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Sun P, Yang J, Wu Y, Liu X, Huang Y, He EK, He TH, Liu M. Spatial modeling and source identification of PAHs in soils and roadside dusts from Hangzhou, a new first-tier megcity of China. JOURNAL OF HAZARDOUS MATERIALS 2023; 460:132366. [PMID: 37634381 DOI: 10.1016/j.jhazmat.2023.132366] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 08/16/2023] [Accepted: 08/20/2023] [Indexed: 08/29/2023]
Abstract
Soil (n = 100) and roadside dust (n = 97) samples across a new first-tier megacity (Hangzhou, East China) were collected to systematically survey the spatial patterns and sources of 16 priority Polycyclic aromatic hydrocarbons (PAHs). The total PAH (Σ16PAH) concentrations in the surface soils exhibited an average of 329 ± 168 ng/g with a range of 67.7-2950 ng/g. 45 % of soils suffered from the weak - heavy PAH contaminations. By contrast, the average concentration of Σ16PAHs in roadside dusts was approximately three times higher than that found in the soils. Within both soil and dust samples, PAHs with a high molecular weight (HMW, 4-6 rings) were the dominant homologs. Spatial lag models revealed that industrial and traffic-related variables significantly influenced the spatial distribution of PAHs in dusts. Furthermore, a positive matrix factorization model indicated that Σ16PAHs in soils and dusts mainly derived from coal-related production/combustion and automobile exhaust emission (65.0 % and 77.9 %, respectively). The isotopic composition analysis conducted on heavily polluted samples further demonstrated that HMW PAHs in these soils and dusts predominantly originated from coal processing and liquid fossil fuel combustion. Overall, the findings of this study suggest that the intensive urban construction and human activities strongly stimulated PAH accumulations in soils and dusts during the rapid urbanization of Hangzhou.
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Affiliation(s)
- Pei Sun
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Jing Yang
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China.
| | - Yan Wu
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Xia Liu
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Ye Huang
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Er-Kai He
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Tian-Hao He
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Min Liu
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China.
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Martins CC, Moreira LB, Sutilli M, de Souza Abessa DM. Unraveling sources of hydrocarbons in subtropical estuaries with distinct degrees of protection in the Southwestern Atlantic Ocean, Brazil. MARINE POLLUTION BULLETIN 2023; 195:115499. [PMID: 37742512 DOI: 10.1016/j.marpolbul.2023.115499] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 08/17/2023] [Accepted: 09/03/2023] [Indexed: 09/26/2023]
Abstract
Sedimentary aliphatic hydrocarbons and polycyclic aromatic hydrocarbons (PAHs) were studied in subtropical estuaries with distinct degrees of legal protection, located in the Southwestern Atlantic Ocean, São Paulo State, Brazil. A multivariate approach was adopted, using the Hierarchical cluster analysis followed by the Principal Matrix Factorization analysis to support the hydrocarbons sources findings using diagnostic ratios. In general, the sites with the highest values of hydrocarbons were in the vicinity of well-urbanized cities, where sewage discharge, harbor and industrial activities take place. Pyrolitic PAHs were the predominant source of PAHs in the sites. The region can be considered not highly contaminated by hydrocarbons; however, specific sites under local anthropogenic impact from sewage and/or urban drainage, presented relatively high hydrocarbons levels. These findings highlight the importance of sources identification as reliable approach to be included in the management plan of protected areas under the inputs of several vectors of contamination.
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Affiliation(s)
- César C Martins
- Centro de Estudos do Mar, Campus Pontal do Paraná, Universidade Federal do Paraná (UFPR), Av. Beira Mar, s/n, 83255-976 Pontal do Paraná, PR, Brazil.
| | - Lucas Buruaem Moreira
- Instituto do Mar, Universidade Federal de São Paulo (UNIFESP), Rua Carvalho de Mendonça, 144, 11070-100 Santos, SP, Brazil; Núcleo de Estudos em Poluição e Ecotoxicologia Aquática, Universidade Estadual Paulista (UNESP), Pça. Infante D. Henrique s/n°, 11330-900 São Vicente, SP, Brazil
| | - Marina Sutilli
- Centro de Estudos do Mar, Campus Pontal do Paraná, Universidade Federal do Paraná (UFPR), Av. Beira Mar, s/n, 83255-976 Pontal do Paraná, PR, Brazil
| | - Denis Moledo de Souza Abessa
- Núcleo de Estudos em Poluição e Ecotoxicologia Aquática, Universidade Estadual Paulista (UNESP), Pça. Infante D. Henrique s/n°, 11330-900 São Vicente, SP, Brazil
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Hanfi MY, Seleznev AA, Yarmoshenko IV, Malinovsky G, Konstantinova EY, Alqahtani MS, Sakr AK. Heavy metal contamination levels, source distribution, and risk assessment in fine sand of urban surface deposited sediments of Ekaterinburg, Russia. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH 2023; 45:4389-4406. [PMID: 36808374 DOI: 10.1007/s10653-023-01494-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Accepted: 01/20/2023] [Indexed: 06/18/2023]
Abstract
Urban surface deposited sediments (USDS) are unique indicators of local pollution that pose a potential threat to the living environment and human health. Ekaterinburg is a highly populated metropolitan area in Russia with rapid urbanization and industrialization activities. In Ekaterinburg's residential areas, about 35, 12, and 16 samples are represented by green zones, roads, driveways, and sidewalks, respectively. The total concentrations of heavy metals was detected using a chemical analyzer inductively coupled plasma mass spectrometry (ICP-MS). Zn, Sn, Sb, and Pb have the highest concentrations in the green zone, while V, Fe, Co, and Cu represent the utmost values on roads. Moreover, Mn and Ni are the prevailing metals in the fine sand fraction of driveways along with sidewalks. Broadly, the high pollution in the studied zones is generated by anthropogenic activities and traffic emissions. The potential ecological risk (RI) was observed in high risk (IR > 600), even though the results of all heavy metals reveal no adverse health effects from the considered noncarcinogenic metal for adults and children by different exposure pathways except the children's exposure to Co in case of the dermal contact, where the HI values of Co for children in the studied zones are higher than the proposed level (> 1). In all urban zones, the total carcinogenic risk (TLCR) values are predicted as a high potential inhalation exposure.
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Affiliation(s)
- Mohamed Y Hanfi
- Ural Federal University, 19 Mira St., Yekaterinburg, 620002, Russia.
- Nuclear Materials Authority, P.O. Box 530, El Maadi, Cairo, Egypt.
