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Hao N, Zhao Y, Sun P, Deng Z, Cui X, Liu J, Zhao W. Endocrine disruptor identification and multitoxicity level assessment of organic chemicals: An example of multiple machine learning models. JOURNAL OF HAZARDOUS MATERIALS 2024; 485:136896. [PMID: 39708597 DOI: 10.1016/j.jhazmat.2024.136896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/05/2024] [Revised: 12/04/2024] [Accepted: 12/13/2024] [Indexed: 12/23/2024]
Abstract
Endocrine-disrupting chemicals (EDCs) pollution is a major global environmental issue. Assessing the multiple toxic effects of EDCs is key to managing their risks. This study successfully developed an EDCs classification and recognition model based on recursive feature elimination and random forest coupling, which passed external validation. Furthermore, the study classified the hormonal effects of EDCs and elucidated their hormonal roles. Molecular dynamics simulations were employed to investigate the toxicity of EDCs, and a regression model for such toxicity was developed using neural networks. A multi-toxicity regression model for EDCs was also developed using the XGBoost algorithm. This model can evaluate carcinogenicity, teratogenicity, and potential developmental toxicity of EDCs. The Spearman and Kendall correlation coefficient methods were used to assess the relations between toxicities. This study combines data filtering with model optimisation to ensure the use of efficient and concise methods. This allows for a comprehensive assessment of EDCs toxicity. It also helps analyse the link between EDCs molecular structure and their toxic effects, providing ideas for designing new chemicals. However, the model exhibits high complexity, and some processes are difficult to fully explain.
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Affiliation(s)
- Ning Hao
- College of New Energy and Environment, Jilin University, Changchun 130012, China.
| | - Yuanyuan Zhao
- College of New Energy and Environment, Jilin University, Changchun 130012, China.
| | - Peixuan Sun
- College of New Energy and Environment, Jilin University, Changchun 130012, China.
| | - Zhengyang Deng
- College of New Energy and Environment, Jilin University, Changchun 130012, China.
| | - Xiran Cui
- College of New Energy and Environment, Jilin University, Changchun 130012, China.
| | - Jiapeng Liu
- College of New Energy and Environment, Jilin University, Changchun 130012, China.
| | - Wenjin Zhao
- College of New Energy and Environment, Jilin University, Changchun 130012, China.
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2
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Kim C, Lee SR, Jeon HJ, Kim K, Kim D, Lee H, Park S, Lee SE. Microplastic characterization in small freshwater fishes collected in Gyeongan-cheon, a tributary stream of Han River in South Korea: Ingestion and depuration study of Nylon. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 363:125044. [PMID: 39369872 DOI: 10.1016/j.envpol.2024.125044] [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: 06/24/2024] [Revised: 09/27/2024] [Accepted: 09/28/2024] [Indexed: 10/08/2024]
Abstract
Plastic inventions have had an impact on various industries, and people easily approach to plastic products, degrading into microplastic (MP). In this study, distribution of MP was evaluated in freshwater fishes collected in a tributary stream of the Han River, Gyeongan-cheon. Totally 38 fishes, mostly Zacco platypus, were used to analyze, and they were collected in two different seasons as the normal and rainy seasons. Fishes contained 34-284 particles/individual. The prevalent size of MP in fishes ranged from 45 to 100 μm, followed by 100-300 and 20-45 μm. Shapes of MP in fishes were mostly fragments, and types of MP were polypropylene (PP) > polyethylene (PE) > polytetrafluoroethylene (PTFE). By 4-day ingestion of Nylon at 100 μg/L (equivalent to 55,000 particles/L, about 20-40 μm) in Zacco koreanus, the treated fish showed MP concentration with an average number of 53 Nylons. Mean retention time value was considered as 13.4 days by the uptake-depuration test using Z. platypus at 500 μg/L Nylon. Taken together, MP concentration found in smaller freshwater fish was dependent on living habitat and MP size. These findings underscore the importance of ongoing monitoring of MPs in freshwater ecosystems and the need to understand MP ingestion and excretion patterns in small freshwater fish species.
