Citation: | Shi-yu Liu, Bing Yi, Fei Liu, Chun-yan Liu, Shan-shan Yang, Hui-xiang Zhang, Wei Kang, Kai-di Jiang, 2025. Groundwater metal pollution and health risk assessment in river valley heavy industrial cities of arid regions in China, China Geology, 8, 526-539. doi: 10.31035/cg2025084 |
Xining, a river valley city in China’s arid region, serves as an important industrial hub with a fragile ecological environment. While groundwater heavy metal pollution in this area has drawn increasing concern, the sources and associated human health risks remain inadequately understood. This study analyzed 144 shallow groundwater samples from urban Xining for 14 heavy metals (Fe, Al, B, Mn, Ba, Zn, Pb, Cr⁶⁺, Ni, Cu, Co, Sb, Cd, and As) using the Nemerow comprehensive pollution index, correlation analysis, and the USEPA health risk assessment model. Results identified Fe, Al, B, Mn, Ba, Pb, Cd, and As as the primary pollutants, especially concentrated in river valley plains. These contaminants primarily originate from natural sedimentary conditions and human activities such as industrial and agricultural development. The pollution indices for Al, Pb, Mn, and Fe exceeded clean water thresholds, indicating serious contamination and the need for enhanced regulation. Health risk assessments revealed that children face greater exposure risks than adults, with arsenic and nickel being the main contributors to carcinogenic risk. Sensitivity analysis further showed that As, Fe, and Cd posed the greatest non-carcinogenic and carcinogenic risks, particularly in human-impacted areas such as the Nanchuan and Beichuan valleys and Ganhegou. These findings provide essential insights for groundwater safety management in plateau river valley cities and similar vulnerable regions.
Ali S, Baboo Agarwal M, Verma S, Islam R, Kumar Deolia R, Singh S, Kumar J, Mohammadi A A., Kumar Gupta M, Fattahi M. 2023. Variability of groundwater fluoride and its proportionate risk quantification via Monte Carlo simulation in rural and urban areas of Agra district, India. Scientific Reports, 13(1), 18971. doi: 10.1038/s41598-023-46197-7. |
An YK, Lu WX. 2018. Hydrogeochemical processes identification and groundwater pollution causes analysis in the northern Ordos Cretaceous Basin, China. Environmental Geochemistry and Health, 40(4), 1209–1219. doi: 10.1007/s10653-017-0037-0. |
Abbott BW, Jones JB, Schuur EAG, Chapin FS, Bowden WB, Bret-Harte MS, Epstein HE, Flannigan MD, Harms TK, Hollingsworth TN, Mack MC, McGuire AD, Natali SM, Rocha AV, Tank SE, Turetsky MR, Vonk JE, Wickland KP, Aiken GR, Alexander HD, Amon RMW, Benscoter BW, Bergeron Y, Bishop K, Blarquez O, Bond-Lamberty B, Breen AL, Buffam I, Cai YH, Carcaillet C, Carey SK, Chen JM, Chen HYH, Christensen TR, Cooper LW, Cornelissen JHC, de Groot WJ, DeLuca TH, Dorrepaal E, Fetcher N, Finlay JC, Forbes BC, French NHF, Gauthier S, Girardin MP, Goetz SJ, Goldammer JG, Gough L, Grogan P, Guo LD, Higuera PE, Hinzman L, Hu FS, Hugelius G, Jafarov EE, Jandt R, Johnstone JF, Karlsson J, Kasischke ES, Kattner G, Kelly R, Keuper F, Kling GW, Kortelainen P, Kouki J, Kuhry P, Laudon H, Laurion I, MacDonald RW, Mann PJ, Martikainen PJ, McClelland JW, Molau U, Oberbauer SF, Olefeldt D, Paré D, Parisien MA, Payette S, Peng CH, Pokrovsky OS, Rastetter EB, Raymond PA, Raynolds MK, Rein G, Reynolds JF, Robards M, Rogers BM, Schädel C, Schaefer K, Schmidt IK, Shvidenko A, Sky J, Spencer RGM, Starr G, Striegl RG, Teisserenc R, Tranvik LJ, Virtanen T, Welker JM, Zimov S. 2016. Biomass offsets little or none of permafrost carbon release from soils, streams, and wildfire: An expert assessment. Environmental Research Letters, 11(3), 034014. doi: 10.1088/1748-9326/11/3/034014. |
