Abstract
Source-specific health risk apportionment for heavy metals is critical for pollution prevention and risk management in mining and smelting areas. An integrated method combining health risk assessments with the positive matrix factorization model was proposed to evaluate source-specific health risks for adults and children. A typical mining and smelting area was taken as an example in the present study to apportion the source-specific health risks to humans. A total of 37 road dust samples collected from the industrial (IA) and residential areas (RA) of Gejiu (China) were analyzed for heavy metals (Cd, Cr, Cu, Ni, Pb, and Zn). The results indicated that road dust in the study area was mainly contaminated with Cd, Cu, Pb, and Zn. Three potential sources, including atmospheric deposition, industrial waste, and natural sources, were identified and quantified, with contributions of 43.32%, 30.83%, and 25.85%, respectively. For non-carcinogenic risks, a similar trend of the source contribution was found for adults and children under the same land use; atmospheric deposition made the greatest contribution to the non-carcinogenic risk in both IA and RA. However, for carcinogenic risk, natural sources were the greatest contributor to human health risks in both IA and RA, followed by atmospheric deposition and industrial waste. The investigation in this study allowed the evaluation of health risks from potential contamination sources and the results provide valuable information on health risk mitigation strategies for environmental managers.
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The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Acosta JA, Faz A, Kalbitz K, Jansen B, Martínez-Martínez S (2014) Partitioning of heavy metals over different chemical fraction in street dust of Murcia (Spain) as a basis for risk assessment. J Geochem Explor 144(Part B):298–305
Amato F, Pandolfi M, Escrig A, Querol X, Alastuey A, Pey J, Perez N, Hopke PK (2009) Quantifying road dust resuspension in urban environment by multilinear engine: a comparison with PMF. Atmos Environ 43:2770–2780
Bi X, Li Z, Sun G, Liu J, Han Z (2015) In vitro bioaccessibility of lead in surface dust and implications for human exposure: a comparative study between industrial area and urban district. J Hazard Mater 297:191–197
Botsou F, Sungur A, Kelepertzis E, Soylak M (2016) Insights into the chemical partitioning of trace metals in roadside and off-road agricultural soils along two major highways in Attica's region, Greece. Ecotoxicol Environ Saf 132:101–110
Cao SZ, Duan XL, Zhao XG, Chen YT, Wang BB, Sun CY, Zheng BH, Wei FS (2016) Health risks of children’s cumulative and aggregative exposure to metals and metalloids in a typical urban environment in China. Chemosphere. 147:404–411
Chen X, Lu X (2018) Contamination characteristics and source apportionment of heavy metals in topsoil from an area in Xi’an city, China. Ecotoxicol Environ Saf 151:153–160
Chen H, Teng Y, Chen R, Li J, Wang J (2016) Contamination characteristics and source apportionment of trace metals in soils around Miyun Reservoir. Environ Sci Pollut Res 23:15331–15342
Cloquet C, Carignan J, Libourel G, Sterckeman T, Perdrix E (2006) Tracing source pollution in soils using cadmium and lead isotopes. Environ Sci Technol 40:2525–2530
CNEMC (China National Environmental Monitoring Center) (1990) The background values of elements in Chinese soils. Environ Sci Press of China, Beijing
