate transport in the vadose zone using stable isotopes of oxygen (δ18O) and hydrogen (δD) as environmental tracers. Principal component analysis of hydrogeochemical data was used to identify the probable sources of heavy metals in the AMD. The heavy metal pollution index (HPI) was applied to evaluate the pollution status of heavy metals in the groundwater. The groundwater associated with the Datai reservoir was recharged by atmospheric precipitation and surface water. On the side near the AMD pond, the groundwater was significantly affected by the soluble metals produced by pyrite oxidation. The concentrations of some metals (Al, Mn, and Pb) in all of the samples exceed the desirable limits prescribed by the World Health Organization (Guidelines for drinking-water quality, 4th edn. World Health Organization, Geneva, 2011). Among them, the concentration of Al is more than 30,000 times higher than the desirable limits prescribed by the World Health Organization (2011), and the concentration of Mn is more than 3000 times higher. The HPI values based on these heavy metal concentrations were found to be 10–1000 times higher than the critical pollution index value of 100. These findings provide a reference and guidance for research on the migration and evolution of heavy metals in vadose zone water in AMD-contaminated areas.
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Abdi, H., & Williams, L. J. (2010). Principal component analysis. Wires Computational Statistics, 2, 433–459. https://doi.org/10.1002/wics.101
Abou Zakhem, B., & Hafez, R. (2015). Heavy metal pollution index for groundwater quality assessment in Damascus Oasis, Syria. Environmental Earth Sciences, 73, 6591–6600. https://doi.org/10.1007/s12665-014-3882-5
Aranda, S., Borrok, D. M., Wanty, R. B., & Balistrieri, L. S. (2012). Zinc isotope investigation of surface and pore waters in a mountain watershed impacted by acid rock drainage. Science of the Total Environment, 420, 202–213. https://doi.org/10.1016/j.scitotenv.2012.01.015
Arslan, Ş, Yücel, Ç., Çallı, S. S., & Çelik, M. (2017). Assessment of heavy metal pollution in the groundwater of the northern Develi Closed Basin, Kayseri, Turkey. Bulletin of Environmental Contamination and Toxicology, 99, 244–252. https://doi.org/10.1007/s00128-017-2119-1
Bennetts, D. A., Webb, J. A., Stone, D. J. M., & Hill, D. M. (2006). Understanding the salinisation process for groundwater in an area of south-eastern Australia, using hydrochemical and isotopic evidence. Journal of Hydrology, 323, 178–192. https://doi.org/10.1016/j.jhydrol.2005.08.023
Bermanec, V., Palinkas, L. A., Fiket, Z., Hrenovic, J., Plenkovic-Moraj, A., Kniewald, G., Boev, I., & Boev, B. (2018). Interaction of acid mine drainage with biota in the Allchar Carlin-type As-Tl-Sb-Au deposit, Macedonia. Journal of Geochemical Exploration, 194, 104–119.
Buzatu, A., Dill, H. G., Buzgar, N., Damian, G., Maftei, A. E., & Apopei, A. I. (2016). Efflorescent sulfates from baia sprie mining area (Romania)—Acid mine drainage and climatological approach. Science of the Total Environment, 542, 629–641. https://doi.org/10.1016/j.scitotenv.2015.10.139
Byrne, P., Runkel, R. L., & Walton-Day, K. (2017). Synoptic sampling and principal components analysis to identify sources of water and metals to an acid mine drainage stream. Environmental Science and Pollution Research, 24, 17220–17240. https://doi.org/10.1007/s11356-017-9038-x
Campanella, B., Casiot, C., Onor, M., Perotti, M., Petrini, R., & Bramanti, E. (2017). Thallium release from acid mine drainages: Speciation in river and tap water from Valdicastello mining district (northwest Tuscany). Talanta, 171, 255–261. https://doi.org/10.1016/j.talanta.2017.05.009
Canovas, C. R., Macias, F., Olias, M., Basallote, M. D., Perez-Lopez, R., Ayora, C., & Nieto, J. M. (2020). Release of technology critical metals during sulfide oxidation processes: The case of the Poderosa sulfide mine (south-west Spain). Environmental Chemistry, 17, 93–104. https://doi.org/10.1071/en19118
Craig, H. (1961). Isotopic variations in meteoric waters. Science, 133, 1702–1703. https://doi.org/10.1126/science.133.3465.1702
Darling, W. G., Bath, A. H., & Talbot, J. C. (2003). The O and H stable isotope composition of freshwaters in the British Isles. 2. Surface waters and groundwater. Hydrology and Earth System Sciences, 7, 183–195. https://doi.org/10.5194/hess-7-183-2003
Davis, J. C. (2002). Statistics and data analysis in geology (3rd ed.). Wiley.