Ahmad W, Alharthy RD, Zubair M, Ahmed M, Hameed A, Rafique S. 2021. Toxic and heavy metals contamination assessment in soil and water to evaluate human health risk. Scientific Reports, 11, 17006. doi: 10.1038/s41598-021-94616-4. |
Benz SA, Irvine DJ, Rau GC, Bayer P, Menberg K, Blum P, Jamieson RC, Griebler C, Kurylyk BL. 2024. Global groundwater warming due to climate change. Nature Geoscience, 17(6), 545–551. doi: 10.1038/s41561-024-01453-x. |
Cogliano VJ, Baan R, Straif K, Grosse Y, Lauby-Secretan B, El Ghissassi F, Bouvard V, Benbrahim-Tallaa L, Guha N, Freeman C, Galichet L, Wild CP. 2011. Preventable exposures associated with human cancers. JNCI Journal of the National Cancer Institute, 103(24), 1827–1839. doi: 10.1093/jnci/djr483. |
Duan XL, Zhao XG. 2014. Highlights of the Chinese Exposure Factors Handbook (Adults). Beijing, China Environmental Science Press, 20–60 (in Chinese). |
Duan XL. 2016. Highlights of the Chinese Exposure Factors Handbook (Children). Beijing, China Environmental Science Press, 90–120 (in Chinese). |
Di BS, Dai ZB, Lin WH, Tan JJ, Wu L, Chen LJ. 2024. Analysis of heavy metal sources in groundwater and assessment of health: An example from the chemical industrial park in northern Zhejiang. Environmental Ecology, 6(8), 29–8 (in Chinese with English abstract). doi: 10.3969/j.issn.2096-6830.2024.08.04. |
Fang Q, Xian P, Meng ZC. 2021. Environmental health risk assessment model of agricultural land based on monte carlo simulation and its application. Environmental Engineering, 39(2), 147–152 (in Chinese with English abstract). doi: 10.13205/j.hjgc.202102024. |
Fu RJ, Xin CL, Yu S, Li X. 2023. Analysis of Heavy Metal Sources in Groundwater and Assessment of Health Risks: An Example from the Southwest Sub-basin of the Shiqi River. Environmental Science, 44(2), 796–806 (in Chinese with English abstract). doi: 10.13227/j.hjkx.202203144. |
Gao JJ, Zhang LP, Huang SB, Ma M, Wang ZJ. 2004. Preliminary health risk assessment of heavy metals in drinking waters in Beijing. Environmental Science, 25(2), 47–50 (in Chinese with English abstract). doi: 10.13227/j.hjkx.2004.02.010. |
Han XM, Cai WQ, Wang JQ, Li HY, Xu XQ, Tian S. 2023. Groundwater quality characteristics and pollution causes in typical hilly areas of North China: the case of Longan District, Anyang City, Henan Province. Journal of Environmental Engineering Technology, 13(3), 992–1000. doi: 10.12153/j.issn.1674-991X.20220624. |
Huang YY, Wen YM, Ren LL. 2008. Pollution characteristics and control measures of Pearl River Delta Urban Rivers: A case study of the Foshan Waterway. Environment, (S1), 104–107 (in Chinese). |
Kan XQ, Dong YQ, Feng L, Zhou M, Hou HB. 2021. Contamination and health risk assessment of heavy metals in China’s lead–zinc mine tailings: A meta–analysis. Chemosphere, 267, 128909. doi: 10.1016/j.chemosphere.2020.128909. |
Liu CY, Yu KN, Zhang YY, Jing JH, Liu JT. 2023. Characteristics and Driving Mechanisms of Shallow Groundwater Chemistry in Xining City. Environmental Science, 44(6), 3228–3236 (in Chinese with English abstract). doi: 10.13227/j.hjkx.202203297. |
Liu CY, Liu JT, Zhu L, Zhang YX, Jing JH, Huang GX, Zhou B, Chen X, Xie F, Li B. 2024a. Distribution characteristics, influencing factors and impacts on ecological environment of Fe and Mn in shallow groundwater of Plateau Valley–City: A case study of Xining City. Geology in China, 51(5), 1776–1790 (in Chinese with English abstract). doi: 10.12029/gc20230307003. |