| | - Andrian A Seleznev
- Ural Federal University, 19 Mira St., Yekaterinburg, 620002, Russia
- Institute of Industrial Ecology UB RAS, Yekaterinburg, 620219, Russia
- Zavaritsky Institute of Geology and Geochemistry UB RAS, Yekaterinburg, 620016, Russia
| | | | - Georgy Malinovsky
- Institute of Industrial Ecology UB RAS, Yekaterinburg, 620219, Russia
| | | | - Mohammed S Alqahtani
- Radiological Sciences Department, College of Applied Medical Sciences, King Khalid University, Abha, 61421, Saudi Arabia
- BioImaging Unit, Space Research Centre, University of Leicester, Michael Atiyah Building, LE1 7RH, Leicester, UK
- Research Center for Advanced Materials Sciences (RCAMS), King Khalid University, 9004, Abha, Saudi Arabia
| | - Ahmed K Sakr
- Department of Chemistry and Biochemistry, The University of Hull, Kingston Upon Hull, HU6 7RX, UK
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Viganò L, Guzzella L, Marziali L, Mascolo G, Bagnuolo G, Ciannarella R, Roscioli C. The last 50 years of organic contamination of a highly anthropized tributary of the Po River (Italy). JOURNAL OF ENVIRONMENTAL MANAGEMENT 2023; 326:116665. [PMID: 36423407 DOI: 10.1016/j.jenvman.2022.116665] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 10/11/2022] [Accepted: 10/29/2022] [Indexed: 06/16/2023]
Abstract
We examined the temporal profiles of many organic micropollutants analysed in a sediment core sampled from a highly anthropized tributary of the Po River, the Lambro River. Analysed for extractable organic halogens (EOX), total petroleum hydrocarbons (C10-C40TPH), polycyclic aromatic hydrocarbons (PAHs), common legacy pollutants (DDTs, PCBs), halogenated flame retardants (PBDEs, DBDPE, TBBPA-bis, TCBPA, TBBPA, HBCDs), organotins (TBT, TPhT), antimicrobials (TCS, TCC), fragrances (AHTN, HHCB) and phthalates (DMP, DEP, DnBP, BBP, DEHP, DnOP), the dated sediment core revealed the historical record of 50 years of chemical contamination discharged into the Lambro and thereby the Po River. In this regard, the peak levels of PCBs and DDTs found in Lambro sediments were also identified in other sediment cores collected from the Po River prodelta in the Adriatic Sea, thus hundreds of kilometres downstream (Combi et al., 2020). The highest risk to aquatic organisms was associated with decades of high levels of C10-C40 TPH, PBDEs, PCBs, PAHs, DDTs, EOX, TCC, AHTN and DEHP, which in different periods of the contamination history, showed exceedances of guideline/threshold values. C10-C40 TPH and TCC, for example, were very high in the 1960s, whereas PCBs, DDTs, and PBDEs, peaked from the 1980s onward. The corresponding sums of PEC quotients ranged between 0.48 and 28.63, with a mean value (±SD) for the entire recording period of 10.62 ± 9.83. Environmental legislations and improved wastewater treatments were the main drivers of the recent downward trends observed for most of the chemicals investigated. Floods in turn resulted in macroscopic yet temporary improvements in the chemical quality of the tributary, conveying contaminated sediments into the Po River.
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Affiliation(s)
- Luigi Viganò
- Water Research Institute, National Research Council, (IRSA - CNR), Via del Mulino 19, 20861, Brugherio, MB, Italy.
| | - Licia Guzzella
- Water Research Institute, National Research Council, (IRSA - CNR), Via del Mulino 19, 20861, Brugherio, MB, Italy
| | - Laura Marziali
- Water Research Institute, National Research Council, (IRSA - CNR), Via del Mulino 19, 20861, Brugherio, MB, Italy
| | - Giuseppe Mascolo
- Water Research Institute, National Research Council, (IRSA - CNR), Via De Blasio 5, 70132, Bari, Italy
| | - Giuseppe Bagnuolo
- Water Research Institute, National Research Council, (IRSA - CNR), Via De Blasio 5, 70132, Bari, Italy
| | - Ruggero Ciannarella
- Water Research Institute, National Research Council, (IRSA - CNR), Via De Blasio 5, 70132, Bari, Italy
| | - Claudio Roscioli
- Water Research Institute, National Research Council, (IRSA - CNR), Via del Mulino 19, 20861, Brugherio, MB, Italy
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Gao P, Deng F, Chen WS, Zhong YJ, Cai XL, Ma WM, Hu J, Feng SR. Health Risk Assessment of Inhalation Exposure to Airborne Particle-Bound Nitrated Polycyclic Aromatic Hydrocarbons in Urban and Suburban Areas of South China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:15536. [PMID: 36497610 PMCID: PMC9739065 DOI: 10.3390/ijerph192315536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Revised: 11/13/2022] [Accepted: 11/20/2022] [Indexed: 06/17/2023]
Abstract
Airborne particulates (PM2.5 and TSP) were collected from outdoor and indoor areas at urban (Haizhu District) and suburban (Huadu District) sites from 2019 to 2020 in Guangzhou. Three nitro-polycyclic aromatic hydrocarbons (nitro-PAHs) in the airborne particulates were identified by a gas chromatograph equipped with a triple-quadrupole mass spectrometer. In the Haizhu District and Huadu District, the nitro-PAH concentrations in PM2.5 and TSP did not show a significant decrease from winter to summer. From 2019 to 2020, the difference in the average concentration of nitro-PAHs in PM2.5 and TSP in Guangzhou was relatively low and had no statistical significance. The diagnostic ratios of 2-nitrofluorene (2-NF)/1-nitropyrene (1-NP) in TSP are less than five, while for 2-NF/1-NP in outdoor PM2.5 in the summer of 2019 and 2020 are more than five, which indicates that nitro-PAHs in the atmospheric PM2.5 in Guangzhou during summer mainly originated from the secondary formation of atmospheric photochemical reactions between parent PAHs and oxidants (·OH, NO3, and O3). 9-Nitroanthracene (9-NT) made the most significant contribution to the total nitro-PAH concentration. The incremental lifetime cancer risks (ILCRs) of nitro-PAHs in PM2.5 and TSP by inhalation exposure indicated low potential health risks in the urban-suburban of Guangzhou.
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Affiliation(s)
- Peng Gao
- Institute of Architecture and Engineering, Guangzhou Panyu Polytechnic, Guangzhou 511483, China
| | - Feng Deng
- Institute of Architecture and Engineering, Guangzhou Panyu Polytechnic, Guangzhou 511483, China
| | - Wei-Shan Chen
- Institute of Architecture and Engineering, Guangzhou Panyu Polytechnic, Guangzhou 511483, China
| | - Yi-Jia Zhong
- Institute of Architecture and Engineering, Guangzhou Panyu Polytechnic, Guangzhou 511483, China
| | - Xiao-Lu Cai
- Institute of Architecture and Engineering, Guangzhou Panyu Polytechnic, Guangzhou 511483, China
| | - Wen-Min Ma
- Tianjin Key Laboratory of Water Resources and Environment, School of Geographic and Environmental Sciences, Tianjin Normal University, Tianjin 300387, China
| | - Jian Hu
- Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China
| | - Shu-Ran Feng
- School of Business, Hong Kong Baptist University, Hongkong 999077, China
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6
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Hanfi MY, Seleznev AA, Yarmoshenko IV, Malinovsky G, Konstantinova EY, Alsafi KG, Sakr AK. Potentially harmful elements in urban surface deposited sediment of Ekaterinburg, Russia: Occurrence, source appointment and risk assessment. CHEMOSPHERE 2022; 307:135898. [PMID: 35940409 DOI: 10.1016/j.chemosphere.2022.135898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 06/25/2022] [Accepted: 07/29/2022] [Indexed: 06/15/2023]
Abstract
In this study, the human health risks of potentially harmful elements (PHEs) in urban surface deposited sediments (USDS) were examined by collecting urban dust samples, measuring their PHE concentrations, and using index evaluation. About 35, 12 and 16 samples are represented a green zones, roads, driveways and sidewalks in residential areas of Ekaterinburg, respectively. The dust fraction (0.002-0.1 mm) was obtained by sieving, filtration, and decantation process. Total concentrations of 10 PHEs were measured using inductively coupled plasma mass spectrometry. The highest concentrations of Pb were found in USDS from green zones, while Fe, V, Mn, Co, Ni, Sn, and Sb on roads, Cu and Zn on driveways and sidewalks. The contamination levels in the investigated land-use areas were studied, where the highest contamination was contributed from Sb in the driveways and sidewalk. Moreover, the pollution in the studied zones was a high load, contributing to anthropogenic activities and traffic emissions. No non-cancerogenic risk was attributed from the PHEs based on the results of health indices (HI < 1) for both adult and children, except Co and Ni which has HI > 1 for children. The total carcinogenic risk (TLCR) in all urban landscape areas is defined as a high potential inhalation exposure and a low potential ingestion and dermal exposure.
