1
|
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.
Collapse
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.
| |
Collapse
|
2
|
Del Rosario Salas-Sandoval E, Pérez-Segura T, Garcia-Segura S, Dos Santos AJ. Innovative approaches to electrochemical oxidation of Bisphenol B in synthetic and complex water environments. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 955:176762. [PMID: 39393701 DOI: 10.1016/j.scitotenv.2024.176762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Revised: 09/30/2024] [Accepted: 10/04/2024] [Indexed: 10/13/2024]
Abstract
The substitution of Bisphenol A (BPA) with Bisphenol B (BPB) has raised concerns due to BPB's increased environmental presence and its potential hazards. Despite the frequent detection in water environments, effective removal methods for BPB are still limited. This study hypothesizes that electrochemical oxidation (EO) can effectively degrade BPB and its by-products. To test this, EO was applied under various conditions, analyzing the role of anode material, current density, pH, and BPB concentration. The results revealed that BPB degradation followed pseudo-first-order kinetics, with boron-doped diamond (BDD) anode showing a rate constant 27 times higher than iridium oxide electrodes. After 180 min, BDD achieved 81.8 % mineralization of BPB. The remaining organic load was associated to easily biodegradable short-chain carboxylic acids. Additionally, the EO process was evaluated in different matrices, including drinking water, tap water, simulated municipal wastewater, and synthetic urine, to assess the impact of matrix complexity. Electrogenerated oxidants, such as hydroxyl radicals, sulfate radicals, and active chlorine, significantly enhanced BPB degradation rates in real water matrices. Energy consumption varied from 5.32 kWh m-3 in drinking water to 2.28 kWh m-3 in synthetic urine, demonstrating the role of matrix composition in EO efficiency. These findings show that EO is a promising technology for removing BPB and similar chemicals in real-world water matrices.
Collapse
Affiliation(s)
- Elizabeth Del Rosario Salas-Sandoval
- Departamento de Ingeniería Química, DCNE, Universidad de Guanajuato, Noria Alta s/n, Noria Alta, Guanajuato 36050, Mexico; School of Sustainable Engineering and the Built Environment, Arizona State University, Tempe, AZ 85287-3005, United States
| | - Tzayam Pérez-Segura
- Departamento de Ingeniería Química, DCNE, Universidad de Guanajuato, Noria Alta s/n, Noria Alta, Guanajuato 36050, Mexico
| | - Sergi Garcia-Segura
- School of Sustainable Engineering and the Built Environment, Arizona State University, Tempe, AZ 85287-3005, United States
| | - Alexsandro J Dos Santos
- School of Sustainable Engineering and the Built Environment, Arizona State University, Tempe, AZ 85287-3005, United States.
| |
Collapse
|
3
|
Menegola E, Battistoni M, Bacchetta R, Metruccio F, Di Renzo F. Evaluation of temperature- and ethanol-related developmental degree variations by a new scoring system (FETAX-score) applicable to Frog Embryo Teratogenicity Assay: Xenopus. Reprod Toxicol 2024; 128:108632. [PMID: 38971262 DOI: 10.1016/j.reprotox.2024.108632] [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: 04/17/2024] [Revised: 05/28/2024] [Accepted: 06/03/2024] [Indexed: 07/08/2024]
Abstract
The aim of the present work is to propose a new quantitative assessment method (FETAX-score) for determining the degree of Xenopus laevis embryo development intended for use in embryotoxicity studies. Inspired by a similar scoring system used to evaluate developmental delays (young-for-age phenotypes) in rat embryos cultured in vitro, the FETAX-score was established by considering seven morphological features (head, naris, mouth, lower jaw, tentacles, intestine, anus) that are easily evaluable in tadpoles during the late stages of development at the conclusion of the test. Given that X. laevis development is temperature-dependent and that temperatures below 14°C and above 26°C are teratogenic, the FETAX-score was tested in embryos maintained at 17, 20, 23 and 26°C. No abnormalities were observed in any group, while the total score was temperature-related, suggesting that the FETAX-score is sensitive to moderate distress that does not influence general morphology. Intestine and anus were the least sensitive structures to temperature variations. To assess the applicability of the FETAX-score in developmental toxicological studies, we evaluated FETAX-score in tadpoles exposed during the morphogenetic period to Ethanol (Eth) at concentrations of 0, 0.25, 0.5, 1, 1.5, and 2 % v/v. Gross malformations were observed only in tadpoles from the Eth 2 % group. By contrast, data analysis of the other Eth groups showed dose-related reductions in the FETAX-score. Tentacles were the most sensitive structures to Eth-related delays. These results support the use of the FETAX-score to quantitatively assess developmental deviations in FETAX embryotoxicity studies.