Liu CY, Liu JT, Jing JH, Huang GX, Zhou B, Chen X, Xie F, Li B. 2024b. Distribution characteristics and influencing factors of iron-rich groundwater in Xining City. Hydrogeology & Engineering Geology, 51(5), 45–55 (in Chinese with English abstract). doi: 10.16030/j.cnki.issn.1000-3665.202311025. |
Lin XF, Li Y, Meng WS, Wu C, Mao XY. 2021. Pollution characteristics and health risk assessment of heavy metals in groundwater in north of Suzhou high-tech zone. Nonferrous Metals (Extractive Metallurgy), (3), 174–179 (in Chinese with English abstract). doi: 10.3969/j.issn.1007-7545.2021.03.026. |
Li HH 2022. Evolution Mechanism and Carrying Capacity Research of Groundwater in Valley-Type City on the Qinghai-Tibet Plateau. Xi’an, Chang’an University, PhD theisi, 14-42. (in Chinese with English abstract). |
Liu JT, Chen X, Zhang YJ, 2016. Results of investigation and evaluation of groundwater pollution in major cities in Northwest China. Shijiazhuang, Institute of Hydrogeology and Environmental Geology, Chinese Academy of Geological Sciences, Research report, 108-135. (in Chinese). |
Liu HZ, Chang HJ, Shen J, Cao GC, Chen KL, Li DG. 2015. Heavy mental evaluation and its sources for soil of typical cultural area in Xining——case study of soil from the south campus of Qinghai Normal University. Journal of Qinghai Normal University (Natural Science), 31(2), 64–71 (in Chinese with English abstract). doi: 10.16229/j.cnki.issn1001-7542.2015.02.013. |
Metropolis N, Ulam S. 1949. The Monte Carlo method. Journal of the American Statistical Association, 44(247), 335–341. doi: 10.1080/01621459.1949.10483310. |
Ma J, She ZL, Wang SL, Deng L, Liu P, Sun J. 2023. Health Risk Assessment of Heavy Metals in Agricultural Soils Around the Gangue Heap of Coal Mine Based on Monte Carlo Simulation. Environmental Science, 44(10), 5666–5678 (in Chinese with English abstract). doi: 10.13227/j.hjkx.202211064. |
Shen HY, An R, Shi HD, Liu XY, Zhang AD. 2021. Heavy Metal Pollution and Influencing Factors of Agricultural Land in a Typical Watershed in Hunan Province. Research of Environmental Sciences, 34(3), 715–724 (in Chinese with English abstract). doi: 10.13198/j.issn.1001-6929.2020.10.06. |
Shi HH, Pan YJ, Zeng M, Huang CS, Hou QQ, Pi PC, Peng H. 2021. Source Analysis and Health Risk Assessment of Heavy Metals in Groundwater of Leizhou Peninsula. Environmental Science, 42(9), 4246–4256 (in Chinese with English abstract). doi: 10.13227/j. hjkx.202101147 doi: 10.13227/j.hjkx.202101147. |
Wang L, Duan XX, Zhao Y, Li WM, Zhang J. 2024. Ecological risk assessment of heavy metals in soil in Silong and Beiwan towns, Baiyin city, Gansu Province. Geology in China, 51(1), 290–303 (in Chinese with English abstract). doi: 10.12029/gc20220906001. |
Wang XD, Tian W, Zhang XY. 2022. Distribution Characteristics and Health Risk Assessment of Metal Elements for Groundwater in the Ningxia Region of China. Environmental Science, 43(1), 329–338 (in Chinese with English abstract). doi: 10.13227/j.hjkx.202105037. |
Wang SL, Jiang Y, Ma J, Wang J, Liu P, Deng L, Sun J, Gong L. 2024. Health Risk Assessment of Heavy Metals in Groundwater of Hazardous Waste Disposal Plant Based on Monte Carlo Simulation. Nonferrous Metals (Extractive Metallurgy), (1), 143–153 (in Chinese with English abstract). doi: 10.3969/j.issn.1007–7545.2024.01.018. |
Wu YN, Su T, Xu WD, Mao XW, Ji TD, Zhao TY. 2024. Risk evaluation of heavy metal pollution in groundwater in water-scapty areas - taking Jiaxing City as an example. Yangtze River, 55(08), 29–35(in Chinese with English abstract). doi: 10.16232/j.cnki.1001-4179.2024.08.005. |