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Affiliation(s)
- Mohamed Y Hanfi
- Institute of Physics and Technology, Ural Federal University, Ekaterinburg, 620002, Russia; Nuclear Materials Authority, P.O. Box 530, El Maadi, Cairo, Egypt.
| | - Andrian A Seleznev
- Institute of Physics and Technology, Ural Federal University, Ekaterinburg, 620002, Russia; Institute of Industrial Ecology UB RAS, Ekaterinburg, 620219, Russia
| | | | - Georgy Malinovsky
- Institute of Industrial Ecology UB RAS, Ekaterinburg, 620219, Russia
| | | | - Khalid G Alsafi
- Medical Physics Unit, Diagnostic Imaging Department, King Abdulaziz University Hospital, King Abdulaziz University, Saudi Arabia
| | - Ahmed K Sakr
- Nuclear Materials Authority, P.O. Box 530, El Maadi, Cairo, Egypt.
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Men C, Liu R, Wang Y, Cao L, Jiao L, Li L, Wang Y. Impact of particle sizes on health risks and source-specific health risks for heavy metals in road dust. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:75471-75486. [PMID: 35655016 DOI: 10.1007/s11356-022-21060-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Accepted: 05/20/2022] [Indexed: 06/15/2023]
Abstract
To analyze the impact of particle sizes on sources and related health risks for heavy metals, road dust samples in Beijing were collected and sifted into five particle sizes. The positive matrix factorization (PMF), human health risk assessment model (HHRA), and Monte Carlo simulation were used in the health risk assessment and source apportionment. Results showed that mass of particles < 74 μm occupied about 50% of the total particles, while only 8.48% of the particles were > 500 μm. Mass distribution and concentrations of heavy metals in each particle size changed in temporal. Over 85.00% of carcinogenic risks (CR) were from particles <74 μm, whereas CR from particles >250 μm were ignorable. Sources for health risks in each particle size were traffic exhaust, fuel combustion, construction, and use of pesticides and fertilizers. Proportions of sources to CR differed among particle sizes. Traffic exhaust and fuel combustion contributed over 90% to CR in particles <74 μm, whereas construction contributed the highest (31.68-54.14%) among all sources in particles 74-250 μm. Furthermore, the difference between health risks based on sifted road dust and that based on unsifted road dust was quantitatively analyzed. Source-specific health risk apportionment based on unsifted road dust was not presentative to all particle sizes, and true value of health risks could be over 2.5 times of the estimated value based on unsifted road dust, emphasized the importance of sifting of road dust.
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Affiliation(s)
- Cong Men
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, No. 19, Xinjiekouwai Street, Beijing, 100875, China
| | - Ruimin Liu
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, No. 19, Xinjiekouwai Street, Beijing, 100875, China.
| | - Yifan Wang
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, No. 19, Xinjiekouwai Street, Beijing, 100875, China
| | - Leiping Cao
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, No. 19, Xinjiekouwai Street, Beijing, 100875, China
| | - Lijun Jiao
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, No. 19, Xinjiekouwai Street, Beijing, 100875, China
| | - Lin Li
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, No. 19, Xinjiekouwai Street, Beijing, 100875, China
| | - Yue Wang
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, No. 19, Xinjiekouwai Street, Beijing, 100875, China
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Chang X, Jia Z, Feng J, Duan T, Li YX. Refining the diagnostics of non-point source metals pollution to urban lakes based on interaction normalized PMF coupled with Bayesian network. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2022; 304:119194. [PMID: 35331799 DOI: 10.1016/j.envpol.2022.119194] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 02/22/2022] [Accepted: 03/19/2022] [Indexed: 06/14/2023]
Abstract
Spatiotemporal variability complicates source apportionment of metals in urban lakes, especially when rainfall drives urban non-point source pollution. As, Cd, Cr, Pb, Hg, Ag, Co, Cu, Fe, Mn, Ni, Sb, Sr and Zn concentrations in 648 water samples collected before and after rain in 6 urban lakes of Beijing, China were determined during 2013-2015. The response of metals concentrations after rain to the interaction between rainfall and antecedent dry days was significant. Metals concentrations were normalized pursuant to the interaction effect as the input of positive matrix factorization (PMF) to develop the interaction normalized-PMF (IN-PMF). Four primary pollution sources were diagnosed. Sediment release was considered to be the main source of Fe, Co and Ni independent of rainfall. Hg, As and some Cr associated with pesticides and fertilizers were likely to come from soil erosion and runoff from green space. It is probable that road runoff was the dominant source for heavy metals related to traffic emissions, including Pb, Cd, Cu, Sb, Mn and Zn. Cr, Sr and some Cu and Zn as key elements of rooftops can be regarded as from roof runoff. The IN-PMF lowered roof and road runoff contributions and raised the contribution of soil erosion from green space, with Pb, Sb, Cu, Zn, Cd and Mn increasing by 15.9%, 10.7%, 13.1%, 12.2%, 13.3% and 16.8%. The results shed more light on the stormwater runoff pollution mitigation on impervious surfaces and metals enrichment problems in infiltration soil on green space in the low impact development (LID) setting. The Bayesian network revealed the spatial variability of transport and fate of metal elements from land surfaces to urban lakes, supplementing the secondary pollution sources from different land use. This study will provide new insights for source apportionment of non-point source pollution under the background of sponge city construction.
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Affiliation(s)
- Xuan Chang
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, 19 Xinjiekouwai Street, Haidian District, Beijing, 100875, China
| | - Ziliang Jia
- School of Environment, Tsinghua University, 30 Shuangqing Road, Haidian District, Beijing, 100084, China
| | - Jiashen Feng
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, 19 Xinjiekouwai Street, Haidian District, Beijing, 100875, China
| | - Tingting Duan
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, 19 Xinjiekouwai Street, Haidian District, Beijing, 100875, China
| | - Ying-Xia Li
- State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, 19 Xinjiekouwai Street, Haidian District, Beijing, 100875, China.
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Dos Santos PRS, Moreira LFF, Moraes EP, de Farias MF, Domingos YS. Traffic-related polycyclic aromatic hydrocarbons (PAHs) occurrence in a tropical environment. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH 2021; 43:4577-4587. [PMID: 33903994 DOI: 10.1007/s10653-021-00947-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Accepted: 04/19/2021] [Indexed: 06/12/2023]
Abstract
Traffic-related PAH emissions over the urban area of Natal, Brazil, have shown a significant increase because of automobile usage and have become a major concern due to their potential effects on human health and the environment. Therefore, this research measured PAH contamination on major roads and river compartments in a tropical catchment (Pitimbu River) over an expanding urban area. Road PAH concentrations spanned from 692 to 2098 ng g-1 and suggest the predominance of heavy (diesel-powered) and light-duty (gasoline plus alcohol-powered) vehicle emission sources. High concentrations of naphthalene (515 ng g-1) and acenaphthylene (145 ng g-1) were found in river sediments, indicating oil-related spillage and low-temperature combustion sources. Diagnostic ratios indicated the prevalence of biomass, coal and petroleum combustion processes and refined oil products. The ecological risk assessment indicated an ecological contamination risk ranging between low and moderate because of naphthalene and acenaphthylene concentrations higher than ERL threshold values. Toxicity risks caused by PAHs were assessed by using the BaP-equivalent carcinogenic power (BaPE). Results indicated that both RDS and riverbed sediment samples are at low toxicity risk.