Cui XT, Wang XQ, Liu B (2020) The characteristics of heavy metal pollution in surface dust in Tangshan, a heavily industrialized city in North China, and an assessment of associated health risks. J Geochem Explor 210:106432–106445
Djukić A, Lekić B, Rajaković-Ognjanović V, Veljović D, Vulić T, Djolić M, Naunovic Z, Despotović J, Prodanović D (2016) Further insight into the mechanism of heavy metals partitioning in stormwater runoff. J Environ Manag 168:104–110
Ferreira-Baptista L, De-Miguel E (2005) Geochemistry and risk assessment of street dust in Luanda, Angola, a tropical urban environment. Atmos Environ 39:4501–4512
Gao HY, Xu ZM, Wang K, Ren Z, Yang K, Tang YJ, Tian L, Chen LP (2019) Evaluation of the impact of karst depression-type impoundments on the underlying karst water systems in the Gejiu mining district, southern Yunnan, China. B Eng Geol Environ 78:4678–4688
Gejiu regional statistical yearbook (2016) China Statistics Press. Beijing, China
Gope M, Masto RE, George J, Hoque RR, Balachandran S (2017) Bioavailability and health risk of some potentially toxic elements (Cd, Cu, Pb, and Zn) in street dust of Asansol, India. Ecotoxicol Environ Saf 138:231–241
Guo GH, Zhang DG, Wang YT (2019) Probabilistic human health risk assessment of heavy metal intake via vegetable consumption around Pb/Zn smelters in Southwest China. Int J Environ Res Public Health 16:3266–3283
Guo GH, Zhang DG, Wang YT (2020) Characteristics of heavy metals in size-fractionated atmospheric particulate matters and associated health risk assessment based on the respiratory deposition. Environ Geochem Health on line. https://doi.org/10.1007/s10653-020-00706-z89(
Hinwood A, Callan AC, Heyworth J, McCafferty P, Sly PD (2014) Children’s personal exposure to PM10 and associated metals in urban, rural, and mining activities areas. Chemosphere 108:125–133
Hu WY, Wang HF, Dong LR, Huang B, Borggaard OK, Hansen HCB, He Y, Holm PE (2018) Source identification of heavy metals in peri-urban agricultural soils of southeast China: an integrated approach. Environ Pollut 237:650–661
Hu YN, He KL, Sun ZH, Chen G, Cheng HF (2020) Quantitative source apportionment of heavy meta(loid) in the agricultural soils of an industrializing region and associated model uncertainty. J Hazard Mater 391:122244–122256
Huang Y, Li TQ, Wu CX, He ZL, Japenga J, Deng MH, Yang XE (2015) An integrated approach to assess heavy metal source apportionment in peri-urban agricultural soils. J Hazard Mater 299:540–549
Huang JH, Guo ST, Zeng GM, Li F, Gu YL, Shi YH, Shi LX, Liu WC, Peng SY (2018a) A new exploration of health risk assessment quantification from sources of soil heavy metals under different land use. Environ Pollut 243:49–58
Huang K, Sun KY, Zhao Y, Xing J, An JJ (2018b) Analysis of coefficient of generation an emission of hazardous heavy metal wastes of lead industry in Yunnan Province. Environ Sci Technol 41:199–204
IRIS (Integrated risk information system) (2003) Integrated risk information system-database. United Stated Environmental Protection Agency. Washington, DC.
Jaishankar M, Tseten T, Anbalagan N, Mathew BB, Beeregowda KN (2014) Toxicity, mechanism and health effects of some heavy metals. Inter Discip Toxicol 7:60–72
Jayarathne A, Egodawatta P, Ayoko GA, Goonetilleke A (2017) Geochemical phase and particle size relationships of metals in urban road dust. Environ Pollut 230:218–226
Jayarathne A, Egodawatta P, Ayoko GA (2018) Assessment of ecological and human health risks of metals in urban road dust based on geochemical fractionation and potential bioavailability. Sci Total Environ 635:1609–1619
