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Han BC, Liu JS, Bizimana A, Zhang BX, Kateryna S, Zhao Z, Yu LP, Shen ZZ, Meng XZ. Identifying priority PBT-like compounds from emerging PFAS by nontargeted analysis and machine learning models. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2023; 338:122663. [PMID: 37783416 DOI: 10.1016/j.envpol.2023.122663] [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: 05/30/2023] [Revised: 09/26/2023] [Accepted: 09/29/2023] [Indexed: 10/04/2023]
Abstract
As traditional per and polyfluoroalkyl substances (PFAS) are phased out, emerging PFAS are being developed and widely used. However, little is known about their properties, including persistence, bioaccumulation, and toxicity (PBT). Screening for emerging PFAS relies on available chemical inventory databases. Here, we compiled a database of emerging PFAS obtained from nontargeted analysis and assessed their PBT properties using machine learning models, including qualitative graph attention networks, Insubria PBT Index and quantitative EAS-E Suite, VEGA, and ProTox-II platforms. Totally 282 homologues (21.8% of emerging PFAS) were identified as PBT based on the combined qualitative and quantitative prediction, in which 140 homologues were detected in industrial and nonbiological/biological samples, belong to four categories, i.e. modifications of perfluoroalkyl carboxylic acids, perfluoroalkane sulfonamido substances, fluorotelomers and modifications of perfluoroalkyl sulfonic acids. Approximately 10.1% of prioritized emerging PFAS were matched to chemical vendors and 19.6% to patents. Aqueous film-forming foams and fluorochemical factories are the predominant sources for prioritized emerging PFAS. The database and screening results can update the assessment related to legislative bodies such as the US Toxic Substances Control Act and the Stockholm Convention. The combined qualitative and quantitative machine learning models can provide a methodological tool for prioritizing other emerging organic contaminants.
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Affiliation(s)
- Bao-Cang Han
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, College of Environmental Science and Engineering, Tongji University, Shanghai, 200092, China; Jiaxing-Tongji Environmental Research Institute, 1994 Linggongtang Road, Jiaxing, 314051, Zhejiang Province, China; Shanghai Institute of Pollution Control and Ecological Security, Shanghai, 200092, China.
| | - Jin-Song Liu
- College of Advanced Materials Engineering, Jiaxing Nanhu University. 572 South Yuexiu Road, Jiaxing, 314001, Zhejiang Province, China
| | - Aaron Bizimana
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, College of Environmental Science and Engineering, Tongji University, Shanghai, 200092, China; UNEP-Tongji Institute of Environment for Sustainable Development (IESD), College of Environmental Science and Engineering, Tongji University, Shanghai, 200092, China
| | - Bo-Xuan Zhang
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, College of Environmental Science and Engineering, Tongji University, Shanghai, 200092, China; Jiaxing-Tongji Environmental Research Institute, 1994 Linggongtang Road, Jiaxing, 314051, Zhejiang Province, China; Shanghai Institute of Pollution Control and Ecological Security, Shanghai, 200092, China
| | - Sukhodolska Kateryna
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, College of Environmental Science and Engineering, Tongji University, Shanghai, 200092, China; UNEP-Tongji Institute of Environment for Sustainable Development (IESD), College of Environmental Science and Engineering, Tongji University, Shanghai, 200092, China
| | - Zhen Zhao
- College of Marine Ecology and Environment, Shanghai Ocean University, Shanghai, 201306, China
| | - Li-Ping Yu
- Suzhou Jingtian Lover Environmental Technology Co. Ltd., Suzhou, 215228, Jiangsu Province, China
| | - Zhong-Zeng Shen
- Suzhou Jingtian Lover Environmental Technology Co. Ltd., Suzhou, 215228, Jiangsu Province, China
| | - Xiang-Zhou Meng
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, College of Environmental Science and Engineering, Tongji University, Shanghai, 200092, China; Jiaxing-Tongji Environmental Research Institute, 1994 Linggongtang Road, Jiaxing, 314051, Zhejiang Province, China; Shanghai Institute of Pollution Control and Ecological Security, Shanghai, 200092, China.
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Taylor MD. Perfluoroalkyl acid depuration from the edible tissues of a migratory recreationally fished species. MARINE POLLUTION BULLETIN 2023; 196:115593. [PMID: 37797538 DOI: 10.1016/j.marpolbul.2023.115593] [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: 08/08/2023] [Revised: 09/20/2023] [Accepted: 09/23/2023] [Indexed: 10/07/2023]
Abstract
Environmental emissions of perfluoroalkyl acids (PFAAs) impact estuarine species and the fisheries that rely on them. Migratory estuarine fishes may be captured for consumption in areas distant to known contaminant sources, but exposure risk depends on how quickly contaminants are depurated. This baseline presents the outcomes from a novel experiment simulating the migration of a popular recreational fish species (Dusky Flathead, Platycephalus fuscus) following environmental exposure to PFAAs, and assessing depuration from edible muscle tissues. Over the 33-day experiment, perfluorooctane sulfonate (PFOS) concentrations declined slowly, with modelling suggesting that concentrations fell below the relevant screening value (5.2 μg kg-1) within ∼558 h (285-1372 h; 90 % CI). Low concentrations (<1.2 μg kg-1) of perfluorohexane sulfonate also depurated rapidly. This study provides useful information for assessing potential exposure risk posed by recreationally targeted fish migrating away from contaminated areas. The experimental design employed has a real-world context that is relevant for future studies.