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Affiliation(s)
| | - Lucio Flavio Ferreira Moreira
- Sanitation Engineering Post-graduation Program, Department of Civil Engineering, Federal University of Rio Grande do Norte, UFRN, Natal, RN, 59078-970, Brazil.
| | - Edgar Perin Moraes
- Chemometrics and Biological Chemistry Group (CBC), Institute of Chemistry, UFRN, Natal, RN, 59078-970, Brazil
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Zhang Y, Song Y, Chen YJ, Chen Y, Lu Y, Li R, Dong C, Hu D, Cai Z. Discovery of emerging sulfur-containing PAHs in PM 2.5: Contamination profiles and potential health risks. JOURNAL OF HAZARDOUS MATERIALS 2021; 416:125795. [PMID: 33836324 DOI: 10.1016/j.jhazmat.2021.125795] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Revised: 03/21/2021] [Accepted: 03/27/2021] [Indexed: 06/12/2023]
Abstract
We reported the discovery and identification of emerging sulfur-containing polycyclic aromatic hydrocarbons, namely polycyclic aromatic sulfur heterocycles (PASHs), in PM2.5 collected from two typical regions of China, Taiyuan and Guangzhou. Until now, there is no research on contamination status, sources and potential health risks of this unexpected group of organic contaminants in PM2.5. High atmospheric concentrations (ngm-3) and significant time-dependent variations were determined in PM2.5 of Taiyuan from 2017 to 2018. Coal combustion/secondary formation and traffic emission/secondary formation were apportioned as possible pollution sources for the PM2.5-bound PASHs in Taiyuan and Guangzhou, respectively. Dithiothreitol and cell viability assays were applied for evaluations of PASH-induced reactive oxygen species (ROS) production and cell toxicity based on the determined real exposure levels for adults. The results illustrated that PASHs in PM2.5 possibly caused oxidative stress and inhibition of human bronchial epithelial cells in seriously polluted regions such as Taiyuan, suggesting that the pollutant-induced health concerns may need more investigations. This study provides new insights into PM2.5 pollution, and is beneficial for the development of effective contamination control strategies and reduction of risks on public health.
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Affiliation(s)
- Yanhao Zhang
- State Key Laboratory of Environmental and Biological Analysis, Department of Chemistry, Hong Kong Baptist University, Hong Kong, China
| | - Yuanyuan Song
- State Key Laboratory of Environmental and Biological Analysis, Department of Chemistry, Hong Kong Baptist University, Hong Kong, China
| | - Yi-Jie Chen
- State Key Laboratory of Environmental and Biological Analysis, Department of Chemistry, Hong Kong Baptist University, Hong Kong, China; Guangzhou Key Laboratory of Environmental Catalysis and Pollution Control, School of Environmental Science and Engineering, Institute of Environmental Health and Pollution Control, Guangdong University of Technology, Guangzhou 510006, China
| | - Yanyan Chen
- State Key Laboratory of Environmental and Biological Analysis, Department of Chemistry, Hong Kong Baptist University, Hong Kong, China
| | - Yan Lu
- Guangzhou Key Laboratory of Environmental Catalysis and Pollution Control, School of Environmental Science and Engineering, Institute of Environmental Health and Pollution Control, Guangdong University of Technology, Guangzhou 510006, China
| | - Ruijin Li
- Institute of Environmental Science, Shanxi University, Taiyuan 030006, China
| | - Chuan Dong
- Institute of Environmental Science, Shanxi University, Taiyuan 030006, China
| | - Di Hu
- State Key Laboratory of Environmental and Biological Analysis, Department of Chemistry, Hong Kong Baptist University, Hong Kong, China
| | - Zongwei Cai
- State Key Laboratory of Environmental and Biological Analysis, Department of Chemistry, Hong Kong Baptist University, Hong Kong, China; Guangzhou Key Laboratory of Environmental Catalysis and Pollution Control, School of Environmental Science and Engineering, Institute of Environmental Health and Pollution Control, Guangdong University of Technology, Guangzhou 510006, China.
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11
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Wang Z, Fan A, Tang W, Zhang H, Zhang S. Spatial Distributions, Sources and Risks of Polycyclic Aromatic Hydrocarbons in Sediments from Ziya River System, Northern China. BULLETIN OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY 2021; 106:183-189. [PMID: 32382796 DOI: 10.1007/s00128-020-02871-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/29/2020] [Accepted: 05/02/2020] [Indexed: 06/11/2023]
Abstract
With the development of urbanization and industrialization, Ziya River Plain (ZYRP) had become one of the most polluted regions of polycyclic aromatic hydrocarbons (PAHs) in north China. The distribution of PAHs in sediments were investigated, and then their sources and risks were evaluated. The results showed that the total PAHs varied from 3372 to 92,948 μg/kg, and heavy pollution was found in the upstream. Both the isomer pair ratios of PAH and principal components analysis (PCA) revealed that fossil fuel combustion was the mainly contributes (69.1%), followed by wood and coal combustion (26.7%). The ecological risk for the whole area was moderate, with the highest risk in Niuwei River (NWR). and significant correlation was found between the ecological risk and high-molecular-weight (HMW) of PAHs (r2 > 0.99, p < 0.01). Our findings would give insights into the mitigation of sedimentary PAHs pollution in north China.
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Affiliation(s)
- Zhipeng Wang
- State Key Laboratory of Environmental Aquatic Chemistry Research Center for Eco-Environment Sciences, Chinese Academy of Sciences, Beijing, 100085, China
- University of Chinese Academic Sciences, Beijing, 100049, China
| | - Aoxiang Fan
- College of the Environment, China University of Geosciences, Wuhan, 430074, China
| | - Wenzhong Tang
- State Key Laboratory of Environmental Aquatic Chemistry Research Center for Eco-Environment Sciences, Chinese Academy of Sciences, Beijing, 100085, China
- University of Chinese Academic Sciences, Beijing, 100049, China
| | - Hong Zhang
- State Key Laboratory of Environmental Aquatic Chemistry Research Center for Eco-Environment Sciences, Chinese Academy of Sciences, Beijing, 100085, China.
- University of Chinese Academic Sciences, Beijing, 100049, China.
| | - Shuzhen Zhang
- State Key Laboratory of Environmental Aquatic Chemistry Research Center for Eco-Environment Sciences, Chinese Academy of Sciences, Beijing, 100085, China
- School of Environment Science, Liaoning University, Shenyang, 110036, China
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12
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Jadoon WA, Abdel-Dayem SMMA, Saqib Z, Takeda K, Sakugawa H, Hussain M, Shah GM, Rehman W, Syed JH. Heavy metals in urban dusts from Alexandria and Kafr El-Sheikh, Egypt: implications for human health. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:2007-2018. [PMID: 32862349 DOI: 10.1007/s11356-020-08786-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Accepted: 04/06/2020] [Indexed: 04/15/2023]
Abstract
A total of 23 road-dust and 9 house-dust samples were collected from Alexandria and Kafr El-Sheikh cities, Egypt in 2016 to investigate heavy metal (Cd, Co, Cr, Cu, Fe, Mn, Ni, Pb, and Zn) contamination, spatial distribution, sources, and health risks. The mean concentrations (mg kg-1) of Cd (road-dust (RD) = 0.33, house-dust (HD) = 0.77), Cu (RD = 80, HD = 141), Pb (RD = 70, HD = 260), and Zn (RD = 169, HD = 771) in Alexandria and Zn (RD = 192, HD = 257) in Kafr El-Sheikh were higher than corresponding background (background refers to generic earth crust shale values given in the literature) levels. Whereas average concentrations (mg kg-1) of Co, Cr, Mn, and Ni (Alexandria: RD = 2.7, 24.3, 251, 14.4; HD = 3.2, 29.2, 237, 25.1 and Kafr El-Sheikh: RD = 6.6, 31.9, 343, 20.2; HD = 8.6, 33.4, 438, 23.2) in both cities were much lower than their background values. Spatially, for most heavy metals, the high concentrations were observed in areas characterized with increased anthropogenic activities, heavy traffic, and high population density. Contamination indices revealed moderate contamination (Cd and Cu) to high contamination (Pb: only house-dust from Alexandria), which posed low (most metals) to moderate ecological risk (Cd and Pb). Correlation analysis and factor analysis classified the studied metals in two groups as: natural input (Co, Cr, Mn, Ni, and Fe) and anthropogenic sources (Cd, Cu, Pb, and Zn). The noncancerous risks posed by studied metals ranged from 0.0001 (Cd) to 0.15 (Pb) and were insignificant. The cancerous risk of Pb (1.4 × 10-4) for children on exposure to house-dust form Alexandria exceeded the guideline values and was considered unacceptable, whereas the cancerous risks of other studied metals were acceptable for both subpopulations. The results of health risk revealed that children are facing higher risk than adults.
