Abstract
At present, research on PM2.5 has focused on eastern and central China; little attention has been given to Xinjiang, the most northwestern part of China. Ten kinds of heavy metals (HMs) and 12 kinds of perfluorinated compounds (PFCs) in atmospheric PM2.5 are detected by inductively coupled plasma mass spectrometry and high-performance liquid chromatography-mass spectrometry, respectively. Principal component analysis and risk assessment methods are used to study HMs and PFCs and explore their pollution levels and health risks. Results show that HMs and PFCs are prevalent in atmospheric PM2.5 of Shihezi and Urumqi. The spatial distributions of HMs and PFCs in four sampling sites are development zone (B1) = industrial park (A1) > factory (A3) > school (A2) and A1 > A3 > B1 > A2, respectively. In the four sampling sites, copper, lead, zinc, and cadmium (Cd) contents are relatively high. Perfluorooctane sulfonate (PFOS), perfluorohexanoic acid (PFHxA), and perfluorooctanoic acid (PFOA) are the most prevalent PFCs. Risk assessment results show that PFCs in the atmosphere will not harm residents, but the Cd and nickel (Ni) in HMs are harmful to humans, especially Cd, which has both carcinogenic and non-carcinogenic risks. These findings indicate that the carcinogenic risk of HMs and PFCs in children is higher than in adults. In addition, HMs and PFCs may cause joint toxicity.
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References
Coronas MV, Rocha JAV, Salvadori DMF (2016) Evaluation of area contaminated by wood treatment activities: genetic markers in the environment and in the child population. Chemosphere 144:1207–1215. https://doi.org/10.1016/j.chemosphere.2015.09.084
Duan XL (2012) Research methods of exposure parameters and their application in environmental health risk assessment. Science Press, Beijing, pp 174–177
Ellis DA, Martin JW, Silva A (2004) Degradation of fluorotelomer alcohols: a likely atmospheric source of perfluorinated carboxylic acids. Environ Sci Technol 38(12):3316–3321. https://doi.org/10.1021/es049860w
Fromme H, Mosch C, Morovitz M (2010) Pre- and postnatal exposure to perfluorinated compounds (PFCs). Environ Sci Technol 44(18):7123–7129. https://doi.org/10.1021/es101184f
Gao Y, Guo X, Ji H (2016) Potential threat of heavy metals and PAHs in PM2.5 in different urban functional areas of Beijing. Atmos Res 178:6-16:6–16. https://doi.org/10.1016/j.atmosres.2016.03.015
Ge X, Li L, Chen Y (2017) Aerosol characteristics and sources in Yangzhou, China resolved by offline aerosol mass spectrometry and other techniques. Environ Pollut 225:74–85. https://doi.org/10.1016/j.envpol.2017.03.044
Gumede PR, Savage MJ (2017) Respiratory health effects associated with indoor particulate matter (PM2.5) in children residing near a landfill site in Durban, South Africa. Air Qual Atmos Hlth 10(7):853–860. https://doi.org/10.1007/s11869-017-0475-y
Ha PE, Jongbae H, Setsuko H (2018) Characteristics of PM2.5 and its chemical constituents in Beijing, Seoul, and Nagasaki. Air Qual Atmos Hlth 11(10):1167–1178. https://doi.org/10.1007/s11869-018-0616-y
Harada K, Nakanishi S, Saito N, Tsutsui T, Koizumi A (2005) Airborn perfluorooctanoate may be a substantial source contamination in Kyoto area, Japan. Bull Environ Contam Toxicol 74(1):64–69. https://doi.org/10.1007/s00128-004-0548-0
Khanum F, Chaudhry MN, Kumar P (2017) Characterization of five-year observation data of fine particulate matter in the metropolitan area of Lahore. Air Qual Atmos Hlth 10(6):725–736. https://doi.org/10.1007/s11869-017-0464-1
Li J, Vento SD, Schuster J, Zhang G, Chakraborty P, Kobara Y, Jones KC (2011) Perfluorinated compounds in the Asian atmosphere. Environ Sci Technol 45(17):7241–7248. https://doi.org/10.1021/es201739t
Li Q, Liu H, Alattar M (2015) The preferential accumulation of heavy metals in different tissues following frequent respiratory exposure to PM2.5 in rats. Sci Rep-UK 10(10):1221–1226. https://doi.org/10.1038/srep16936
Lind L, Zethelius B, Salihovic S (2014) Circulating levels of perfluoroalkyl substances and prevalent diabetes in the elderly. Diabetologia 57(3):473–479. https://doi.org/10.1007/s00125-013-3126-3
Moriwaki H (2005) Sonochemical decomposition of perfluorooctane sulfonate and perfluorooctanoic acid. Environ Sci Technol 39(9):3388–3392. https://doi.org/10.1021/es040342v
Qi L, Chen MD, Ge XL (2016a) Seasonal variations and sources of 17 aerosol metal elements in suburban Nanjing, China. Atmosphere 7(12):153. https://doi.org/10.3390/atmos7120153
Qi L, Zhang Y, Ma Y (2016b) Source identification of trace elements in the atmosphere during the second Asian Youth Games in Nanjing, China: influence of control measures on air quality. Atmos Pollut Res 7(3):547–556. https://doi.org/10.1016/j.apr.2016.01.003