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Affiliation(s)
- Matthew D Taylor
- Port Stephens Fisheries Institute, New South Wales Department of Primary Industries, Locked Bag 1, Nelson Bay, NSW, 2315, Australia; School of Environmental and Life Sciences, University of Newcastle, New South Wales 2308, Australia; The University of Queensland, Queensland Alliance for Environmental Health Sciences, 20 Cornwall Street, Woolloongabba, Queensland 4102, Australia.
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Khan B, Burgess RM, Cantwell MG. Occurrence and Bioaccumulation Patterns of Per- and Polyfluoroalkyl Substances (PFAS) in the Marine Environment. ACS ES&T WATER 2023; 3:1243-1259. [PMID: 37261084 PMCID: PMC10228145 DOI: 10.1021/acsestwater.2c00296] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Per- and polyfluoroalkyl substances (PFAS) are a group of synthetic compounds used in commercial applications, household products, and industrial processes. The concern around the environmental persistence, bioaccumulation and toxicity of this vast contaminant class continues to rise. We conducted a review of the scientific literature to compare patterns of PFAS bioaccumulation in marine organisms and identify compounds of potential concern. PFAS occurrence data in seawater, sediments, and several marine taxa was analyzed from studies published between the years 2000 and 2020. Taxonomic and tissue-specific differences indicated elevated levels in protein-rich tissues and in air-breathing organisms compared to those that respire in water. Long-chain perfluoroalkyl carboxylic acids, particularly perfluoroundecanoic acid, were detected at high concentrations across several taxa and across temporal studies indicating their persistence and bioaccumulative potential. Perfluorooctanesulfonic acid was elevated in various tissue types across taxa. Precursors and replacement PFAS were detected in several marine organisms. Identification of these trends across habitats and taxa can be applied towards biomonitoring efforts, determination of high-risk taxa, and criteria development. This review also highlights challenges related to PFAS biomonitoring including (i) effects of environmental and biological variables, (ii) evaluation of protein binding sites and affinities, and (iii) biotransformation of precursors.
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Affiliation(s)
- Bushra Khan
- ORISE Research Participant at the US Environmental Protection Agency, ORD-CEMM, Atlantic Coastal Environmental Sciences Division, 27 Tarzwell Drive, Narragansett, RI 02882, USA
| | - Robert M. Burgess
- US Environmental Protection Agency, ORD-CEMM, Atlantic Coastal Environmental Sciences Division, 27 Tarzwell Drive, Narragansett, RI 02882, USA
| | - Mark G. Cantwell
- US Environmental Protection Agency, ORD-CEMM, Atlantic Coastal Environmental Sciences Division, 27 Tarzwell Drive, Narragansett, RI 02882, USA
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Liang X, Yang X, Jiao W, Zhou J, Zhu L. Simulation modelling the structure related bioaccumulation and biomagnification of per- and polyfluoroalkyl substances in aquatic food web. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 838:156397. [PMID: 35660442 DOI: 10.1016/j.scitotenv.2022.156397] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 05/28/2022] [Accepted: 05/28/2022] [Indexed: 06/15/2023]
Abstract
Until now, there is no bioaccumulation model to predict bioaccumulation of polyfluoroalkyl substances (PFASs) in aquatic organisms due to their unique amphiphilic properties. For the first time, protein contents instead of lipid contents of organisms were used in bioaccumulation models to predict the concentrations and reveal the accumulation mechanisms of PFASs in various aquatic organisms, based on the available data. Comparison between the modeled and measured results indicated the models were promising to predict the PFAS concentrations in the fishes at different trophic levels very well, as well as their bioaccumulation factors (BAF) and trophic magnification factors (TMF) of PFASs in fish. Both water and sediment are important exposure sources of PFASs in aquatic organisms. As the two main uptake pathways, the contribution of gill respiratory decreases while that of dietary intake increases with the chain length of PFASs increasing. Fecal excretion and gill respiration are the main pathways for fish to eliminate PFASs, and their relative contributions increase and decrease respectively with chain length. The short-chain (C6-C8) perfluoroalkyl acids (PFAAs) are greatly eliminated via gill respiratory quickly, leading to their very low BAFs. As the carbon chain length increases, dietary intake becomes dominant in the uptake, while elimination is mainly through fecal excretion with relatively low rates, especially in the fishes with high protein contents. For the very long chain (C12-C16) PFASs, they are very difficult to excrete with a low total elimination rate constant (ke = 0.463-0.743 d-1), thus leading to their high BAFs and TMFs. The high intake rate but low elimination rate, as well as the high water and sediment concentrations together contribute to the highest accumulated concentration perfluorooctane sulfonic acid in the fish of Taihu Lake.
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Affiliation(s)
- Xiaoxue Liang
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shanxi Province 712100, PR China
| | - Xinyi Yang
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shanxi Province 712100, PR China
| | - Wenqing Jiao
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shanxi Province 712100, PR China
| | - Jian Zhou
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shanxi Province 712100, PR China.
| | - Lingyan Zhu
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shanxi Province 712100, PR China; State Key Laboratory of Soil Erosion and Dryland Farming on the Loess Plateau, Northwest A&F University, Yangling, Shanxi Province 712100, PR China.
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