Deng, Z., & Chen, S. (1989). Introduction of Yunfu Pyrite. Industrial Minerals & Processing, 06, 54–17.
do AmaralSobrinho, N. M. B., Ceddia, M. B., Zonta, E., Magalhães, M. O. L., de Freitas, F. C., & Lima, E. S. A. (2018). Spatial variability and solubility of barium in a petroleum well-drilling waste disposal area. Environmental Monitoring and Assessment, 190, 228. https://doi.org/10.1007/s10661-018-6566-x
Dogramaci, S., McLean, L., & Skrzypek, G. (2017). Hydrochemical and stable isotope indicators of pyrite oxidation in carbonate-rich environment; the Hamersley Basin, Western Australia. Journal of Hydrology, 545, 288–298. https://doi.org/10.1016/j.jhydrol.2016.12.009
Dun, Y., Tang, C. Y., & Shen, Y. J. (2014). Identifying interactions between river water and groundwater in the North China Plain using multiple tracers. Environmental Earth Sciences, 72, 99–110. https://doi.org/10.1007/s12665-013-2989-4
Durov, S. A. (1948). Natural waters and graphic representation of their composition. Doklady Akademii Nauk SSSR, 59, 87–90.
Elumalai, V., Brindha, K., & Lakshmanan, E. (2017). Human exposure risk assessment due to heavy metals in groundwater by pollution index and multivariate statistical methods: A case study from South Africa. Water, 9, 234.
Gaillardet, J., Dupre, B., Louvat, P., & Allegre, C. J. (1999). Global silicate weathering and CO2 consumption rates deduced from the chemistry of large rivers. Chemical Geology, 159, 3–30. https://doi.org/10.1016/s0009-2541(99)00031-5
Gao, D. Q. (2017). Characteristics of stable hydrogen and oxygen isotopes in the typical forest hydrological processes of Mt. Dinghu. Chinese Academy of Forestry.
Gao, S. L., Wang, Z. H., Wu, Q. X., & Zeng, J. (2020). Multivariate statistical evaluation of dissolved heavy metals and a water quality assessment in the Lake Aha watershed, Southwest China. PeerJ. https://doi.org/10.7717/peerj.9660
Gilkeson, R. H., Perry, E. C., & Cartwright, K., (1981). Isotopic and geologic studies to identify the sources of sulfate in groundwater containing high barium concentrations. Contract/grant report 1981–04.
Huang, P. H., & Han, S. M. (2017). Study of multi-aquifer groundwater interaction in a coal mining area in China using stable isotopes and major-ion chemical data. Environmental Earth Sciences, 76, 10. https://doi.org/10.1007/s12665-016-6310-1
Joeckel, R. M., Ang Clement, B. J., & VanFleet Bates, L. R. (2005). Sulfate-mineral crusts from pyrite weathering and acid rock drainage in the Dakota Formation and Graneros Shale, Jefferson County, Nebraska. Chemical Geology, 215, 433–452. https://doi.org/10.1016/j.chemgeo.2004.06.044
Kao, S. Y., Lu, H. Y., Liou, T. S., Chen, W. F., Chang, P. Y., & Hsieh, P. S. (2017). Study of diel hydrochemical variation in a volcanic watershed using principal component analysis: Tatun Volcano Group, North Taiwan. Environmental Earth Sciences. https://doi.org/10.1007/s12665-017-6491-2
