Abstract
Large-scale smelting activities release large amounts of potentially toxic elements (PTEs) in fine particles. These particles floating in the air eventually settle on leaves, roads, and even indoors. In smelting areas, indoor environments are generally considered relatively safe. However, these areas are not taken seriously and need to be assessed. This paper systematically studied pollution characteristics, main sources and health risks of ten potentially toxic elements, PTEs (Mn, Ni, Cu, Zn, Hg, Cd, As, Cr, Pb, and Tl), of dust samples from different indoor environments in smelting areas using various methods. Therefore, this study analyzed dust samples from 35 indoor environments. The enrichment factors showed that the indoor dust samples were extremely enriched by Cd and Cu and significantly enriched by Hg, Pb, As, and Zn. The result of the spatial distribution showed that the high-value PTEs were mainly distributed near the Cu smeltery. Three sources were quantitatively assigned for these PTEs, and they were industrial smelting and traffic activities (44.40%), coal-fired activities (18.11%), and natural existence (37.49%). Based on the calculation of health risk, the value of THI for children was 7.57, indicating a significant non-carcinogenic risk. For carcinogenic risk, the values of TCR for children and adults were 2.91×10−2 and 2.97×10−3, respectively, which were much higher than the acceptable risk value 1×10−4. Combining health risk assessment with source discrimination, we found that the industrial discharges and traffic activities were the most main source of non-cancer and cancer risks. Therefore, smelting activities should be more strictly monitored, and traffic emission management should be strengthened.
Similar content being viewed by others
Data availability
All data generated or analyzed during this study are included in this published article and its supplementary information files.
References
Ali MU, Liu G, Yousaf B, Ullah H, Irshad S, Ahmed R, Hussain M, Rashid A (2019) Evaluation of floor-wise pollution status and deposition behavior of potentially toxic elements and nanoparticles in air conditioner dust during urbanistic development. J Hazard Mater 365:186–195
Amato F, Cassee FR, Gon HACDvd, Gehrig R, Gustafsson M, Hafner W, Harrison RM, Jozwicka M, Kelly FJ, Moreno T (2014) Urban air quality: the challenge of traffic non-exhaust emissions. J Hazard Mater 275(2):31–36
Angulo E (1996) The Tomlinson Pollution Load Index applied to heavy metal, ‘Mussel-Watch’ data: a useful index to assess coastal pollution. Sci Total Environ 187(1):19–56
Boehlandt A, Schierl R, Diemer J, Koch C, Bolte G, Kiranoglu M, Fromme H, Nowak D (2012) High concentrations of cadmium, cerium and lanthanum in indoor air due to environmental tobacco smoke. Sci Total Environ 414:738–741
Buat-Menard P, Chesselet R (1979) Variable influence of the atmospheric flux on the trace metal chemistry of oceanic suspended matter. Earth Planet Sci Lett 42(3):399–411
Cai LM, Xu ZC, Bao P, He M, Dou L, Chen LG, Zhou YZ, Zhu YG (2015) Multivariate and geostatistical analyses of the spatial distribution and source of arsenic and heavy metals in the agricultural soils in Shunde, Southeast China. J Geochem Explor 148:189–195
Cai L-M, Wang Q-S, Luo J, Chen L-G, Zhu R-L, Wang S, Tang C-H (2019a) Heavy metal contamination and health risk assessment for children near a large Cu-smelter in central China. Sci Total Environ 650:725–733
Cai L-M, Wang Q-S, Wen H-H, Luo J, Wang S (2019b) Heavy metals in agricultural soils from a typical township in Guangdong Province, China: occurrences and spatial distribution. Ecotoxicol Environ Saf 168:184–191
