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Chen R, Huang W, Sun L, Yang J, Ma T, Shi R. Distribution, transport and ecological risk prediction of organophosphate esters in China seas based on machine learning. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 957:177559. [PMID: 39547374 DOI: 10.1016/j.scitotenv.2024.177559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2024] [Revised: 10/18/2024] [Accepted: 11/12/2024] [Indexed: 11/17/2024]
Abstract
Organophosphate esters (OPEs), widely used globally, have been detected in significant amounts in various environmental media, raising concerns about their persistence, bioaccumulation, and associated risks. Traditional sampling and detection methods are time-consuming and labor-intensive, limiting a comprehensive understanding. This study employs Extreme Gradient Boosting (XGBoost) and Light Gradient Boosting Machine (LGBM) models, using 12 feature variables and 463 OPEs concentration data points, to investigate the distribution and ecological risk of total OPEs (T-OPEs), chlorinated alkyl OPEs (Cl-OPEs), and aryl-OPEs in seawater of China Seas. The LGBM model proved optimal for predicting T-OPEs and Cl-OPEs concentrations, with RMSE of 0.48 and 0.46 and R2 values of 0.79 and 0.76. XGBoost was superior for aryl-OPEs, yielding an RMSE value of 0.82, and an R2 value of 0.87. Analysis revealed complex nonlinear relationships between features and OPEs concentrations. Maps showed higher OPEs pollution in urban agglomerations and estuaries, particularly in summer. The XGBoost model was the best predictor for ecological risks, with most sites categorized as low-risk, and a few as moderate-risk. This study offers valuable data and insights for managing OPEs pollution and ecological risks in the China Seas.
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Affiliation(s)
- Rui Chen
- Engineering Research Center of Clean and Low-carbon Technology for Intelligent Transportation, Ministry of Education, School of Environment, Beijing Jiaotong University, Beijing 100044, China.
| | - Wenyang Huang
- Engineering Research Center of Clean and Low-carbon Technology for Intelligent Transportation, Ministry of Education, School of Environment, Beijing Jiaotong University, Beijing 100044, China
| | - Linlin Sun
- Engineering Research Center of Clean and Low-carbon Technology for Intelligent Transportation, Ministry of Education, School of Environment, Beijing Jiaotong University, Beijing 100044, China
| | - Jingyan Yang
- Engineering Research Center of Clean and Low-carbon Technology for Intelligent Transportation, Ministry of Education, School of Environment, Beijing Jiaotong University, Beijing 100044, China
| | - Tiantian Ma
- Agro-Environmental Protection Institute, Ministry of Agriculture and Rural Affairs, Tianjin 300191, China
| | - Rongguang Shi
- Agro-Environmental Protection Institute, Ministry of Agriculture and Rural Affairs, Tianjin 300191, China.
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Marlina N, Hassan F, Chao HR, Latif MT, Yeh CF, Horie Y, Shiu RF, Hsieh YK, Jiang JJ. Organophosphate esters in water and air: A minireview of their sources, occurrence, and air-water exchange. CHEMOSPHERE 2024; 356:141874. [PMID: 38575079 DOI: 10.1016/j.chemosphere.2024.141874] [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: 01/16/2024] [Revised: 03/26/2024] [Accepted: 03/30/2024] [Indexed: 04/06/2024]
Abstract
Organophosphate esters (OPEs) have received considerable attention in environmental research due to their extensive production, wide-ranging applications, prevalent presence, potential for bioaccumulation, and associated ecological and health concerns. Low efficiency of OPE removal results in the effluents of wastewater treatment plants emerging as a significant contributor to OPE contamination. Their notable solubility and mobility give OPEs the potential to be transported to coastal ecosystems via river discharge and atmospheric deposition. Previous research has indicated that OPEs have been widely detected in the atmosphere and water bodies. Atmospheric deposition across air-water exchange is the main input route for OPEs into the environment and ecosystems. The main processes that contribute to air-water exchange is air-water diffusion, dry deposition, wet deposition, and the air-water volatilization process. The present minireview links together the source, occurrence, and exchange of OPEs in water and air, integrates the occurrence and profile data, and summarizes their air-water exchange in the environment.
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Affiliation(s)
- Nelly Marlina
- Advanced Environmental Ultra Research Laboratory (ADVENTURE) & Department of Environmental Engineering, Chung Yuan Christian University, Taoyuan, 320314, Taiwan; Department of Civil Engineering, Chung Yuan Christian University, Taoyuan, 320314, Taiwan
| | - Fahir Hassan
- Advanced Environmental Ultra Research Laboratory (ADVENTURE) & Department of Environmental Engineering, Chung Yuan Christian University, Taoyuan, 320314, Taiwan; Faculty of Engineering, University of Jember, Jember, 68121, Indonesia
| | - How-Ran Chao
- Department of Environmental Science and Engineering, National Pingtung University of Science and Technology, Pingtung, 91201, Taiwan
| | - Mohd Talib Latif
- Department of Earth Sciences and Environment, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia
| | - Chi-Fu Yeh
- Hwa-Ying Environment Technical Consultants Co., Ltd., Kaohsiung, 81463, Taiwan
| | - Yoshifumi Horie
- Research Center for Inland Seas (KURCIS), Kobe University, Fukaeminami-machi, Higashinada-ku, Kobe, 658-0022, Japan
| | - Ruei-Feng Shiu
- Institute of Marine Environment and Ecology, National Taiwan Ocean University, Keelung, 20224, Taiwan
| | - Yen-Kung Hsieh
- Climate Change Research Center, National Environmental Research Academy, Taoyuan, 320680, Taiwan.
| | - Jheng-Jie Jiang
- Advanced Environmental Ultra Research Laboratory (ADVENTURE) & Department of Environmental Engineering, Chung Yuan Christian University, Taoyuan, 320314, Taiwan; Center for Environmental Risk Management (CERM), Chung Yuan Christian University, Taoyuan, 320314, Taiwan; Research Center for Carbon Neutrality and Net Zero Emissions, Chung Yuan Christian University, Taoyuan, 320314, Taiwan.