Wallace D R, Taalab YM, Heinze S, Tariba Lovaković B, Pizent A, Renieri E, Tsatsakis A. 2020. Toxic-metal-induced alteration in miRNA expression profile as a proposed mechanism for disease development. Cells, 9(4), 901. doi: 10.3390/cells9040901. |
Xu Y, Ma YM, Zhang X, Peng J, Xu CR, Shi YQ, Tang JX, 2021. Health risk assessment of groundwater drinking pathway around a municipal solid waste landfill. Ecology and Environmental Sciences, 30(3), 558–568 (in Chinese with English abstract). doi: 10.16258/j.cnki.1674-5906.2021.03.014 |
Xu KW, Gao B, Liu YY, Zhang CY. 2017. Health Risk Assessment of Heavy Metals in Groundwater of One Uranium Mine and Its Surrounding Areas. Nonferrous Metals (Extractive Metallurgy), (8), 66–70 (in Chinese with English abstract). doi: 10.3969/j.issn.1007-7545.2017.08.017. |
Yan ZY, Zeng YY, Zhou JL, Sun Y, Ma CL. 2023. Groundwater Pollution Risk Assessment in Plain Area of the Yarkant River Basin. Environmental Science, 44(6), 3237–3246 (in Chinese with English abstract). doi: 13227/j.hjkx.202207245. |
You DM, Zhou JG, Wang JH, Ma ZH, Pan LG. 2011. Analysis of relations of heavy metal accumulation with land utilization using the positive and negative association rule method. Mathematical and Computer Modelling, 54(3–4), 1005–1009. doi: 10.1016/j.mcm.2010.11.028. |
Yao BD, Lu XJ, Xu L, Wang Y, Qu HY, Zhou H. 2020. Relationship between low-level lead, cadmium and mercury exposures and blood pressure in children and adolescents aged 8–17 years: An exposure-response analysis of NHANES 2007–2016. Science of the Total Environment, 726, 138446. doi: 10.1016/j.scitotenv.2020.138446. |
Zheng LL, Zhang DC, Hao LC, Dai YX, Zhang JK, Li XF, Ren KW, Liu J, Kong FQ, Wang YF. 2025. Spatial distribution characteristic, source analysis and health risk assessment of the soil heavy metals in the eastern of Leizhou, Guangdong Province. Geology in China, 52(1), 300–314 (in Chinese with English abstract). doi: 10.12029/gc20231229001. |
Zhao JH,Guo X, Sun QH. 2018. Application of environmental health risk assessment on the safety of drinking water in a city. Journal of Environmental Hygiene, 8(03), 221–225 (in Chinese with English abstract). doi: 10.13421/j.cnki.hjwsxzz.2018.03.010. |
Zhao D, Wu Q, Zeng YF, Zhang J, Mei AS, Zhang XH, Gao S, Wang HY, Liu HL, Zhang Y, Qi S, Jia X. 2023. Contamination and human health risk assessment of heavy metal(loid)s in topsoil and groundwater around mining and dressing factories in Chifeng, North China. International Journal of Coal Science & Technology, 10(1), 8 doi: 10.1007/s40789-023-00568-7. |
Sampling points distribution map in Xining City.
Box plots of single-factor contamination indices (Pi) of heavy metals in groundwater in the study area.
Based on the Heavy Metal Nemero Comprehensive Pollution Index (Ni), the statistical chart of the proportion of points with different levels of pollution index.
Spatial distribution characteristics of prominent indicators of groundwater pollution.
Pearson correlation of quality parameters in groundwater. Note: *stands for P≤0.05, **stands for P≤0.01.
Probability distribution for non-carcinogenic risk (HI) of heavy metals in groundwater.
Probability distribution of heavy metal carcinogenic risk in groundwater. (a) As, (b) Cd, (c) Cr, (d) Ni, (e) Pb, and (f) TCR for carcinogenic risk in children and adults.
Sensitivity analysis of groundwater heavy metal (a) non-carcinogenic and (b) carcinogenic risks.