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Jeong N, Park S, Mahajan S, Zhou J, Blotevogel J, Li Y, Tong T, Chen Y. Elucidating governing factors of PFAS removal by polyamide membranes using machine learning and molecular simulations. Nat Commun 2024; 15:10918. [PMID: 39738140 DOI: 10.1038/s41467-024-55320-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Accepted: 12/09/2024] [Indexed: 01/01/2025] Open
Abstract
Per- and polyfluoroalkyl substances (PFASs) have recently garnered considerable concerns regarding their impacts on human and ecological health. Despite the important roles of polyamide membranes in remediating PFASs-contaminated water, the governing factors influencing PFAS transport across these membranes remain elusive. In this study, we investigate PFAS rejection by polyamide membranes using two machine learning (ML) models, namely XGBoost and multimodal transformer models. Utilizing the Shapley additive explanation method for XGBoost model interpretation unveils the impacts of both PFAS characteristics and membrane properties on model predictions. The examination of the impacts of chemical structure involves interpreting the multimodal transformer model incorporated with simplified molecular input line entry system strings through heat maps, providing a visual representation of the attention score assigned to each atom of PFAS molecules. Both ML interpretation methods highlight the dominance of electrostatic interaction in governing PFAS transport across polyamide membranes. The roles of functional groups in altering PFAS transport across membranes are further revealed by molecular simulations. The combination of ML with computer simulations not only advances our knowledge of PFAS removal by polyamide membranes, but also provides an innovative approach to facilitate data-driven feature selection for the development of high-performance membranes with improved PFAS removal efficiency.
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Affiliation(s)
- Nohyeong Jeong
- School of Civil & Environmental Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Shinyun Park
- Department of Civil and Environmental Engineering, Colorado State University, Fort Collins, CO, 80523, USA
- School of Sustainable Engineering and the Built Environment, Arizona State University, Tempe, AZ, 85287, USA
| | - Subhamoy Mahajan
- Department of Mechanical Engineering, University of Wisconsin-Madison, Madison, WI, 53706, USA
| | - Ji Zhou
- Department of Mechanical Engineering, University of Wisconsin-Madison, Madison, WI, 53706, USA
| | - Jens Blotevogel
- Department of Civil and Environmental Engineering, Colorado State University, Fort Collins, CO, 80523, USA
- Commonwealth Scientific and Industrial Research Organisation (CSIRO), Environment, Waite Campus, Urrbrae, 5064, Australia
| | - Ying Li
- Department of Mechanical Engineering, University of Wisconsin-Madison, Madison, WI, 53706, USA.
| | - Tiezheng Tong
- Department of Civil and Environmental Engineering, Colorado State University, Fort Collins, CO, 80523, USA.
- School of Sustainable Engineering and the Built Environment, Arizona State University, Tempe, AZ, 85287, USA.
| | - Yongsheng Chen
- School of Civil & Environmental Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA.
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Dolatimehr A, Mahyar A, Barough SPH, Mahmoodi M. Insights into the efficiencies of different biological treatment systems for pharmaceuticals removal: A review. WATER ENVIRONMENT RESEARCH : A RESEARCH PUBLICATION OF THE WATER ENVIRONMENT FEDERATION 2024; 96:e11153. [PMID: 39539062 DOI: 10.1002/wer.11153] [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: 07/09/2024] [Revised: 09/29/2024] [Accepted: 10/25/2024] [Indexed: 11/16/2024]
Abstract
This review presents a comprehensive analysis of current research on biological treatment processes for removing pharmaceutical compounds (PhCs) from wastewater. Unlike previous studies on this topic, our study specifically delves into the effectiveness and drawbacks of various treatment approaches such as traditional wastewater treatment facilities (WWTP), membrane bioreactors (MBRs), constructed wetlands (CW), and moving bed biofilm reactors (MBBR). Through the examination and synthesis of information gathered from more than 200 research studies, we have created a comprehensive database that delves into the effectiveness of eliminating 19 particular PhCs, including commonly studied compounds such as acetaminophen, ibuprofen, diclofenac, naproxen, ketoprofen, indomethacin, salicylic acid, codeine, and fenoprofen, amoxicillin, azithromycin, ciprofloxacin, ofloxacin, tetracycline, atenolol, propranolol, and metoprolol. This resource provides a depth and scope of information that was previously lacking in this area of study. Notably, among these pharmaceuticals, azithromycin demonstrated the highest removal rates across all examined treatment systems, with the exception of WWTPs, while carbamazepine consistently exhibited the lowest removal efficiencies across various systems. The analysis showcases the diverse results in removal efficiency impacted by factors such as system configuration, operation specifics, and environmental circumstances. The findings emphasize the critical need for continued innovation and research, specifically recommending the integration of advanced oxidation processes (AOPs) with existing biological treatment methods to improve the breakdown of recalcitrant compounds like carbamazepine. PRACTITIONER POINTS: Persistent pharmaceuticals harm aquatic ecosystems and human health. Biological systems show varying pharmaceutical removal efficiencies. Enhancing HRT and SRT improves removal but adds complexity and costs. Tailored treatment approaches needed based on contaminants and conditions.