Kimball, B. A., Runkel, R. L., Walton-Day, K., & Bencala, K. E. (2002). Assessment of metal loads in watersheds affected by acid mine drainage by using tracer injection and synoptic sampling: Cement Creek, Colorado, USA. Applied Geochemistry, 17, 1183–1207. https://doi.org/10.1016/s0883-2927(02)00017-3
Kumar, V., Parihar, R. D., Sharma, A., Bakshi, P., Sidhu, G. P. S., Bali, A. S., Karaouzas, L., Bhardwaj, R., Thukral, A. K., Gyasi-Agyei, Y., & Rodrigo-Comino, J. (2019). Global evaluation of heavy metal content in surface water bodies: A meta-analysis using heavy metal pollution indices and multivariate statistical analyses. Chemosphere, 236, 14. https://doi.org/10.1016/j.chemosphere.2019.124364
Liu, J., Wang, J., Chen, Y., Lippold, H., Xiao, T., Li, H., Shen, C. C., Xie, L., Xie, X., & Yang, H. (2017). Geochemical transfer and preliminary health risk assessment of thallium in system in the Pearl River Basin, South China. Journal of Geochemical Exploration, 176, 64–75. https://doi.org/10.1016/j.gexplo.2016.01.011
Liu, Y., Wei, L., Luo, D., Xiao, T., Lekhov, A., Xie, X., Huang, X., & Su, X. (2021). Geochemical distribution and speciation of thallium in groundwater impacted by acid mine drainage (Southern China). Chemosphere, 280, 130743. https://doi.org/10.1016/j.chemosphere.2021.130743
Lloyd, W., & Heathcote, A. (1985). Natural inorganic hydrochemistry in relation to groundwater, an introduction. Clarendon Press.
Luo, C., Routh, J., Dario, M., Sarkar, S., Wei, L. Z., Luo, D. G., & Liu, Y. (2020). Distribution and mobilization of heavy metals at an acid mine drainage affected region in South China, a post-remediation study. Science of the Total Environment, 724, 18. https://doi.org/10.1016/j.scitotenv.2020.138122
Magalhães, M. O. L., do AmaralSobrinho, N. M. B., Zonta, E., Simões, B. F., de Mattos, A. G., Tolón-Becerra, A., & Lastra-Bravo, X. B. (2014). The effects of oil well drill cuttings on soil and rice plant development (Oryza sativa) under two redox conditions. Bulletin of Environmental Contamination and Toxicology, 92, 311–316. https://doi.org/10.1007/s00128-014-1196-7
Maqsoud, A., Neculita, C. M., Bussiere, B., Benzaazoua, M., & Dionne, J. (2016). Impact of fresh tailing deposition on the evolution of groundwater hydrogeochemistry at the abandoned Manitou mine site, Quebec, Canada. Environmental Science and Pollution Research, 23, 9054–9072. https://doi.org/10.1007/s11356-016-6111-9
Migaszewski, Z., Galuszka, A., Halas, S., Dolegowska, S., Dabek, J., & Starnawska, E. (2008). Geochemistry and stable sulfur and oxygen isotope ratios of the Podwisniowka pit pond water generated by acid mine drainage (Holy Cross Mountains, south-central Poland). Applied Geochemistry, 23, 3620–3634.
Mohan, S. V., Nithila, P., & Reddy, S. J. (1996). Estimation of heavy metals in drinking water and development of heavy metal pollution index. Journal of Environmental Science and Health Part a: Environmental Science and Engineering and Toxicology, 31, 283–289. https://doi.org/10.1080/10934529609376357
Mokrik, R., Karro, E., Savitskaja, L., & Drevalieneac, G. (2009). The origin of barium in the Cambrian–Vendian aquifer system, North Estonia. Estonian Journal of Earth Sciences, 58, 193.