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Affiliation(s)
- Chaeeun Kim
- Department of Applied Biosciences, Kyungpook National University, Daegu, 41566, Republic of Korea
| | - Sang-Ryong Lee
- Department of Biological and Environmental Science, Dongguk University, Goyang-si, Gyeonggi-do, 10326, Republic of Korea
| | - Hwang-Ju Jeon
- Red River Research Station, Louisiana State University, Bossier City, LA, USA
| | - Kyeongnam Kim
- Institute of Quality and Safety Evaluation of Agricultural Products, Kyungpook National University, Daegu, 41566, Republic of Korea
| | - Donghyeon Kim
- Department of Applied Biosciences, Kyungpook National University, Daegu, 41566, Republic of Korea
| | - Hyoyoung Lee
- KOTITI Testing & Research Institute, Gwacheon-si, Gyeonggi-do, 13840, Republic of Korea
| | - Sunku Park
- KOTITI Testing & Research Institute, Gwacheon-si, Gyeonggi-do, 13840, Republic of Korea
| | - Sung-Eun Lee
- Department of Applied Biosciences, Kyungpook National University, Daegu, 41566, Republic of Korea.
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3
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Yu D, Liu S, Yu Y, Wang Y, Li L, Peijnenburg WJGM, Yuan Y, Peng X. Transcriptomic analysis reveals interactive effects of polyvinyl chloride microplastics and cadmium on Mytilus galloprovincialis: Insights into non-coding RNA responses and environmental implications. AQUATIC TOXICOLOGY (AMSTERDAM, NETHERLANDS) 2024; 275:107062. [PMID: 39217792 DOI: 10.1016/j.aquatox.2024.107062] [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: 11/29/2023] [Revised: 03/30/2024] [Accepted: 04/01/2024] [Indexed: 09/04/2024]
Abstract
Despite increasing concerns regarding the interactions of microplastic and heavy metal pollution, there is limited knowledge on the molecular responses of marine organisms to these stressors. In this study, we used whole-transcriptome sequencing to investigate the molecular responses of the ecologically and economically important bivalve Mytilus galloprovincialis to individual and combined exposures of environmentally relevant concentrations of PVC microplastics and cadmium (Cd). Our results revealed distinct transcriptional changes in M. galloprovincialis, with significant overlap in the differentially expressed genes between the individual and combined exposure groups. Genes involved in cellular senescence, oxidative stress, and galactose metabolism were differentially expressed. Additionally, key signaling pathways related to apoptosis and drug metabolism were significantly modulated. Notably, the interaction of PVC microplastics and Cd resulted in differential expression of genes involved in drug metabolism and longevity regulating compared to single exposures. This suggests that the interaction between these two stressors may have amplified effects on mussel health. Overall, this comprehensive transcriptomic analysis provides valuable insights into the adaptive and detrimental responses of M. galloprovincialis to PVC microplastics and Cd in the environment.
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Affiliation(s)
- Deliang Yu
- Laoshan Laboratory, Qingdao 266237, PR China
| | - Shaochong Liu
- College of Environmental Science and Engineering, Qingdao University, Qingdao 266071, PR China
| | - Yaqi Yu
- College of Environmental Science and Engineering, Qingdao University, Qingdao 266071, PR China
| | - Yanhao Wang
- College of Environmental Science and Engineering, Qingdao University, Qingdao 266071, PR China
| | - Lianzhen Li
- College of Environmental Science and Engineering, Qingdao University, Qingdao 266071, PR China.
| | - Willie J G M Peijnenburg
- National Institute of Public Health and the Environment, Center for Safety of Substances and Products, Bilthoven, The Netherlands; Institute of Environmental Sciences (CML), Leiden University, Leiden, The Netherlands
| | - Yufeng Yuan
- School of Electronic Engineering and Intelligentization, Dongguan University of Technology, Dongguan, Guangdong 523808, PR China
| | - Xiao Peng
- State Key Laboratory of Radio Frequency Heterogeneous Integration (Shenzhen University), College of Physics and Optoelectronic Engineering, Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, Shenzhen University, Shenzhen 518060, PR China.
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4
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Yang L, Yuan L, Wang WX. Visible Combined Near-Infrared in Situ Imaging Revealed Dynamic Effects of Microplastic Fibers and Beads in Zebrafish. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2024; 58:16269-16281. [PMID: 39213526 DOI: 10.1021/acs.est.4c04578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/04/2024]
Abstract
Microplastics (MPs) as emerging contaminants are widely present in the environment and are ubiquitously ingested and accumulated by aquatic organisms. MPs may be quickly eliminated after a brief retention in aquatic animals (such as the digestive tract); thus, understanding the damage caused by MPs during this process and whether the damage can be recovered is important. Here, we proposed the use of visible light imaging to track MPs combined with near-infrared (NIR) imaging to reveal the in situ impacts of MPs. The combination of these two techniques allows for the simultaneous investigation of the localization and functionality of MPs in vivo. We investigated the effects of two types of MPs on zebrafish, microplastic fibers (MFs) and microplastic beads (MBs). The results showed that MPs larger than 10 μm primarily accumulated in the intestines of zebrafish. Both MFs and MBs disrupted the redox balance of the intestine, and the location of the damage was consistent with the heterogeneous accumulation of MPs. MFs caused greater and more difficult-to-recover damage compared to MBs, which was closely related to the slower elimination rate of MFs. Our study highlights the importance of capturing the dynamic toxicological effects of MPs on organisms. Fibrous MPs and spherical MPs clearly had distinct effects on their toxicokinetics and toxicodynamics in fish.