Collapse
Affiliation(s)
- E Menegola
- Dept of Environmental Science and Policy Università degli Studi di Milano, Italy
| | - M Battistoni
- Dept of Environmental Science and Policy Università degli Studi di Milano, Italy
| | - R Bacchetta
- Dept of Environmental Science and Policy Università degli Studi di Milano, Italy
| | - F Metruccio
- ICPS, ASST Fatebenefratelli Sacco, Milan, Italy
| | - F Di Renzo
- Dept of Environmental Science and Policy Università degli Studi di Milano, Italy.
| |
Collapse
|
4
|
Battistoni M, Metruccio F, Di Renzo F, Moretto A, Bacchetta R, Menegola E. Effects of combined exposure to two bisphenol plasticizers (BPA and BPB) on Xenopus laevis development. Reprod Toxicol 2024; 128:108614. [PMID: 38866257 DOI: 10.1016/j.reprotox.2024.108614] [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: 03/20/2024] [Revised: 05/20/2024] [Accepted: 05/21/2024] [Indexed: 06/14/2024]
Abstract
Due to its endocrine disruptive activity, the plastic additive Bisphenol A (BPA) is classified as substance of very high concern (EU ECHA 2017). A correlation between environmental exposure to BPA and congenital defects has been described in humans and in experimental species including the amphibian Xenopus laevis, where severe branchial defects were associated to lethality. The exposure of X. laevis embryos to the BPA analogue bisphenol B (BPB) was recently linked to similar teratogenic effects, with BPB having relative potency about 3 times higher than BPA. The combined BPA-BPB exposure is realistic as both BPA and BPB are detected in human samples and environment. Limited experimental data are available on the combined developmental toxicity of BPA and BPB. The aim of the present work is to evaluate the effects of BPA and BPB mixture in the X. laevis development model, using R-FETAX procedure. The exposure was limited to the first day of development (corresponding to the phylotypic developmental period, common to all vertebrates). Samples were monitored for lethal effects during the full six-day test period and the external morphology was evaluated at the end of the test. Mixture effects were described by modelling, using the PROAST software package. Overall data modelling showed that dose-addiction could not be rejected, suggesting a health concern for co-exposure.
Collapse
Affiliation(s)
- M Battistoni
- Università degli Studi di Milano, Department of Environmental Science and Policy, via Celoria, Milan 26-20133, Italy
| | - F Metruccio
- ICPS, ASST Fatebenefratelli Sacco, via GB Grassi, Milan 74-20159, Italy
| | - F Di Renzo
- Università degli Studi di Milano, Department of Environmental Science and Policy, via Celoria, Milan 26-20133, Italy.
| | - A Moretto
- Università degli Studi di Padova, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, via Giustiniani, Padua 2-35128, Italy
| | - R Bacchetta
- Università degli Studi di Milano, Department of Environmental Science and Policy, via Celoria, Milan 26-20133, Italy
| | - E Menegola
- Università degli Studi di Milano, Department of Environmental Science and Policy, via Celoria, Milan 26-20133, Italy
| |
Collapse
|
5
|
Jitae K, Pham TH, Heesun Y, Nguyen MV, Taeyoung K. Improved photocatalytic oxidation of micropollutant in wastewater by solar light: assisted palladium-doped graphitic carbon nitride. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH 2024; 46:76. [PMID: 38367100 DOI: 10.1007/s10653-023-01834-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: 10/26/2023] [Accepted: 12/12/2023] [Indexed: 02/19/2024]
Abstract
The escalating global industrial expansion has led to the extensive release of organic compounds into water bodies, resulting in substantial pollution and posing severe threats to both human health and the ecosystem. Among common micropollutants, bisphenol A (MP-BA) has emerged as a significant endocrine-disrupting chemical with potential adverse effects on human health and the environment. This study aims to develop an efficient photocatalyst, specifically by incorporating palladium-doped graphitic carbon nitride (Pd@GCN), to eliminate MP-BA pollutants present in industrial wastewater. The examination of optical properties and photoluminescence indicates that incorporating Pd into GCN enhances the visible light absorption spectra, which extends beyond 570 nm, and accelerates the separation rate of electron-hole pairs. The photocatalytic degradation efficiency of MP-BA increases from 81.7 to 98.8% as the solution pH rises from 5.0 to 9.0. Moreover, Pd@GCN significantly improves the removal rate of MP-BA in wastewater samples, reaching an impressive 92.8% after 60 min of exposure to solar light. Furthermore, the Pd@GCN photocatalyst exhibits notable reusability over six cycles of MP-BA degradation, indicating its promising potential for the treatment of organic pollutants in wastewater under solar light conditions.
Collapse
Affiliation(s)
- Kim Jitae
- Institute of Research and development, Duy Tan University, Da Nang, Vietnam
- School of Engineering & Technology, Duy Tan University, Da Nang, Vietnam
| | - Thi-Huong Pham
- Department of Materials Science and Engineering, Gachon University, 1342 Seongnam-daero, Sujeong-gu, Seongnam, 13120, South Korea.
| | - Yang Heesun
- Department of Materials Science and Engineering, Gachon University, 1342 Seongnam-daero, Sujeong-gu, Seongnam, 13120, South Korea
| | - Minh-Viet Nguyen
- VNU Key Laboratory of Advanced Material for Green Growth, Faculty of Chemistry, VNU University of Science, 334 Nguyen Trai Street, Thanh Xuan, Hanoi, Vietnam
| | - Kim Taeyoung
- Department of Materials Science and Engineering, Gachon University, 1342 Seongnam-daero, Sujeong-gu, Seongnam, 13120, South Korea.
| |
Collapse
|