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Affiliation(s)
- Waqar Azeem Jadoon
- Department of Environmental Sciences, Hazara University, Mansehra, 21130, Pakistan
- Graduate School of Biosphere Science, Hiroshima University, Kagamiyama, Higashi-Hiroshima, 739-8521, Japan
| | - Sherif Mohamed Mohamed Ali Abdel-Dayem
- Department of Environmental Sciences, Hazara University, Mansehra, 21130, Pakistan
- Department of Pesticides Chemistry and Toxicology, Faculty of Agriculture, Kafrelsheikh University, Kafrelsheikh, Egypt
| | - Zafeer Saqib
- Department of Environmental Sciences, International Islamic University Islamabad, Islamabad, 44000, Pakistan
| | - Kazuhiko Takeda
- Graduate School of Biosphere Science, Hiroshima University, Kagamiyama, Higashi-Hiroshima, 739-8521, Japan
| | - Hiroshi Sakugawa
- Graduate School of Biosphere Science, Hiroshima University, Kagamiyama, Higashi-Hiroshima, 739-8521, Japan
| | - Manzoor Hussain
- Department of Botany, Hazara University, Mansehra, 21130, Pakistan
| | - Ghulam Mujtaba Shah
- Department of Environmental Sciences, Hazara University, Mansehra, 21130, Pakistan
- Department of Botany, Hazara University, Mansehra, 21130, Pakistan
| | - Wajid Rehman
- Department of Chemistry, Hazara University, Mansehra, 21130, Pakistan
| | - Jabir Hussain Syed
- Department of Meteorology, COMSATS University, Tarlai Kalan Park Road, Islamabad, 45550, Pakistan.
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Pichler N, Maria de Souza F, Ferreira Dos Santos V, Martins CC. Polycyclic aromatic hydrocarbons (PAHs) in sediments of the amazon coast: Evidence for localized sources in contrast to massive regional biomass burning. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2021; 268:115958. [PMID: 33176946 DOI: 10.1016/j.envpol.2020.115958] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Revised: 10/26/2020] [Accepted: 10/27/2020] [Indexed: 06/11/2023]
Abstract
The Amazon coastal zone has become contaminated with organic pollutants, such as polycyclic aromatic hydrocarbons (PAHs). However, information about their distribution and sources in this area is scarce, despite increasing deforestation and oil exploitation. Therefore, individual PAHs were analysed in the sediments of the Oyapock estuary, which is located in the Amazon coastal zone. This study provides information about the spatial and short-term temporal distributions of PAHs and discusses the major sources of PAHs to better understand the anthropogenic processes occurring in adjacent areas. The concentrations of all sixteen priority PAHs defined by the US EPA (United States Environmental Protection Agency, ∑16PAHs) ranged from 10.9 to 138.8 ng g-1 with a mean and standard deviation = 37.9 ± 20.5 and indicated that this estuary is not contaminated, while the mean levels were similar to those found in other Amazon regions and pristine areas along the coast of Brazil. No significant differences were found in the sedimentary PAHs levels between the wet and dry sampling campaigns, despite the different climatic conditions. Diagnostic ratios, positive matrix factorization (PMF) and cluster analysis have shown that the majority of the investigated PAHs were derived from combustion processes (at least 55.1%, as estimated by the PMF model). Localized source inputs from oil and its by-products concomitantly with natural/biogenic sources appear to be secondary sources. The PAH contribution from biomass and wood combustion was approximately 13.6% and was relatively lower than other regions of the Amazon that are undergoing massive biomass burning. As the first study of PAHs in this region, this study provides vital information on the healthy state of the estuary and can serve as a baseline for assessing the impacts of acute oil disasters or the chronic input of PAHs as a result of human settlements.
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Affiliation(s)
- Nikola Pichler
- Centro de Estudos Do Mar, Universidade Federal Do Paraná, Caixa Postal 61, 83255-976, Pontal Do Paraná, PR, Brazil; Ghent University, St. Pietersnieuwstraat 33, 9000, Ghent, Belgium
| | - Fernanda Maria de Souza
- Instituto de Pesquisas Científicas e Tecnológicas Do Estado Do Amapá, Centro de Pesquisas Aquáticas, Rod. Juscelino Kubitschek, S/n, Fazendinha, 68903-197, Macapá, AP, Brazil
| | - Valdenira Ferreira Dos Santos
- Instituto de Pesquisas Científicas e Tecnológicas Do Estado Do Amapá, Centro de Pesquisas Aquáticas, Rod. Juscelino Kubitschek, S/n, Fazendinha, 68903-197, Macapá, AP, Brazil; Universidade Federal Do Amapá, Rod. Juscelino Kubitschek, Km-02, Jardim Marco Zero, Macapá, AP, Brazil
| | - César C Martins
- Centro de Estudos Do Mar, Universidade Federal Do Paraná, Caixa Postal 61, 83255-976, Pontal Do Paraná, PR, Brazil.
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Li B, Ma LX, Sun SJ, Thapa S, Lu L, Wang K, Qi H. Polycyclic aromatic hydrocarbons and their nitro-derivatives in urban road dust across China: Spatial variation, source apportionment, and health risk. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 747:141194. [PMID: 32777498 DOI: 10.1016/j.scitotenv.2020.141194] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 07/20/2020] [Accepted: 07/21/2020] [Indexed: 06/11/2023]
Abstract
As an essential carrier of hazardous substances, fugitive road dust has become a severe issue in China. In this study, 212 road dust samples from 53 cities in China were collected to comprehensively investigate the spatial variations, potential sources, and cancer risk of 16 polycyclic aromatic hydrocarbons (PAHs) and 16 nitro-PAHs. The total PAHs concentrations ranged from 0.07 to 345 μg/g dry weight, which is at a moderate level compared to other regions in the world. The mean concentration of Σ16nitro-PAHs was 111 ± 115 ng/g, which is 2-3 orders of magnitude lower than that of Σ16PAHs. A clear geographical trend of dust PAHs and nitro-PAHs was observed in the northeast, north, and east coastal regions of China at a higher level. Moreover, a significant correlation between latitude and PAHs/nitro-PAHs revealed the influences of outdoor temperature and coal combustion for heating in the different regions on the emission and reaction of PAHs and nitro-PAHs. The secondary formation of most nitro-PAHs increases with a decrease in latitude indicated that solar radiation and temperature are important factors on secondary formation of nitro-PAHs. The average concentration of total PAHs and their derivatives in trunk road samples were statistically higher than those in other road samples (p < 0.05), indicating the influence of traffic load on target compound concentration. Generally, the primary sources of PAHs in the road dust samples were coal combustion (23.9%), vehicles (57.1%), and wood/biomass combustion (19.0%). For nitro-PAHs, the main sources were secondary formation (30.9%), biomass/coal combustion (28.4%), and vehicles (44.9%). Furthermore, a moderate potential carcinogenic risk due to PAHs and nitro-PAHs in the dust samples was found in China.
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Affiliation(s)
- Bo Li
- State Key Laboratory of Urban Water Resource and Environment, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China; School of Environment, Harbin Institute of Technology, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China
| | - Li-Xin Ma
- State Key Laboratory of Urban Water Resource and Environment, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China; School of Environment, Harbin Institute of Technology, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China
| | - Shao-Jing Sun
- State Key Laboratory of Urban Water Resource and Environment, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China; School of Environment, Harbin Institute of Technology, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China
| | - Samit Thapa
- State Key Laboratory of Urban Water Resource and Environment, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China; School of Environment, Harbin Institute of Technology, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China
| | - Lu Lu
- State Key Laboratory of Urban Water Resource and Environment, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China; School of Environment, Harbin Institute of Technology, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China
| | - Kun Wang
- State Key Laboratory of Urban Water Resource and Environment, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China; School of Environment, Harbin Institute of Technology, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China
| | - Hong Qi
- State Key Laboratory of Urban Water Resource and Environment, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China; School of Environment, Harbin Institute of Technology, 73Huanghe Road, Nangang District, Harbin, Heilongjiang 150090, China.