Jiang Y, Chao SH, Liu JW, Yang Y, Chen YJ, Zhang AC, Cao HB (2017) Source apportionment and health risk assessment of heavy metals in soil for a township in Jiangsu Province, China. Chemosphere 168:1658–1668
Karanasiou A, Moreno T, Amato F, Lumbreras J, Narros A, Borge R (2011) Road dust contribution to PM levels-evaluation of the effectiveness of street washing activities by means of positive matrix factorization. Atmos Environ 45:2193–2201
Khademi H, Gabarron M, Abbaspour A, Martinez-martinez S, Faz A, Acosta JA (2019) Environmental impact assessment of industrial activities on heavy metals distribution in street dust and soil. Chemosphere 217:695–705
Li Z, Feng XB, Li GH, Bi XY, Zhu JM, Qin HB, Dai ZH, Liu JL, Li QH, Sun GY (2013) Distributions, sources, and pollution status of 17 trace metal/ metalloids in the street dust of a heavily industrialized city of central China. Environ Pollut 182:408–416
Li YY, Wang HB, Wang HJ (2014) Heavy metal pollution in vegetables grown in the vicinity of a multi-metal mining area in Gejiu, China: total concentrations, speciation analysis, and health risk. Environ Sci Pollut Res 21:12569–12582
Li KX, Liang T, Wang LQ, Yang ZP (2015) Contamination and health risk assessment of heavy metals in road dust in Bayan Obo Mining Region in Inner Mongolia, North China. J Geogr Sci 25:1439–1451
Li HH, Chen LJ, Y L, Guo ZB, Shan CQ, Lin JQ, Gu YG, Yang ZB, Yang YX, Shao JR, Zhu XM, Cheng Z (2017) Pollution characteristics and risk assessment of human exposure to oral bioaccessibility of heavy metals via urban street dusts from different functional areas in Chengdu, China. Sci Total Environ 586:1076–1084
Liang J, Feng CT, Zeng GM, Gao X, Zhong MZ, Li XD, Li X, He XY, Fang YL (2017) Spatial distribution and source identification of heavy metals in surface soils in a typical coal mine city, Lianyuan, China. Environ Pollut 225:681–690
Liao HT, Chou CCK, Chow JC, Watson JG, Hopke PK, Wu CF (2015) Source and risk apportionment of selected VOCs and PM2.5 species using partially constrained receptor models with multiple time resolution data. Environ Pollut 205:121–130
Liu J, Liu Y, Liu Y, Liu Z, Zhang A (2018) Quantitative contributions of the major sources of heavy metals in soils to ecosystem and human health risk: a case study of Yulin. China. Ecotox Environ Safe 164:261–269
Men C, Liu RM, Wang QR, Guo LJ, Miao YX, Shen ZY (2019) Uncertainty analysis in source apportionment of heavy metals in road dust based on positive matrix factorization model and geographic information system. Sci Total Environ 652:27–39
Men C, Liu RM, Xu LB, Wang QR, Guo LJ, Miao YX, Shen ZY (2020) Source-specific ecological risk analysis and critical source identification of heavy metals in road dust in Beijing, China. J Haz Material 388:121763–121775
Mukerjee S, Biswas P (1992) A concept of risk apportionment of air emission sources for risk reduction considerations. Environ Technol 13:635–646
Najmeddin A, Keshavarzi B, Moore F, Lahijanzadeh A (2018) Source apportionment and health risk assessment of potentially toxic elements in road dust from urban industrial areas of Ahvaz megacity, Iran. Environ Geochem Health 40:1187–1208
Oomen AG, Hack A, Minekus M, Zeijdner E, Cornelis C, Schoeters G, Verstraete W, Van de WT, Wraqq J, Rompelberg CJ, Sips AJ, Van Wijnen JH (2002) Comparison of five in vitro digestion models to study the bioaccessibility of soil contaminants. Environ Sci Technol 36:3326–3334
Ordóñez A, Loredo J, De Miguel E, Charlesworth S (2003) Distribution of heavy metals in the street dusts and soils of an industrial city in northern Spain. Arch Environ Contam Toxicol 44:160–170