Parizi, H. S., & Samani, N. (2013). Geochemical evolution and quality assessment of water resources in the Sarcheshmeh copper mine area (Iran) using multivariate statistical techniques. Environmental Earth Sciences, 69, 1699–1718. https://doi.org/10.1007/s12665-012-2005-4
Prasad, B., & Sangita, K. (2008). Heavy metal pollution index of ground water of an abandoned open cast mine filled with fly ash: A case study. Mine Water and the Environment, 27, 265–267. https://doi.org/10.1007/s10230-008-0050-8
Rao, N. S. (2002). Geochemistry of groundwater in parts of Guntur District, Andhra Pradesh, India. Environmental Geology, 41, 552–562. https://doi.org/10.1007/s002540100431
Rinklebe, J., Antoniadis, V., Shaheen, S. M., Rosche, O., & Altermann, M. (2019). Health risk assessment of potentially toxic elements in soils along the Central Elbe River, Germany. Environment International, 126, 76–88. https://doi.org/10.1016/j.envint.2019.02.011
Sahoo, S., & Khaoash, S. (2020). Impact assessment of coal mining on groundwater chemistry and its quality from Brajrajnagar coal mining area using indexing models. Journal of Geochemical Exploration. https://doi.org/10.1016/j.gexplo.2020.106559
Sajil Kumar, P. J., Davis Delson, P., & Thomas Babu, P. (2012). Appraisal of heavy metals in groundwater in Chennai city using a HPI model. Bulletin of Environmental Contamination and Toxicology, 89, 793–798. https://doi.org/10.1007/s00128-012-0794-5
Schulte, P., van Geldern, R., Freitag, H., Karim, A., Negrel, P., Petelet-Giraud, E., Probst, A., Probst, J. L., Telmer, K., Veizer, J., & Barth, J. A. C. (2011). Applications of stable water and carbon isotopes in watershed research: Weathering, carbon cycling, and water balances. Earth-Science Reviews, 109, 20–31. https://doi.org/10.1016/j.earscirev.2011.07.003
Shankar, B. S. (2019). A critical assay of heavy metal pollution index for the groundwaters of Peenya Industrial Area, Bangalore, India. Environmental Monitoring and Assessment. https://doi.org/10.1007/s10661-019-7453-9
Sheykhi, V., & Moore, F. (2012). Geochemical characterization of Kor River Water Quality, Fars Province, Southwest Iran. Water Quality, Exposure and Health, 4, 25–38. https://doi.org/10.1007/s12403-012-0063-1
Shu, S. (1985). Discussion on comprehensive prevention and control of acid mine drainage. Industrial Minerals & Processing, 02, 41–43.
Singer, P. C., & Stumm, W. (1970). Acidic mine drainage: The rate-determining step. Science (new York, n.y.), 167, 1121–1123. https://doi.org/10.1126/science.167.3921.1121
Snyder, G. T., Dickens, G. R., & Castellini, D. G. (2007). Labile barite contents and dissolved barium concentrations on Blake Ridge: New perspectives on barium cycling above gas hydrate systems. Journal of Geochemical Exploration, 95, 48–65. https://doi.org/10.1016/j.gexplo.2007.06.001
Sposito, G. (2008). The chemistry of soils (2nd ed.). Oxford University Press Inc.
Su, Z., Li, Y., Du, P., Li, J., & He, X. (2014). Yunfu Pyrite Mine geological environmental issues and countermeasure analysis. Geology of Chemical Minerals, 36(3), 167–172.
Sun, J., Kobayashi, T., Strosnider, W. H. J., & Wu, P. (2017). Stable sulfur and oxygen isotopes as geochemical tracers of sulfate in karst waters. Journal of Hydrology, 551, 245–252. https://doi.org/10.1016/j.jhydrol.2017.06.006
Tang, Z. H., Ouyang, T. P., Li, M. K., Huang, N. S., Kuang, Y. Q., Hu, Q., & Zhu, Z. Y. (2019). Potential effects of exploiting the Yunfu pyrite mine (southern China) on soil: Evidence from analyzing trace elements in surface soil. Environmental Monitoring and Assessment, 191, 18. https://doi.org/10.1007/s10661-019-7523-z
Taylor, B. E., Wheeler, M. C., & Nordstrom, D. K. (1984a). Isotope composition of sulphate in acid mine drainage as measure of bacterial oxidation. Nature, 308, 538–541. https://doi.org/10.1038/308538a0
Taylor, B. E., Wheeler, M. C., & Nordstrom, D. K. (1984b). Stable isotope geochemistry of acid mine drainage: Experimental oxidation of pyrite. Geochimica Et Cosmochimica Acta, 48, 2669–2678. https://doi.org/10.1016/0016-7037(84)90315-6
Tomiyama, S., Igarashi, T., Tabelin, C. B., Tangviroon, P., & Ii, H. (2019). Acid mine drainage sources and hydrogeochemistry at the Yatani mine, Yamagata, Japan: A geochemical and isotopic study. Journal of Contaminant Hydrology. https://doi.org/10.1016/j.jconhyd.2019.103502
Tostevin, R., Craw, D., Van Hale, R., & Vaughan, M. (2016). Sources of environmental sulfur in the groundwater system, southern New Zealand. Applied Geochemistry, 70, 1–16. https://doi.org/10.1016/j.apgeochem.2016.05.005
Umar, R., & Absar, A. (2003). Chemical characteristics of groundwater in parts of the gambhir river basin, Bharatpur district, Rajasthan, India. Environmental Geology, 44, 535–544. https://doi.org/10.1007/s00254-003-0789-y
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. https://doi.org/10.1016/j.jhazmat.2011.08.051
Wang, P., Yu, J. J., Zhang, Y. C., & Liu, C. M. (2013). Groundwater recharge and hydrogeochemical evolution in the Ejina Basin, northwest China. Journal of Hydrology, 476, 72–86. https://doi.org/10.1016/j.jhydrol.2012.10.049
WHO. (2008). Guidelines for drinking-water quality: Incorporating 1st and 2nd addenda (3rd ed., Vol. 1). World Health Organization.