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He Y, He W, Yang C, Liu W, Xu F. Spatiotemporal toxicity assessment of suspended particulate matter (SPM)-bound polycyclic aromatic hydrocarbons (PAHs) in Lake Chaohu, China: Application of a source-based quantitative method. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 727:138690. [PMID: 32498188 DOI: 10.1016/j.scitotenv.2020.138690] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Revised: 04/07/2020] [Accepted: 04/12/2020] [Indexed: 06/11/2023]
Abstract
The spatiotemporal associations between the emissions and environmental toxicities of polycyclic aromatic hydrocarbons (PAHs) in lake still remain an issue. Here, we focused on the suspended particulate matter (SPM)-bound PAHs in Lake Chaohu, China to quantitatively estimate their spatiotemporal toxicities from different sources. A source-based quantitative method, positive matrix factorization (PMF)-benzo[a]pyrene-based toxic equivalency (TEQBaP) model, was applied. Firstly, we investigated the spatiotemporal characteristics of SPM-bound PAHs. The concentrations of Σ21 PAHs ranged from 1646 to 19267 ng·g-1. Low-ring PAHs were found to have the highest fractions. T-distributed stochastic neighbor embedding (t-SNE)-partitioning around medoid (PAM) technic revealed significantly spatiotemporal variation characteristics of SPM-bound PAHs in Lake Chaohu. Season, location (west or east lake zone), and sample classification (estuary or lake) together governed the patterns. Then, their potential sources were apportioned. Our results found that diagnostic ratios did not work perfectly. However, 3 factors were separated by PMF model. Unburned petroleum (F1), biomass, coal and gasoline combustion (F2), and diesel, straw combustion (F3) were the main sources of PAHs, accounting for 36.16%, 48.96% and 14.88%, respectively. The patterns of the source profiles were season-dependent. Finally, the toxicity of SPM-bound PAHs from different sources were predicted by PMF-TEQBaP model, and the model predictions were satisfactorily acceptable. Overall, predicted Σ19 TEQBaP of SPM-bound PAHs in Lake Chaohu ranged from 20.8 to 947.9 ng·g-1. Benzo[e]pyrene (BeP), benzo[a]pyrene (BaP) and benzo[b]fluoranthene (BbF) were the main toxic species. Temporally, PAH toxicity posed significantly seasonal differences. F3 had primary contributions to Σ19 TEQBaP. Cutting the diesel consumption and using cleaner energy substitutes were suggested to reduce the PAH toxicity in Lake Chaohu. Overall, we expected this study could give new insights into the spatiotemporal associations between the sources and toxicities of SPM-bound PAHs in lake ecosystem.
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Affiliation(s)
- Yong He
- MOE Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China
| | - Wei He
- MOE Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China
| | - Chen Yang
- MOE Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China
| | - Wenxiu Liu
- MOE Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China
| | - Fuliu Xu
- MOE Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China.
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16
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He Y, Yang C, He W, Xu F. Nationwide health risk assessment of juvenile exposure to polycyclic aromatic hydrocarbons (PAHs) in the water body of Chinese lakes. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 723:138099. [PMID: 32229384 DOI: 10.1016/j.scitotenv.2020.138099] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 03/15/2020] [Accepted: 03/19/2020] [Indexed: 06/10/2023]
Abstract
The high emissions of polycyclic aromatic hydrocarbons (PAHs) pose a serious threat to the lake ecosystem and human health, and the human health risk assessment of PAH exposure is expected as an urgent project in China. This paper focused on 44 Chinese lakes in 6 lake zones to investigate the occurrence, composition and source of 19 PAHs in water body and estimate the human health risk under PAH exposure. The "List of PAH Priority Lakes" in China was generated based on the combination of incremental lifetime cancer risk (ILCR) model and Monte Carlo simulation. Our results showed that the Σ17 PAHs ranged from 3.75 ng·L-1 to 368.68 ng·L-1 with a median of 55.88 ng·L-1. Low-ring PAHs were the predominant compounds. PAH profiles varied significantly at lake zone level. Diagnostic ratios showed that PAHs might derive from petroleum and coal or biomass combustion. Benzo[a]pyrene-equivalent toxic concentrations (BaPeq) of the Σ17 PAHs ranged from 0.07 ng·L-1 to 2.26 ng·L-1 (0.62 ± 0.52 ng·L-1, mean ± standard deviation) with a median of 0.47 ng·L-1. Benzo[a]anthracene (BaA), benzo[a]pyrene (BaP) and benzo[e]pyrene (BeP) were the main toxic isomers. Juvenile exposure to PAHs via oral ingestion (drinking) and dermal contact (showering) had negligible and potential health risks, respectively. Juveniles were the sensitive population for PAH exposure. 15 lakes were screened into the "List of PAH Priority Lakes" in three priority levels: first priority (Level A), moderate priority (Level B) and general priority (Level C). Lake Taihu, Lake Chaohu and Lake Hongze were the extreme priority lakes. Optimizing the economic structures and reducing the combustion emissions in these areas should be implemented to reduce the population under potential health risk of PAHs.
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Affiliation(s)
- Yong He
- MOE Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China
| | - Chen Yang
- MOE Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China
| | - Wei He
- MOE Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China; MOE Key Laboratory of Groundwater Circulation and Environmental Evolution, China University of Geosciences (Beijing), Beijing 100083, China
| | - Fuliu Xu
- MOE Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China.
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Wang Z, Hua P, Dai H, Li R, Xi B, Gui D, Zhang J, Krebs P. Influence of surface properties and antecedent environmental conditions on particulate-associated metals in surface runoff. ENVIRONMENTAL SCIENCE AND ECOTECHNOLOGY 2020; 2:100017. [PMID: 36160919 PMCID: PMC9488065 DOI: 10.1016/j.ese.2020.100017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 12/23/2019] [Accepted: 01/18/2020] [Indexed: 05/06/2023]
Abstract
Particulate-associated trace metals have been regarded as an important pollution source for urban surface runoff. Cd, Pb, Cu, Zn and total solids (TS) washed off two different surfaces (low-elevated facade and road surfaces) under two kinds of antecedent environmental conditions (dry and snow-melting) were determined in this study. Wet-vacuuming sweeping (WVS) and surface washing (SW) methods, representing the maximum pollution potential and common rainfall-induced wash-off condition respectively, were used to collect the particulate matters. The result shows that the wash-off concentrations of trace metals were found in the order of Cd (2.28 ± 2.08 μg/l) < Pb (435.85 ± 412.61 μg/l) < Cu (0.93 ± 0.61 mg/l) < Zn (2.52 ± 2.30 mg/l). The snow-melting process had a considerable influence on the wash-off concentrations of the trace metals on both road and facade surfaces. It reduced >38% and >79% of metals and TS concentrations in the facade surface and road surface runoff respectively. The wash-off concentrations of Cd, Cu, and Zn on the road surface 45-780% higher than those on the facade surfaces. The sensitivity analysis based on the Bayesian network indicates that the wash-off concentrations of metals were mainly dependent on the antecedent environmental conditions or the surface properties while the sampling methods had a minor influence. Therefore, to accurately model the pollutant migration in the surface runoff requires an improving method considering different surfaces and antecedent environment conditions.