Padoan E, Rome C, Ajmone-Marsan F (2017) Bioaccessibility and size distribution of metals in road dust and roadside soils along a peri-urban transect. Sci Total Environ 601-602:89–98
Rahman MS, Khan MDH, Jolly YN, Kabir J, Akter S, Salam A (2019) Assessing risk to human health for heavy metal contamination through street dust in the Southeast Asian Megacity: Dhaka, Bangladesh. Sci Total Environ 660:1610–1622
Shen F, Liao R, Ali A, Mahar A, Guo D, Li R, Xining S, Awasthi MK, Wang Q, Zhang Z (2017) Spatial distribution and risk assessment of heavy metals in soil near a Pb/Zn smelter in Feng County, China. Ecotox Environ Safe 139:254–262
Shi DQ, Lu XW (2018) Accumulation degree and source apportionment of trace metals in smaller than 63 μm road dust from the areas with different land uses: a case study of Xi'an, China. Sci Total Environ 636:1211–1218
Skrbic BD, Buljovcic M, Jovanovic G, Antic I (2018) Seasonal, spatial variations and risk assessment of heavy elements in street dust from Novi Sad, Serbia. Chemosphere 205:452–462
Sutherland RA (2000) Bed sediment-associated trace metals in an urban stream, Oahu, Hawaii. Environ Geol 39:611–627
Świetlik R, Trojanowska M, Strzelecka M, Bocho-Janiszewska A (2015) Fractionation and mobility of Cu, Fe, Mn, Pb and Zn in the road dust retained on noise barriers along expressway–a potential tool for determining the effects of driving conditions on speciation of emitted particulate metals. Environ Pollut 196:404–413
Tang ZW, Chai M, Cheng JL, Jin J, Yang YF, Nie ZQ, Huang QF, Li YH (2016) Contamination and health risks of heavy metals in street dust from a coalmining city in eastern China. Ecotox Environ Saf 138:83–91
Tian SH, Liang T, Li KX, Wang LQ (2018) Source and path identification of metals pollution in a mining area by PMF and rare earth element patterns in road dust. Sci Total Environ 633:958–966
Tian SH, Liang T, Li KX (2019) Fine road dust contamination in a mining area presents a likely air pollution hotspot and threat to human health. Environ Int 128:201–209
Trujillo-Gonzalez JM, Torres-Mora MA, Keesstra S, Brevik EC, Jimenez-Ballesta R (2016) Heavy metal accumulation related to population density in road dust samples taken from urban sites under different land uses. Sci Total Environ 553:636–642
Ubaid Ali M, Liu GJ, Yousaf B, Abbas Q, Ullah H, Mujtaba Munir MA, Fu B (2017) Pollution characteristics and human health risks of potentially (eco) toxic elements (PTEs) in road dust from metropolitan area of Hefei, China. Chemosphere 181:111–121
USEPA (United States Environment Protection Agency) (1989) Risk Assessment Guidance for Superfund Vol. I: Human Health Evaluation Manual. EPA/540/1-89/002. Office of Solid Waste and Emergency Response. Washington, DC.
USEPA (United States Environment Protection Agency) (1993) Reference dose (RfD): description and use in health risk assessments. Background Document 1 A. Integrated Risk Information System (IRIS).
USEPA (United States Environment Protection Agency). (2007) Method 3051a (SW-846): microwave assisted digestion of sediments, sludges, soils, and oils. Revision 1. Washington, DC.
USEPA (United States Environmental Protection Agency) (2011) Exposure Factors Handbook. (final ed.), EPA/600/R-09/052F., Washington, DC.
USEPA (United States Environment Protection Agency) (2014) EPA positive matrix factorization (PMF) 5.0 fundamentals and user guide. Washington, DC.
USEPA (United States Environmental Protection Agency) (2016) EPA ExpoBox: a Toolbox for Exposure Assessors. Exposure Assessment Tools by Routes. Washington, DC.