Cai LM, Jiang HH, Luo J (2019c) Metals in soils from a typical rapidly developing county, Southern China: levels, distribution, and source apportionment. Environ Sci Pollut Res 26:19282–19293
Cao Z, Wang M, Chen Q, Zhu C, Jie J, Li X, Dong X, Miao Z, Shen M, Bu Q (2019) Spatial, seasonal and particle size dependent variations of PAH contamination in indoor dust and the corresponding human health risk. Sci Total Environ 653:423–430
Chakraborty D, Mondal NK (2018) Assessment of health risk of children from traditional biomass burning in rural households. Exposure and Health 10(1):15–26
Charlesworth S, Everett M, Mccarthy R, Ordóñez A, Miguel ED (2004) A comparative study of heavy metal concentration and distribution in deposited street dusts in a large and a small urban area: Birmingham and Coventry, West Midlands, UK. Environ Int 29(5):563–573
Cheng Z, Chen L-J, Li H-H, Lin J-Q, Yang Z-B, Yang Y-X, Xu X-X, Xian J-R, Shao J-R, Zhu X-M (2018) Characteristics and health risk assessment of heavy metals exposure via household dust from urban area in Chengdu, China. Sci Total Environ 619:621–629
CNEMC (China National Environmental Monitoring Center) (1990) Soil element background value in Hubei. China Environmental Science Press, China (In Chinese)
Douay F, Pelfrêne A, Planque J, Fourrier H, Richard A, Roussel H, Girondelot B (2013) Assessment of potential health risk for inhabitants living near a former lead smelter. Part 1: metal concentrations in soils, agricultural crops, and homegrown vegetables. Environ Monit Assess 185(5):3665–3680
Entwistle JA, Hursthouse AS, Marinho-Reis PA, Stewart AG (2019) Metalliferous mine dust: human health impacts and the potential determinants of disease in mining communities. Current Pollution Reports 5:67–83
Eqani SAMAS, Kanwal A, Bhowmik AK, Sohail M, Ullah R, Ali SM, Alamdar A, Ali N, Fasola M, Shen H (2016) Spatial distribution of dust-bound trace elements in Pakistan and their implications for human exposure. Environ Pollut 213:213–222
Goodarzi F, Huggins FE, Sanei H (2008) Assessment of elements, speciation of As, Cr, Ni and emitted Hg for a Canadian power plant burning bituminous coal. Int J Coal Geol 74(1):1–12
Han Y-H, Yang G-M, Fu J-W, Guan D-X, Chen Y, Ma LQ (2016) Arsenic-induced plant growth of arsenic-hyperaccumulator Pteris vittata: impact of arsenic and phosphate rock. Chemosphere 149:366–372
Harb MK, Ebqa’Ai M, Al-Rashidi A, Alaziqi BH, Rashdi MSA, Ibrahim B (2015) Investigation of selected heavy metals in street and house dust from Al-Qunfudah, Kingdom of Saudi Arabia. Environ Earth Sci 74(2):1755–1763
Hassan SKM (2012) Metal concentrations and distribution in the household, stairs and entryway dust of some Egyptian homes. Atmos Environ 54:207–215
Hunt A, Johnson DL (2012) Suspension and resuspension of dry soil indoors following track-in on footwear. Environ Geochem Health 34(3):355–363
Ihl T, Bautista F, Cejudo Ruíz FR, Delgado MDC, Quintana Owen P, Aguilar D, Goguitchaichvili A (2015) Concentration of toxic elements in topsoils of the metropolitan area of Mexico City: a spatial analysis using ordinary kriging and indicator kriging. Revista Internacional De Contaminacion Ambiental 31(1):47–62
Iwegbue CMA, Iteku-Atata E-OC, Odali EW, Egobueze FE, Tesi GO, Nwajei GE, Martincigh BS (2019) Distribution, sources and health risks of polycyclic aromatic hydrocarbons (PAHs) in household dusts from rural, semi-urban and urban areas in the Niger Delta, Nigeria. Exposure and Health 11(3):209–225