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Affiliation(s)
- Zhenyu Wang
- Institute of Urban Water Management, Technische Universität Dresden, 01062, Dresden, Germany
| | - Pei Hua
- The Environmental Research Institute, MOE Key Laboratory of Environmental Theoretical Chemistry, South China Normal University, 510006, Guangzhou, China
| | - Heng Dai
- Institute of Groundwater and Earth Sciences, Jinan University, 510632, Guangzhou, China
| | - Rui Li
- State Environmental Protection Key Laboratory of Simulation and Control of Groundwater Pollution, Chinese Research Academy of Environmental Sciences, Beijing, 100012, China
| | - Beidou Xi
- State Environmental Protection Key Laboratory of Simulation and Control of Groundwater Pollution, Chinese Research Academy of Environmental Sciences, Beijing, 100012, China
| | - Dongwei Gui
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, 830011, Xinjiang, China
| | - Jin Zhang
- Institute of Groundwater and Earth Sciences, Jinan University, 510632, Guangzhou, China
- Corresponding author.
| | - Peter Krebs
- Institute of Urban Water Management, Technische Universität Dresden, 01062, Dresden, Germany
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Hanfi MY, Yarmoshenko IV. Health risk assessment quantification from heavy metals contamination in the urban soil and urban surface deposited sediment. JOURNAL OF TAIBAH UNIVERSITY FOR SCIENCE 2020. [DOI: 10.1080/16583655.2020.1735735] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Affiliation(s)
- Mohamed Y. Hanfi
- Ural Federal University, Ekaterinburg, Russia
- Department of Medical and Radiation Research, Nuclear Materials Authority, Cairo, Egypt
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19
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Piñon-Colin TDJ, Rodriguez-Jimenez R, Rogel-Hernandez E, Alvarez-Andrade A, Wakida FT. Microplastics in stormwater runoff in a semiarid region, Tijuana, Mexico. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 704:135411. [PMID: 31810711 DOI: 10.1016/j.scitotenv.2019.135411] [Citation(s) in RCA: 82] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Revised: 11/04/2019] [Accepted: 11/05/2019] [Indexed: 06/10/2023]
Abstract
Land-based sources are considered the most important source of microplastic pollution to marine environment. Stormwater runoff has been identified as one of the main pollutant contributors to water bodies. Seven sites were sampled to identify and quantify microplastics in stormwater runoff in Tijuana, Mexico. The median microplastic abundance found in the samples was between 66 and 191 particles L-1, the highest abundance being recorded in an industrial land use site. The estimated annual total microplastic loads were between 8 × 105 and 3 × 106 particles ha-1. The most abundant microplastic shape and identified polymer type were fibers and polyethylene, respectively. The highest microplastic abundances were observed in events with higher rainfall. The results have shown that stormwater runoff is an important source of microplastic to water bodies.
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Affiliation(s)
- Teresita de Jesus Piñon-Colin
- Universidad Autónoma de Baja California, Calzada Universidad 14418, Parque Industrial Internacional Tijuana, C.P. 22390 Tijuana, Baja California, Mexico
| | - Ruben Rodriguez-Jimenez
- Universidad Autónoma de Baja California, Calzada Universidad 14418, Parque Industrial Internacional Tijuana, C.P. 22390 Tijuana, Baja California, Mexico
| | - Eduardo Rogel-Hernandez
- Universidad Autónoma de Baja California, Calzada Universidad 14418, Parque Industrial Internacional Tijuana, C.P. 22390 Tijuana, Baja California, Mexico
| | - Adriana Alvarez-Andrade
- Universidad Autónoma de Baja California, Calzada Universidad 14418, Parque Industrial Internacional Tijuana, C.P. 22390 Tijuana, Baja California, Mexico
| | - Fernando Toyohiko Wakida
- Universidad Autónoma de Baja California, Calzada Universidad 14418, Parque Industrial Internacional Tijuana, C.P. 22390 Tijuana, Baja California, Mexico.
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Xu Z, Xiong L, Li H, Xu J, Cai X, Chen K, Wu J. Runoff simulation of two typical urban green land types with the Stormwater Management Model (SWMM): sensitivity analysis and calibration of runoff parameters. ENVIRONMENTAL MONITORING AND ASSESSMENT 2019; 191:343. [PMID: 31055667 DOI: 10.1007/s10661-019-7445-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2016] [Accepted: 06/01/2018] [Indexed: 06/09/2023]
Abstract
The characteristics of surface runoff and the infiltration properties of urban green land are important to determine the effects of runoff reduction by low-impact development (LID) facilities. In this paper, two typical types of urban green land (lawn and shrub) in Shanghai were selected to study the runoff characteristics under eight rainfall events. The sensitivity of the runoff parameters was analyzed, and then, the optimal parameters were determined using the Stormwater Management Model (SWMM). The results showed that the interception and infiltration capacities of shrub were greater than those of lawn. The rainfall intensity and rainfall pattern were the major factors that influenced the interception and infiltration of rainwater. The threshold value that generates runoff varied across the eight rainfall events ranged from 1.6 to 28.5 mm for lawn and 4.5 to 32.0 mm for shrub. The maximum reduction ratios of runoff and peak flow for shrub were 52 and 57% higher than them for lawn, respectively. The parameters for shrub were more sensitive to runoff and peak flow compared with those for lawn. Under light rainfalls with a short duration, the maximum infiltration rate and depression storage were more sensitive than those under heavy rainfalls with a long duration. Antecedent dry weather period was not found to be a sensitive parameter except for the shrub under light rainfalls. The relative errors of runoff and dynamic mean runoff (60 min) for lawn and shrub were within ± 9.5%. The errors of peak flow ranged between - 21 and 16.6%. The dynamic runoff characteristics and the parameters for lawn and shrub determined in this study can provide references for simulating urban runoff and planning LID areas.
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Affiliation(s)
- Zuxin Xu
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, Tongji University, Shanghai, 200092, China
| | - Lijun Xiong
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, Tongji University, Shanghai, 200092, China
- Shanghai Academy of Environmental Sciences, 508 Qingzhou Road, Shanghai, 200233, China
| | - Huaizheng Li
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, Tongji University, Shanghai, 200092, China.
| | - Jin Xu
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, Tongji University, Shanghai, 200092, China
| | - Xin Cai
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, Tongji University, Shanghai, 200092, China
| | - Keli Chen
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, Tongji University, Shanghai, 200092, China
| | - Jun Wu
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, Tongji University, Shanghai, 200092, China
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Trujillo-González JM, Torres-Mora MA, Jiménez-Ballesta R, Zhang J. Land-use-dependent spatial variation and exposure risk of heavy metals in road-deposited sediment in Villavicencio, Colombia. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH 2019; 41:667-679. [PMID: 30054829 DOI: 10.1007/s10653-018-0160-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2018] [Accepted: 07/20/2018] [Indexed: 06/08/2023]
Abstract
Urbanization-induced land-use changes cause several environmental problems, especially in developing countries due to a lack of sufficient urban planning. This study was performed in a medium-size city of Villavicencio, Colombia. Copper, lead, nickel, zinc, chromium, manganese, and cadmium in road-deposited sediment (RDS) from different land uses were determined. Multiple geo- and statistical approaches of geographic information system mapping, Pearson correlation, Kruskal-Wallis H, hierarchical cluster analysis (HCA), and principal component analyze (PCA) were employed to assess the influence of land use on the metals' spatial distribution. The enrichment of given metals in RDS was evaluated by geo-accumulation (Igeo) and pollution load (PLI) indexes. The exposure human health risk was assessed by hazard index (HI). Results show that the average contents of the given metals decreased in the order of commercial > residential > highway > government institutions and public parks areas. Commercial areas thereafter always have the highest metals enrichment (Igeo) and pollution level (PLI). HI assessment indicates that child has a higher health risk than adult due to the exposure to metals in RDS. HCA analysis reveals that surface roughness had a more direct influence than land-use type on metals' distribution. Kruskal-Wallis H test further suggests land-use type had a significant influence on certain metals' spatial variation. Two potential (group) sources of geochemical and vehicular sources, along with leaded petrol and paintings, were inferred to be the main contributors to metals in RDS by PCA analysis.
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Affiliation(s)
- Juan Manuel Trujillo-González
- Instituto de Ciencias Ambientales de la Orinoquia Colombiana ICAOC, Facultad de Ciencias Básicas e Ingeniería, Universidad de los Llanos, Campus Barcelona, Villavicencio, Colombia.
| | - Marco Aurelio Torres-Mora
- Instituto de Ciencias Ambientales de la Orinoquia Colombiana ICAOC, Facultad de Ciencias Básicas e Ingeniería, Universidad de los Llanos, Campus Barcelona, Villavicencio, Colombia
| | | | - Jin Zhang
- Institute of Groundwater and Earth Sciences, Jinan University, 510632, Guangzhou, China.