Valotto G, Rampazzo G, Visin F, Gonella F, Cattaruzza E, Glisenti A, Formenton G, Tieppo P (2015) Environmental and traffic-related parameters affecting road dust composition: a multi-technique approach applied to Venice area (Italy). Atmos Environ 122:596–608
Wang Y, Wang RM, Fan LY, Chen TT, Bai YH, Yu QR (2017) Assessment of multiple exposure to chemical elements and health risks among residents near Huodehong lead-zinc mining area in Yunnan, Southwest China. Chemosphere. 174:613–627
Wang Q, Zhang QH, Wang XC, Ge Y (2020) Size distributions and heavy metal pollution of urban road deposited sediments (RDS) related to traffic types. Environ Sci Pollut Res 27:34199–34210
Wedepohl KH (1995) The composition of the continental crust. Geochim Cosmochim Acta 59:1217–1232
Wu CF, Wu SY, Wu YH, Cullen AC, Larson TV, Williamson J, Liu LJS (2009) Cancer risk assessment of selected hazardous air pollutants in Seattle. Environ Int 35:516–522
Yan G, Mao LC, Liu SX, Mao Y, Ye H (2018) Enrichment and sources of trace metals in roadside soils in Shanghai, China: a case study of two urban/rural roads. Sci Total Environ 631-632:942–950
Yang SY, He MJ, Zhi YY, Chang SX, Gu BJ, Liu XM, Xu J (2019) An integrated analysis on source-exposure risk of heavy metals in agricultural soils near intense electronic waste recycling activities. Environ Int 133:105239
Yildirim G, Tokalioglu S (2016) Heavy metal speciation in various grain sizes of industrially contaminated street dust using multivariate statistical analysis. Ecotoxic Environ Saf 124:369–376
Yu Y, Li YX, Li B, Shen ZY, Stenstrom MK (2016) Metal enrichment and lead isotope analysis for source apportionment in the urban dust and rural surface soil. Environ Pollut 216:764–772
Yuan Y, Zhang C, Zeng G, Liang J, Guo S, Huang L, Wu H, Hua S (2016) Quantitative assessment of the contribution of climate variability and human activity to streamflow alteration in Dongting Lake, China. Hydrol Process 35:70–95
Zannoni D, Valotto G, Visin F, Rampazzo G (2016) Sources and distribution of tracer elements in road dust: the Venice mainland case of study. J Geochem Explor 166:64–72
Zhang J, Hua P, Krebs P (2015) The build-up dynamic and chemical fractionation of Cu, Zn and Cd in road-deposited sediment. Sci Total Environ 532:723–732
Zhang K, Chai FH, Zheng ZL, Yang Q, Zhong XC, Fomba KW, Zhou GZ (2018a) Size distribution and source of heavy metals in particulate matter on the lead and zinc smelting affected area. J Environ Sci 71:188–196
Zhang XW, Wei S, Sun QQ, Wadood SA, Guo BL (2018b) 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. Ecoto Environ Saf 159:354–362
Zhang J, Li R, Zhang X, Bai Y, Cao P, Hua P (2019) Vehicular contribution of PAHs in size dependent road dust: a source apportionment by PCA-MLR, PMF, and Unmix receptor models. Sci Total Environ 649:1314–1322
Zhao HT, Shao YP, Yin CQ, Jiang Y, Li XY (2016) An index for estimating the potential metal pollution contribution to atmospheric particulate matter from road dust in Beijing. Sci Total Environ 550:167–175
Zhao HT, Wang XX, Li XY (2017) Quantifying grain-size variability of metal pollutants in road-deposited sediments using the coefficient of variation. Int J Environ Res Public Health 14:850–860
Zhao XL, He BH, Wu HY, Zheng GD, Ma XX, Liang JJ, Li P, Fan QH (2020) A comprehensive investigation of hazardous elements contamination in mining and smelting-impacted soils and sediments. Ecotoxicol Environ Saf 192:110320
Zheng N, Liu J, Wang Q, Liang Z (2010) Health risk assessment of heavy metal exposure to street dust in the zinc smelting district, Northeast of China. Sci Total Environ 408:726–733
Zibret G, Tonder DV, Zibret L (2013) Metal content in street dust as a reflection of atmospheric dust emissions from coal power plants, metal smelters, and traffic. Environ Sci Pollut Res 20:4455–4468
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This study was funded by the National Key Technology Research and Development Program of China [grant number 2018YFC1800104].
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Methodology: Guanghui Guo; data collection and investigation: Degang Zhang; software: Yuntao Wang. The first draft of the manuscript was written by Guanghui Guo. All authors read and approved the final manuscript.
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Guo, G., Zhang, D., Yuntao et al. Source apportionment and source-specific health risk assessment of heavy metals in size-fractionated road dust from a typical mining and smelting area, Gejiu, China. Environ Sci Pollut Res 28, 9313–9326 (2021). https://doi.org/10.1007/s11356-020-11312-y
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DOI: https://doi.org/10.1007/s11356-020-11312-y