Ji CK, Nejad ZD, Jung MC (2017) Arsenic and heavy metals in paddy soil and polished rice contaminated by mining activities in Korea. Catena 148:92–100
Jiang H-H, Cai L-M, Wen H-H, Hu G-C, Chen L-G, Luo J (2020a) An integrated approach to quantifying ecological and human health risks from different sources of soil heavy metals. Sci Total Environ 701:134466
Jiang H-H, Cai L-M, Wen H-H, Luo J (2020b) Characterizing pollution and source identification of heavy metals in soils using geochemical baseline and PMF approach. Sci Rep 10:6460
Jiang H-H, Cai L-M, Hu G-C, Wen H-H, Luo J, Xu H-Q, Chen L-G (2021) An integrated exploration on health risk assessment quantification of potentially hazardous elements in soils from the perspective of sources. Ecotoxicol Environ Saf 208:111489
Jin Z, Zhao HL, Jin C, Min W, Ran T, Dan L (2014) Assessment of heavy metal contamination status in sediments and identification of pollution source in Daye Lake, Central China. Environ Earth Sci 72(4):1279–1288
Kelepertzis E, Argyraki A, Botsou F, Aidona E, Szabó A, Szabó C (2019) Tracking the occurrence of anthropogenic magnetic particles and potentially toxic elements (PTEs) in house dust using magnetic and geochemical analysis. Environ Pollut 245:909–920
Koehler K, Good N, Wilson A, Molter A, Moore BF, Carpenter T, Peel JL, Volckens J (2019) The Fort Collins commuter study: variability in personal exposure to air pollutants by microenvironment. Indoor Air 29(2):231–241
Kurt-Karakus PB (2012) Determination of heavy metals in indoor dust from Istanbul, Turkey: estimation of the health risk. Environ Int 50:47–55
Li Z, Ma Z, Kuijp TJVD, Yuan Z, Huang L (2013) A review of soil heavy metal pollution from mines in China: pollution and health risk assessment. Sci Total Environ 468-469C:843–853
Liang Y, Yi X, Dang Z, Wang Q, Luo H, Tang J (2017) Heavy metal contamination and health risk assessment in the vicinity of a tailing pond in Guangdong, China. Int J Environ Res Public Health 14(12):1557
Lin M, Gui H, Wang Y, Peng W (2017) Pollution characteristics, source apportionment, and health risk of heavy metals in street dust of Suzhou, China. Environ Sci Pollut Res 24(2):1987–1998
Lu A, Wang J, Qin X, Wang K, Ping H, Zhang S (2012) Multivariate and geostatistical analyses of the spatial distribution and origin of heavy metals in the agricultural soils in Shunyi, Beijing, China. Sci Total Environ 425(1):66–74
Luo X-S, Ding J, Xu B, Wang Y-J, Li H-B, Yu S (2012) Incorporating bioaccessibility into human health risk assessments of heavy metals in urban park soils. Sci Total Environ 424:88–96
Lv J, Liu Y, Zhang Z, Dai J, Dai B, Zhu Y (2015) Identifying the origins and spatial distributions of heavy metals in soils of Ju country (Eastern China) using multivariate and geostatistical approach. J Soils Sediments 15(1):163–178
Micó C, Recatalá L, Peris M, Sánchez J (2006) Assessing heavy metal sources in agricultural soils of an European Mediterranean area by multivariate analysis. Chemosphere 65(5):863–872
Mohmand J, Fasola M, Alamdar A, Mustafa I, Ali N, Liu L, Peng S, Shen H (2015) Human exposure to toxic metals via contaminated dust: Bio-accumulation trends and their potential risk estimation. Chemosphere 132:142–151
Na Z, Jingshuang L, Qichao W, Zhongzhu L (2010) Health risk assessment of heavy metal exposure to street dust in the zinc smelting district, Northeast of China. Sci Total Environ 408(4):726–733
Pan H, Lu X, Lei K (2017) A comprehensive analysis of heavy metals in urban road dust of Xi’an, China: contamination, source apportionment and spatial distribution. Sci Total Environ 609:1361–1369