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Zhang J, Li R, Zhang X, Ding C, Hua P. Traffic contribution to polycyclic aromatic hydrocarbons in road dust: A source apportionment analysis under different antecedent dry-weather periods. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 658:996-1005. [PMID: 30678023 DOI: 10.1016/j.scitotenv.2018.12.281] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2018] [Revised: 12/14/2018] [Accepted: 12/18/2018] [Indexed: 05/09/2023]
Abstract
Road dust (RD) and its adsorbed pollutants have been regarded as a leading source of diffuse stormwater pollution. Therefore, a source-oriented mitigation strategy of pollutants in RD is important for an integrated stormwater management. In this study, a total of 66 RD samples were collected from 22 asphalt roads with five traffic load categories under different antecedent dry-weather periods (ADPs) in the city of Dresden, Germany. The surface loads (0.1-30.91 μg m-2) and solid-phase concentrations (0.95-27.83 μg g-1) of polycyclic aromatic hydrocarbons (PAHs) in RD were determined. The results show that the Σ16PAHs contents decreased with increasing distance from the city center to the city border. One-way ANOVA indicated that surface load was significantly dominated by ADPs and solid-phase concentration was statistically traffic-load dependent. According to the positive matrix factorization (PMF) receptor model, gasoline- and diesel-powered engine emissions always accounted for the highest proportions of total PAH contents. However, with an increasing ADP, the PAHs contents attributed to the incineration and tire debris became evident. The source-specific risks posed by PAHs were further estimated by the incremental lifetime cancer risk (ILCR) analysis. Traffic contributed to the majority of the carcinogenic substances. Moreover, the hazard quotient (HQ) and mean hazard quotient (MHQ) for the ecological risk assessment suggest that PAHs in RD had a 21% probability of being toxic to benthic organisms and aquatic environments. CAPSULE: Σ16PAH content decreased with an increasing distance from the city center to border, and an increasing number of PAH sources was identified with an increasing residual time.
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Affiliation(s)
- Jin Zhang
- Institute of Groundwater and Earth Sciences, Jinan University, 510632 Guangzhou, China.
| | - Ruifei Li
- Institute of Urban Water Management, Technische Universität Dresden, 01062 Dresden, Germany
| | - Xiaoying Zhang
- College of Construct Engineering, Jilin University, 130012 Changchun, China
| | - Changfeng Ding
- Key Laboratory of Soil Environment and Pollution Remediation, Institute of Soil Science, Chinese Academy of Sciences, 210008 Nanjing, China
| | - Pei Hua
- The Environmental Research Institute, MOE Key Laboratory of Environmental Theoretical Chemistry, South China Normal University, 510006 Guangzhou, China.
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Zhao W, Cai M, Adelman D, Khairy M, August P, Lohmann R. Land-use-based sources and trends of dissolved PBDEs and PAHs in an urbanized watershed using passive polyethylene samplers. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2018; 238:573-580. [PMID: 29605617 DOI: 10.1016/j.envpol.2018.02.057] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Revised: 02/17/2018] [Accepted: 02/19/2018] [Indexed: 06/08/2023]
Abstract
Narragansett Bay is a temperate estuary on the Atlantic coast of Rhode Island in the north-eastern United States, which receives organic pollutants from urban and industrial activities in its watershed, though detailed knowledge on sources and fluxes is missing. Twenty-four polyethylene passive samplers were deployed in the surface water of the watershed around Narragansett Bay during June-July of 2014, to examine the spatial variability and possible sources of priority pollutants, namely dissolved polycyclic aromatic hydrocarbons (PAHs) and polybrominated diphenyl ethers (PBDEs). Dissolved ∑22PAH concentrations ranged from 3.6 to 340 ng L-1, and from 2.9 to 220 pg L-1 for ∑12PBDE. The spatial variability of the concentrations was correlated to land use pattern and population distribution, in particular with human activities within 2 km of sampling sites. River discharges derived from the concentrations of PAHs and PBDEs measured here were 10-20 times greater than their previously measured concentrations in the open waters of Narragansett Bay. These results imply that river waters are the main source of PAHs and PDBEs to the Bay and that major sink terms (e.g., sedimentation, degradation) affect their concentrations in the estuary. Predicted PAH and PBDE toxicity based on dissolved concentrations did not exceed 1 toxic unit, suggested that no toxicity occurred at the sampling sites.
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Affiliation(s)
- Wenlu Zhao
- School of Environmental Science and Engineering, Zhejiang Gongshang University, Hangzhou 310018, PR China; State Key Laboratory of Marine Environmental Science, Xiamen University, Xiamen 361102, PR China; Graduate School of Oceanography, University of Rhode Island, Narragansett, RI 02882-1197, USA; College of Ocean and Earth Science, Xiamen University, Xiamen 361005, PR China
| | - Minggang Cai
- State Key Laboratory of Marine Environmental Science, Xiamen University, Xiamen 361102, PR China; Graduate School of Oceanography, University of Rhode Island, Narragansett, RI 02882-1197, USA; College of Ocean and Earth Science, Xiamen University, Xiamen 361005, PR China
| | - David Adelman
- Graduate School of Oceanography, University of Rhode Island, Narragansett, RI 02882-1197, USA
| | - Mohammed Khairy
- Graduate School of Oceanography, University of Rhode Island, Narragansett, RI 02882-1197, USA; Department of Environmental Sciences, Faculty of Science, Alexandria University, 21511 Moharam Bek, Alexandria, Egypt
| | - Peter August
- Department of Natural Resources Science, University of Rhode Island, One Greenhouse Way, Kingston, RI 02881, USA
| | - Rainer Lohmann
- Graduate School of Oceanography, University of Rhode Island, Narragansett, RI 02882-1197, USA.
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24
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Yang J, Yang Y, Chen RS, Meng XZ, Xu J, Qadeer A, Liu M. Modeling and evaluating spatial variation of polycyclic aromatic hydrocarbons in urban lake surface sediments in Shanghai. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2018; 235:1-10. [PMID: 29274532 DOI: 10.1016/j.envpol.2017.12.032] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2017] [Revised: 10/18/2017] [Accepted: 12/09/2017] [Indexed: 06/07/2023]
Abstract
To explore the influence of rapid urbanization development on the accumulation of 16 priority PAHs in urban environment, thirty-three surface sediments from city lakes in different urbanized areas of Shanghai were collected to evaluate the occurrence characteristic and source apportionment of PAHs. The concentrations of Σ16PAHs in lake surface sediments ranged from 55.7 to 4928 ng g-1 with a mean value of 1131 ng g-1 (standard deviation, 1228 ng g-1), of which 4-, 5- and 6-ring PAHs were the dominant components. Spatial distribution of PAHs in lake surface sediments showed a significantly declining trend along with a decreasing urbanization gradient (one-way ANOVA, p < .05). Two hotspots of sediment PAHs were mainly distributed at highly urbanized areas with intensive population density and heavy traffic activities and at burgeoning industrial towns in the suburb. Source apportionment of total PAHs identified by a constrained positive matrix factorization model revealed that vehicle emission and combustion of coal, biomass and natural gas were the absolutely predominant sources, respectively accounting for 55.0% and 40.45% of total PAHs burden in lake sediments. Land use regression (LUR) models were successfully developed to evaluate spatial variation of PAHs contamination in urban sediments based on their significant correlations with residential land, commercial land, traffic variables, industrial sources, and population density. All PAH compounds showed strong associations with one or two source indicators (the traffic congestion index and the number of industrial sources), with the fitting R2 varying from 0.529 to 0.984. Our findings suggest that energy consumption related to land use activities obviously promoted PAH accumulations in urban sediment environment during rapid development of urbanization and industrialization in Shanghai.
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Affiliation(s)
- Jing Yang
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Yi Yang
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Rui-Shan Chen
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Xiang-Zhou Meng
- State Key Laboratory of Pollution Control and Resources Reuse, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
| | - Jie Xu
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Abdul Qadeer
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China
| | - Min Liu
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, 500 Dongchuan Road, Minhang District, Shanghai 200241, China.
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