Rivas I, Viana M, Moreno T (2014) Child exposure to indoor and outdoor air pollutants in schools in Barcelona, Spain. Environ Int 69:200–212. https://doi.org/10.1016/j.envint.2014.04.009
Rostkowski P, Taniyasu S, Yamashita N (2009) Survey of perfluorinated compounds (PFCs) in surface waters of Poland. J Environ Sci Heal A 44(14):1518–1527. https://doi.org/10.1080/10934520903263330
Samek L, Stegowski Z, Furman L (2017) Chemical content and estimated sources of fine fraction of particulate matter collected in Krakow. Air Qual Atmos Hlth 10(1):47–52. https://doi.org/10.1007/s11869-016-0407-2
Sasaki K, Harada K, Saito N, Tsutsui T, Nakanishi S, Tsuzuki H, Koizumi A (2003) Impact of airborne perfluorooctane sulfonate on the human body burden and the ecological system. Bull Environ Contam Toxicol 71:408–413. https://doi.org/10.1007/s00128-003-0179-x
Shi Y, Pan Y, Yang R (2010) Occurrence of perfluorinated compounds in fish from Qinghai-Tibetan Plateau. Environ Int 36(1):46–50. https://doi.org/10.1016/j.envint.2009.09.005
Shi LN, Xu X, Dou XY (2014a) The research progress of heavy metals in PM2.5. Adv Mater Res 955-959:1397–1404. https://doi.org/10.4028/www.scientific.net/AMR.955-959.1397
Shi LN, Xu X, Zhao XD (2014b) Characteristics of the atmospheric pollution and health risk of arsenic and heavy metals (Cu,Pb,Cr,Ni,Hg) in PM2.5 during heating period in Xining, China. Adv Mater Res 955-959:993–1002. https://doi.org/10.4028/www.scientific.net/AMR.955-959.993
Talbi A, Kerchich Y, Kerbachi R (2017) Assessment of annual air pollution levels with PM1, PM2.5, PM10 and associated heavy metals in Algiers, Algeria. Environ Pollut 232:252–263. https://doi.org/10.1016/j.envpol.2017.09.041
US EPA (2002) Fluoropolymer manufacturers group presentation slides. U.S. EPA Administrative Record A R, Washington, DC, pp 226–1094. September 2018
US EPA (2004) Risk assessment guidance for superfund: volume I (part a : human health evaluation manual; part E, supplement guidance for dermal risk assessment; part f, supplemental guidance for inhalation risk assessment )[ EB / OL ]. http://www.epa.gov/superfund/programes/risk/ragse/index.htm, 2004
Valavanidis A, Fiotakis K, Vlahogianni T (2006) Characterization of atmospheric particulates, particle-bound transition metals and polycyclic aromatic hydrocarbons of urban air in the centre of Athens (Greece). Chemosphere 65(5):760–768. https://doi.org/10.1016/j.chemosphere.2006.03.052
Van Vliet P, Knape M, de Hartog J, Janssen N, Harssema H, Brunekreef B (1997) Motor vehicle exhaust and chronic respiratory symptoms in children living near freeways. Environ Res 74(2):122–132. https://doi.org/10.1006/enrs.1997.3757
Viana M, Querol X, Alastuey A (2006) Identification of PM sources by principal component analysis (PCA) coupled with wind direction data. Chemosphere 65(11):2411–2418. https://doi.org/10.1016/j.chemosphere.2006.04.060
Wang G, Lu J, Xing Z (2017) Occurrence, distribution, and risk assessment of perfluoroalkyl acids (PFAAs) in muscle and liver of cattle in Xinjiang, China. Int J Env Res Pub He 14(9):970. https://doi.org/10.1016/10.3390/ijerph14090970
Wu XM, Bennett DH, Calafat AM (2015) Serum concentrations of perfluorinated compounds (PFC) among selected populations of children and adults in California. Environ Res 136:264–273. https://doi.org/10.1016/j.envres.2014.09.026
Xie SW, Wang TY, Liu SJ (2013) Industrial source identification and emission estimation of perfluorooctane sulfonate in China. Environ Int 52:1–8. https://doi.org/10.1016/j.envint.2012.11.004
Ye Z, Liu J, Gu A (2017) Chemical characterization of fine particular matter in Changzhou, China and source apportionment with offline aerosol mass spectrometry. Atmos Chem Phys 17:2573–2592. https://doi.org/10.5194/acp-2016-883
Zafeiraki E, Costopoulou D, Vassiliadou I (2014) Determination of perfluorinated compounds (PFCs) in various foodstuff packaging materials used in the Greek market. Chemosphere 94(1):169–176. https://doi.org/10.1016/j.chemosphere.2013.09.092
Zhao S, Fan Z, Sun L (2017) Interaction effects on uptake and toxicity of perfluoroalkyl substances and cadmium in wheat (Triticum aestivum L.) and rapeseed (Brassica campestris L.) from co-contaminated soil. Ecotox Environ Safe 137:194–201. https://doi.org/10.1016/j.ecoenv.2016.12.007
Funding
This work was financed by the National Natural Science Foundation of China projects (No. 21567024, No. 21667026) and the Social Science Foundation of Xinjiang Production and Construction Corps (No. 18YB13).
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Chen, J., Lu, J., Ning, J. et al. Pollution characteristics, sources, and risk assessment of heavy metals and perfluorinated compounds in PM2.5 in the major industrial city of northern Xinjiang, China. Air Qual Atmos Health 12, 909–918 (2019). https://doi.org/10.1007/s11869-019-00706-8
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DOI: https://doi.org/10.1007/s11869-019-00706-8