WHO. (2011). Guidelines for drinking-water quality (4th ed.). World Health Organization.
Wongsasuluk, P., Chotpantarat, S., Siriwong, W., & Robson, M. (2014). Heavy metal contamination and human health risk assessment in drinking water from shallow groundwater wells in an agricultural area in Ubon Ratchathani province, Thailand. Environmental Geochemistry and Health, 36, 169–182. https://doi.org/10.1007/s10653-013-9537-8
Wongsasuluk, P., Chotpantarat, S., Siriwong, W., & Robson, M. (2018). Using urine as a biomarker in human exposure risk associated with arsenic and other heavy metals contaminating drinking groundwater in intensively agricultural areas of Thailand. Environmental Geochemistry and Health, 40, 323–348. https://doi.org/10.1007/s10653-017-9910-0
Xiao, T. F., Boyle, D., Guha, J., Rouleau, A., Hong, Y. T., & Zheng, B. S. (2003). Groundwater-related thallium transfer processes and their impacts on the ecosystem: Southwest Guizhou Province, China. Applied Geochemistry, 18, 675–691. https://doi.org/10.1016/S0883-2927(02)00154-3
Yang, R., Cao, J., Kang, X., & Yin, Z. (1997). The characteristics and genesis of Yunfu Pyrite Deposit in Guangdong province. Acta Scientiarum Naturalium Universitatis Sunyatseni, 36(4), 79–83.
Zeng, J., Han, G., & Yang, K. (2020). Assessment and sources of heavy metals in suspended particulate matter in a tropical catchment, northeast Thailand. Journal of Cleaner Production, 265, 121898. https://doi.org/10.1016/j.jclepro.2020.121898
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This work was supported by the National Natural Science Foundation of China (41807193, 41830753) and the Guangdong Provincial Key Research Program of Universities (2019KZDXM054). The authors also gratefully acknowledge the anonymous reviewers for their valuable comments and suggestions, resulting in substantial improvements over an earlier version of the manuscript.
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Yu Liu involved in in situ investigation, data curation, formal analysis, writing—original draft, and funding acquisition. Lezhang Wei involved in in situ investigation and data curation. Qinghua Wu involved in in situ investigation and writing—review and editing. Dinggui Luo involved in in situ investigation, writing—review and editing, and Supervision. Tangfu Xiao involved in conceptualization, in situ investigation, and writing—review and editing. Qihang Wu involved in methodology and writing—review and editing. Xuexia Huang involved in methodology and resources. Juan Liu involved in methodology and writing—review and editing. Jin Wang involved in methodology and writing—review and editing. Ping Zhang involved in writing—review and editing.
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Liu, Y., Wei, L., Wu, Q. et al. Impact of acid mine drainage on groundwater hydrogeochemistry at a pyrite mine (South China): a study using stable isotopes and multivariate statistical analyses. Environ Geochem Health 45, 771–785 (2023). https://doi.org/10.1007/s10653-022-01242-8
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DOI: https://doi.org/10.1007/s10653-022-01242-8