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Wang S, Jin J, Ma Y, Stubbings WA, Gbadamosi MR, Abou-Elwafa Abdallah M, Harrad S. Organophosphate triesters and their diester degradation products in the atmosphere-A critical review. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 346:123653. [PMID: 38402940 DOI: 10.1016/j.envpol.2024.123653] [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: 11/24/2023] [Revised: 02/20/2024] [Accepted: 02/23/2024] [Indexed: 02/27/2024]
Abstract
Organophosphate triesters (tri-OPEs) have found substantial use as plasticizers and flame retardants in commercial and industrial products. Despite upcoming potential restrictions on use of OPEs, widespread environmental contamination is likely for the foreseeable future. Organophosphate diesters (di-OPEs) are known biotic or abiotic degradation products of tri-OPEs. In addition, direct use of di-OPEs as commercial products also contributes to their presence in the atmosphere. We review the available data on contamination with tri-OPEs and di-OPEs in both indoor and outdoor air. Concentrations of tri-OPEs in indoor air exceed those in outdoor air. The widespread discovery of tri-OPE traces in polar regions and oceans is noteworthy and is evidence that they undergo long-range transport. There are only two studies on di-OPEs in outdoor air and no studies on di-OPEs in indoor air until now. Current research on di-OPEs in indoor and outdoor air is urgently needed, especially in countries with potentially high exposure to di-OPEs such as the UK and the US. Di-OPE concentrations are higher at e-waste dismantling areas than at surrounding area. We also summarise the methods employed for sampling and analysis of OPEs in the atmosphere and assess the relative contribution to atmospheric concentrations of di-OPEs made by environmental degradation of triesters, compared to the presence of diesters as by-products in commercial triester products. Finally, we identify shortcomings of current research and provide suggestions for future research.
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Affiliation(s)
- Shijie Wang
- School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, West Midlands, B15 2TT, United Kingdom
| | - Jingxi Jin
- School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, West Midlands, B15 2TT, United Kingdom
| | - Yulong Ma
- School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, West Midlands, B15 2TT, United Kingdom
| | - William A Stubbings
- School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, West Midlands, B15 2TT, United Kingdom
| | - Muideen Remilekun Gbadamosi
- School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, West Midlands, B15 2TT, United Kingdom
| | - Mohamed Abou-Elwafa Abdallah
- School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, West Midlands, B15 2TT, United Kingdom
| | - Stuart Harrad
- School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, West Midlands, B15 2TT, United Kingdom.
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Shi T, Li R, Fu J, Hou C, Gao H, Cheng G, Zhang H, Jin S, Kong L, Na G. Fate of organophosphate esters from the Northwestern Pacific to the Southern Ocean: Occurrence, distribution, and fugacity model simulation. J Environ Sci (China) 2024; 137:347-357. [PMID: 37980021 DOI: 10.1016/j.jes.2023.03.001] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 02/28/2023] [Accepted: 03/01/2023] [Indexed: 11/20/2023]
Abstract
Eleven organophosphate esters (OPEs) in the air and seawater were investigated from the northwestern Pacific Ocean to the Southern Ocean during the 2018 Chinese 34th Antarctic Scientific Expedition. The concentration of total OPEs ranged from 164.82 to 3501.79 pg/m3 in air and from 4.54 to 70.09 ng/L in seawater. Two halogenated OPEs, tri(chloropropyl) phosphate (TCPP) and tri (2-chloroethyl) phosphate (TCEP), were generally more abundant than the non-halogenated OPEs. A level III fugacity model was developed to simulate the transfer and fate of seven OPEs in the air and seawater regions of the central Ross Sea. The model results indicate that OPEs are transferred from the air to the seawater in the central Ross Sea in summer, during which the Ross Sea acts as a final OPE sink. Dry and wet deposition dominated the processes involving OPE transfer to seawater. The OPE degradation process was also found to be more pervasive in the atmosphere than in the seawater region. These findings highlights the importance of long-range transport of OPEs and their air-seawater interface behavior in the Antarctic.
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Affiliation(s)
- Tengda Shi
- College of Marine Technology and Environment, Dalian Ocean University, Dalian 116023, China; National Marine Environmental Monitoring Center, Dalian 116023, China
| | - Ruijing Li
- National Marine Environmental Monitoring Center, Dalian 116023, China
| | - Jie Fu
- National Marine Environmental Monitoring Center, Dalian 116023, China; College of Marine Ecology and Environment, Shanghai Ocean University, Shanghai 201306, China
| | - Chao Hou
- College of Marine Ecology and Environment, Shanghai Ocean University, Shanghai 201306, China; NCS Testing Technology Co., Ltd., Beijing 10081, China
| | - Hui Gao
- National Marine Environmental Monitoring Center, Dalian 116023, China
| | - Guanjie Cheng
- College of Marine Technology and Environment, Dalian Ocean University, Dalian 116023, China; National Marine Environmental Monitoring Center, Dalian 116023, China
| | - Haibo Zhang
- National Marine Environmental Monitoring Center, Dalian 116023, China
| | - Shuaichen Jin
- National Marine Environmental Monitoring Center, Dalian 116023, China
| | - Liang Kong
- College of Marine Technology and Environment, Dalian Ocean University, Dalian 116023, China
| | - Guangshui Na
- Laboratory for coastal marine eco-environment process and carbon sink of Hainan province/Yazhou Bay Innovation Institute, Hainan Tropical Ocean University, Sanya 572022, China.
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