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Affiliation(s)
- Lanpeng Yang
- School of Energy and Environment and State Key Laboratory of Marine Pollution, City University of Hong Kong, Kowloon, Hong Kong, China
- Research Centre for the Oceans and Human Health, City University of Hong Kong Shenzhen Research Institute, Shenzhen 518057, China
| | - Lin Yuan
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha 410082, China
| | - Wen-Xiong Wang
- School of Energy and Environment and State Key Laboratory of Marine Pollution, City University of Hong Kong, Kowloon, Hong Kong, China
- Research Centre for the Oceans and Human Health, City University of Hong Kong Shenzhen Research Institute, Shenzhen 518057, China
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Park JS, Yoo JW, Lee YH, Park C, Lee YM. Size- and shape-dependent ingestion and acute toxicity of fragmented and spherical microplastics in the absence and presence of prey on two marine zooplankton. MARINE POLLUTION BULLETIN 2024; 206:116768. [PMID: 39067234 DOI: 10.1016/j.marpolbul.2024.116768] [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: 04/04/2024] [Revised: 06/18/2024] [Accepted: 07/22/2024] [Indexed: 07/30/2024]
Abstract
As microplastics (MPs) are particulate pollutants, their size and shape, and the presence of prey in the media can affect their toxicity. However, the size- and shape-dependent toxicities of MPs and their prey-dependent ingestion patterns in marine zooplankton are not well understood. Thus, we investigated the ingestion and egestion patterns, and toxicity of different shapes and sizes of MPs on two marine zooplankton, Brachionus koreanus and Diaphanosoma celebensis, under different prey conditions. The ingestion assay showed that smaller MPs were ingested more frequently, regardless of their shape. However, fragmented MPs showed higher toxicity than spherical MPs of comparable size. Prey in the media reduced the uptake and toxicity of MPs in both species depending on the taxa's feeding strategy. Our findings demonstrate that the size and shape of MPs are important factors in determining toxicity and that the presence of prey should also be considered when assessing MP toxicity.
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Affiliation(s)
- Jong-Seok Park
- Department of Biotechnology, College of Convergence Engineering, Sangmyung University, Seoul 03016, Republic of Korea
| | - Je-Won Yoo
- Department of Biotechnology, College of Convergence Engineering, Sangmyung University, Seoul 03016, Republic of Korea
| | - Youn-Ha Lee
- Department of Biotechnology, College of Convergence Engineering, Sangmyung University, Seoul 03016, Republic of Korea
| | - Chaerin Park
- Department of Biotechnology, College of Convergence Engineering, Sangmyung University, Seoul 03016, Republic of Korea
| | - Young-Mi Lee
- Department of Biotechnology, College of Convergence Engineering, Sangmyung University, Seoul 03016, Republic of Korea.
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Barrientos M, Vásquez Lavín F, Ponce Oliva RD, Nayga RM, Gelcich S. Microplastics in seafood: Consumer preferences and valuation for mitigation technologies. Food Res Int 2024; 187:114342. [PMID: 38763635 DOI: 10.1016/j.foodres.2024.114342] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2023] [Revised: 04/12/2024] [Accepted: 04/17/2024] [Indexed: 05/21/2024]
Abstract
Microplastics, an emerging pollutant, have garnered widespread attention due to potential repercussions on human health and the environment. Given the critical role of seafood in food security, growing concerns about microplastics might be detrimental to meeting future global food demand. This study employed a discrete choice experiment to investigate Chilean consumers' preferences for technology aimed at mitigating microplastic levels in mussels. Using a between-subjects design with information treatments, we examined the impact of informing consumers about potential human health and environmental effects linked to microplastics pollution on their valuation for the technology. We found that the information treatments increased consumers' willingness to pay for mussels. Specifically, consumers were willing to pay a premium of around US$ 4 for 250 g of mussel meat with a 90 % depuration efficiency certification. The provision of health impact information increased the price premium by 56 %, while the provision of environmental information increased it by 21 %. Furthermore, combined health and environmental information significantly increased the probability of non-purchasing behavior by 22.8 % and the risk perception of microplastics for human health by 5.8 %. These results emphasized the critical role of information in shaping consumer preferences and provided evidence for validating investment in research and development related to microplastic pollution mitigation measures.