Ping D, Yunfeng X, Shijie W, Huanhuan Z, Zhuo Z, Bin W, Fasheng L (2015) Potential sources of and ecological risks from heavy metals in agricultural soils, Daye City, China. Environ Sci Pollut Res 22(5):3498–3507
Prabhakar G, Sorooshian A, Toffol E, Arellano AF, Betterton EA (2014) Spatiotemporal distribution of airborne particulate metals and metalloids in a populated arid region. Atmos Environ 92:339–347
Qing X, Yutong Z, Shenggao L (2015) Assessment of heavy metal pollution and human health risk in urban soils of steel industrial city (Anshan), Liaoning, Northeast China. Ecotoxicol Environ Saf 120:377–385
Rani N, Sastry BS, Dey K (2019) Assessment of metal contamination and the associated human health risk from dustfall deposition: a study in a mid-sized town in India. Environ Sci Pollut Res 26(22):23173–23191
Rovira J, Mari M, Nadal M, Schuhmacher M, Domingo JL (2011) Use of sewage sludge as secondary fuel in a cement plant: human health risks. Environ Int 37(1):105–111
Saeedi M, Li LY, Salmanzadeh M (2012) Heavy metals and polycyclic aromatic hydrocarbons: pollution and ecological risk assessment in street dust of Tehran. J Hazard Mater 227-228(43):9–17
Shen C, Chen Y, Huang S, Wang Z, Yu C, Qiao M, Xu Y, Setty K, Zhang J, Zhu Y (2009) Dioxin-like compounds in agricultural soils near e-waste recycling sites from Taizhou area, China: chemical and bioanalytical characterization. Environ Int 35(1):50–55
Shi T, Wang Y (2021) Heavy metals in indoor dust: spatial distribution, influencing factors, and potential health risks. Sci Total Environ 755:142367
Shi Y, Yamaguchi Y (2014) A high-resolution and multi-year emissions inventory for biomass burning in Southeast Asia during 2001-2010. Atmos Environ 98:8–16
Shilton VF, Booth CA, Smith JP, Giess P, Mitchell DJ, Williams CD (2005) Magnetic properties of urban street dust and their relationship with organic matter content in the West Midlands, UK. Atmos Environ 39(20):3651–3659
Tian H, Wang Y, Xue Z, Qu Y, Chai F, Hao J (2011) Atmospheric emissions estimation of Hg, As, and Se from coal-fired power plants in China, 2007. Sci Total Environ 409(16):3078–3081
Tomlinson DL, Wilson JG, Harris CR, Jeffrey DW (1980) Problems in the assessment of heavy-metal levels in estuaries and the formation of a pollution index. Helgoländer Meeresun 33(1-4):566–575
Turner A, Hefzi B (2010) Levels and bioaccessibilities of metals in dusts from an arid environment. Water Air Soil Pollut 210(1-4):483–491
US EPA, 1989. Risk assessment guidance for superfund. Human Health Evaluation Manual. Office of Solid Waste and Emergency Response. vol. 1
US EPA, 1996a. Soil screening guidance: technical background document. Office of Soild Waste and Emergency Response
US EPA, 1996b. Method 3052: microwave assisted acid digestion of siliceous and organically based matrices SW-846. (Washington, DC)
US EPA (2002) Supplemental guidance for developing soil screening levels for superfund sites. Environmental Protection Agency, Washington, DC
US EPA, 2007. Estimation of relative bioavailability of lead in soil and soil-like materials using in vivo and in vitro methods. OSWER 9285.7–77. Office of Solid Waste and Emergency Response, U.S. Environmental Protection Agency, Washington, DC
US EPA, 2009. Risk assessment guidance for superfund Volume I: Human health evaluation manual. Office of Superfund Remediation and Technology Innovation, Washington, D.C.
US EPA (2011) Exposure factors handbook. National Center for Environmental Assessment. Office of Research and Development, Washington, D.C.