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Affiliation(s)
| | - Felipe Vásquez Lavín
- School of Economics and Business, Universidad del Desarrollo, Concepción, Chile; Center of Applied Ecology and Sustainability (CAPES), Santiago, Chile; Coastal Socio-Ecological Millennium Institute (SECOS), Santiago, Chile
| | - Roberto D Ponce Oliva
- School of Economics and Business, Universidad del Desarrollo, Concepción, Chile; Center of Applied Ecology and Sustainability (CAPES), Santiago, Chile; Coastal Socio-Ecological Millennium Institute (SECOS), Santiago, Chile
| | - Rodolfo M Nayga
- Department of Agricultural Economics, Texas A&M University, College Station, TX, USA; Adjunct Professor, Korea University, Korea
| | - Stefan Gelcich
- Center of Applied Ecology and Sustainability (CAPES), Santiago, Chile; Coastal Socio-Ecological Millennium Institute (SECOS), Santiago, Chile; Facultad de Ciencias Biológicas, Pontificia Universidad Católica de Chile, Santiago, Chile
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7
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Marchellina A, Soegianto A, Irawan B, Indriyasari KN, Rahmatin NM, Mukholladun W, Irnidayanti Y, Payus CM, Hartl MGJ. The presence and physico-chemical properties of microplastics in seawater, sediment, and several organs of the spotted scat fish (Scatophagus argus, Linnaeus, 1766) collected from different locations along the East Java coast in Indonesia. CHEMOSPHERE 2024; 358:142214. [PMID: 38701863 DOI: 10.1016/j.chemosphere.2024.142214] [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: 03/15/2024] [Revised: 04/29/2024] [Accepted: 04/30/2024] [Indexed: 05/05/2024]
Abstract
A comprehensive study was undertaken to examine the contamination of spotted scat fish (Scatophagus argus) with microplastics (MP) in various locations along the East Java coast of Indonesia. The purpose of this study was to collect detailed information regarding the abundance, color, shape, size, type of polymer, and chemical components of the MP. The findings of this study indicated that MP exhibiting distinct attributes-including a specific fiber type, black coloration, and a size range of 1000- <5000 μm-was most abundant in the gill, stomach, and intestines of spotted scat fish of varying lengths. And MP with a size range of 100-<500 μm was prevalent in the sediment. MP with black fragments measuring less than 100 μm in diameter were found primarily in seawater. A positive correlation was identified between fish length and MP abundance in the intestines, as indicated by the Spearman correlation coefficient. Conversely, a negative correlation was detected between fish length and MP abundance in the gills. The findings of the Fourier transform infrared spectroscopy and Gas chromatography-mass spectrometry analyses, which indicate the presence of various polymers and chemical substances including plasticizers (e.g., diethyl phthalate, decane, and eicosane), stabilizers (2-piperidinone, hexadecanoic acid, mesitylene, and 2,4-Di-tert-butylphenol), and flame retardant (cyclododecene), in fish, are of the utmost importance. These substances have the potential to endanger the health of both animals and humans if they are ingested through the food chain.
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Affiliation(s)
- Ary Marchellina
- Department of Biology, Faculty of Science and Technology, Universitas Airlangga, Surabaya, Indonesia.
| | - Agoes Soegianto
- Department of Biology, Faculty of Science and Technology, Universitas Airlangga, Surabaya, Indonesia.
| | - Bambang Irawan
- Department of Biology, Faculty of Science and Technology, Universitas Airlangga, Surabaya, Indonesia.
| | | | - Nailul Muthiati Rahmatin
- Department of Biology, Faculty of Science and Technology, Universitas Airlangga, Surabaya, Indonesia.
| | - Wildanun Mukholladun
- Department of Biology, Faculty of Science and Technology, Universitas Airlangga, Surabaya, Indonesia.
| | - Yulia Irnidayanti
- Department of Biology, Faculty of Mathematics and Natural Sciences, Universitas Negeri Jakarta, Jakarta, Indonesia.
| | - Carolyn Melissa Payus
- Faculty of Science and Natural Resources, Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia.
| | - Mark G J Hartl
- Institute for Life and Earth Sciences, Centre for Marine Biodiversity and Biotechnology, School of Energy, Geoscience, Infrastructure and Society, Heriot-Watt University, Riccarton, Edinburgh, Scotland, UK.
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The measurement of food safety and security risks associated with micro- and nanoplastic pollution. Trends Analyt Chem 2023. [DOI: 10.1016/j.trac.2023.116993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/26/2023]
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