Wan D, Han Z, Yang J, Yang G, Liu X (2016) Heavy metal pollution in settled dust associated with different urban functional areas in a heavily air-polluted city in North China. Int J Environ Res Public Health 13(11):1119
Wang L, Wang L (2007) Survey of Cd, Pb and As pollution in the water of Donggangqu Trench in Luoqiao, Daye City. Safety & Environmental Engineering 15(1):16–19 (In Chinese)
Wang J, Li S, Cui X, Li H, Qian X, Wang C, Sun Y (2016) Bioaccessibility, sources and health risk assessment of trace metals in urban park dust in Nanjing, Southeast China. Ecotoxicol Environ Saf 128:161–170
Wang G, Zhang S, Xiao L, Zhong Q, Li L, Xu G, Deng O, Pu Y (2017) Heavy metals in soils from a typical industrial area in Sichuan, China: spatial distribution, source identification, and ecological risk assessment. Environ Sci Pollut Res 24(20):16618–16630
Wang S, Cai L-M, Wen H-H, Luo J, Wang Q-S, Liu X (2019) Spatial distribution and source apportionment of heavy metals in soil from a typical county-level city of Guangdong Province, China. Sci Total Environ 655:92–101
Wang H-Z, Cai L-M, Wang Q-S, Hu G-C, Chen L-G (2021) A comprehensive exploration of risk assessment and source quantification of potentially toxic elements in road dust: a case study from a large Cu smelter in central China. Catena 196:104930
Wei X, Gao B, Wang P, Zhou H, Lu J (2015) Pollution characteristics and health risk assessment of heavy metals in street dusts from different functional areas in Beijing, China. Ecotoxicol Environ Saf 112:186–192
Yuen JQ, Olin PH, Lim HS, Benner SG, Sutherland RA, Ziegler AD (2012) Accumulation of potentially toxic elements in road deposited sediments in residential and light industrial neighborhoods of Singapore. J Environ Manag 101(2):151–163
Zheng N, Liu J, Wang Q, Liang Z (2010) Heavy metals exposure of children from stairway and sidewalk dust in the smelting district, northeast of China. Atmos Environ 44:3239–3245
Zheng N, Wang Q, Zhang X, Zheng D, Zhang Z, Zhang S (2007) Population health risk due to dietary intake of heavy metals in the industrial area of Huludao City, China. Sci Total Environ 387(1-3):96–104
Zhou XD, Cai J, Zhao Y, Chen RJ, Wang CC, Zhao A, Yang CY, Li HC, Liu SX, Cao JJ, Kan HD, Xu HH (2018) Estimation of residential fine particulate matter infiltration in Shanghai, China. Environ Pollut 233:494–500
Zhou L, Liu G, Shen M, Hu R, Sun M, Liu Y (2019) Characteristics and health risk assessment of heavy metals in indoor dust from different functional areas in Hefei, China. Environ Pollut 251:839–849
Funding
This work was supported by the National Natural Science Foundation of China (Project No. 41201043), Open Fund of Key Laboratory of Exploration Technologies for Oil and Gas Resources (Yangtze University), Ministry of Education of China (No. PI2018-07), and Training Program of Innovation and Entrepreneurship for Undergraduates of Yangtze University (Yz2020380, Yz2020385).
Author information
Authors and Affiliations
Contributions
Han-Zhi Wang: conceptualization, formal analysis, experiment, data curation, and writing—original draft. Li-Mei Cai: validation, funding acquisition, and writing—review and editing. Shuo Wang: experiment and writing—review and editing. Guo-Cheng Hu: supervision and writing—review and editing. Lai-Guo Chen: writing—review and editing.
Corresponding authors
Ethics declarations
Ethical approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Conflict of interest
The authors declare no competing interests.
Additional information
Responsible editor: Philippe Garrigues
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
ESM 1
(DOCX 346 kb)
Rights and permissions
About this article
Cite this article
Wang, HZ., Cai, LM., Wang, S. et al. A comprehensive exploration on pollution characteristics and health risks of potentially toxic elements in indoor dust from a large Cu smelting area, Central China. Environ Sci Pollut Res 28, 57569–57581 (2021). https://doi.org/10.1007/s11356-021-14724-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-021-14724-6