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Affiliation(s)
- Armin Dolatimehr
- Master of Water and Hydraulics, Independent Researcher, Islamic Azad University, Berlin, Germany
| | - Ali Mahyar
- Brandenburg University of Technology (Cottbus-Senftenberg) Volmerstr, Berlin, Germany
| | | | - Mohammadreza Mahmoodi
- Department of Civil, Architectural and Environmental Engineering, The University of Texas at Austin, Austin, TX, USA
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Paritala J, Peraman R, Kondreddy VK, Subrahmanyam CVS, Ravichandiran V. Quantitative structure retention relationship (QSRR) approach for assessment of chromatographic behavior of antiviral drugs in the development of liquid chromatographic method. J LIQ CHROMATOGR R T 2022. [DOI: 10.1080/10826076.2022.2025827] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Jagadeesh Paritala
- Department of Pharmaceutical Analysis, Raghavendra Institute of Pharmaceutical Education and Research (RIPER)-Autonomous, Anantapur, India
| | - Ramalingam Peraman
- Department of Pharmaceutical Analysis, National Institute of Pharmaceutical Education and Research (NIPER), Hajipur, Bihar, India
| | - Vinod Kumar Kondreddy
- Department of Pharmaceutical Analysis, Raghavendra Institute of Pharmaceutical Education and Research (RIPER)-Autonomous, Anantapur, India
| | | | - V Ravichandiran
- Department of Pharmaceutical Analysis, National Institute of Pharmaceutical Education and Research (NIPER), Hajipur, Bihar, India
- National Institute of Pharmaceutical Education & Research (NIPER), Kolkata, India
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Chiriac FL, Paun I, Pirvu F, Pascu LF, Galaon T. Occurrence and Fate of Bisphenol A and its Congeners in Two Wastewater Treatment Plants and Receiving Surface Waters in Romania. ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY 2021; 40:435-446. [PMID: 33179829 DOI: 10.1002/etc.4929] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2020] [Revised: 09/20/2020] [Accepted: 11/07/2020] [Indexed: 06/11/2023]
Abstract
The present study investigated the distribution and environmental fate of Bisphenol A (BPA), the 4-hydroxyacetophenone (4-HAP) metabolite, and 5 other bisphenol congeners in 2 municipal wastewater treatment plants (WWTPs) and their receiving rivers in Romania. Accordingly, a new, highly sensitive and accurate solid-phase extraction-liquid chromatography-electrospray ionization-tandem mass spectrometry method was developed and validated. This technique generated low limit of quantitation values: below 2.3 ng/L for surface water and less than 2.4 and 2.7 ng/L for WWTP effluent and influent water. The sum of detected analytes in wastewater was between 1337 and 16 118 ng/L for influent samples and between 15 and 96 ng/L for effluent samples. In surface water, the total of all compounds was somewhere between 34 and 240 ng/L. The highest concentration observed was for BPA in all 3 types of analyzed water (up to 9140 ng/L for influent, as high as 75 ng/L for effluent, and a maximum of 135 ng/L in surface waters). All analyzed samples were free of bisphenols B, C, and F. For all analytes detected in surface water, the concentration values were higher than those determined in the effluent samples, which may be caused by intrinsic contamination of the 2 rivers (Danube and Jiu Rivers). Values of environmental risk coefficients, calculated for both effluents and surface waters, indicated a low ecological risk or no ecological risk for 3 types of organisms (algae, daphnia, and fish). Human risk assessment calculation suggests no risk to human health as a result of the presence of BPA in either of the 2 rivers. Environ Toxicol Chem 2021;40:435-446. © 2020 SETAC.
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Affiliation(s)
- Florentina L Chiriac
- National Research and Development Institute for Industrial Ecology-ECOIND, Bucharest, Romania
| | - Iuliana Paun
- National Research and Development Institute for Industrial Ecology-ECOIND, Bucharest, Romania
| | - Florinela Pirvu
- National Research and Development Institute for Industrial Ecology-ECOIND, Bucharest, Romania
| | - Luoana F Pascu
- National Research and Development Institute for Industrial Ecology-ECOIND, Bucharest, Romania
| | - Toma Galaon
- National Research and Development Institute for Industrial Ecology-ECOIND, Bucharest, Romania
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Currivan S, Connolly D, Paull B. Stepped gradients on polymeric monolithic columns by photoinitiated grafting. J Sep Sci 2015; 38:3795-802. [DOI: 10.1002/jssc.201500776] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2015] [Revised: 08/13/2015] [Accepted: 08/14/2015] [Indexed: 11/11/2022]
Affiliation(s)
- Sinéad Currivan
- Australian Centre for Research on Separation Science, School of Physical Sciences; University of Tasmania; Sandy Bay, Hobart Tasmania Australia
| | - Damian Connolly
- Pharmaceutical and Molecular Biotechnology Research Centre, Department of Science; Waterford Institute of Technology; Waterford Ireland
| | - Brett Paull
- Australian Centre for Research on Separation Science, School of Physical Sciences; University of Tasmania; Sandy Bay, Hobart Tasmania Australia
- ARC Centre of Excellence for Electromaterials Science, School of Physical Sciences; University of Tasmania; Sandy Bay, Hobart Tasmania Australia
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Bacalum E, Galaon T, David V, Aboul-Enein HY. Retention Behavior of Some Compounds Containing Polar Functional Groups on Perfluorophenyl Silica-Based Stationary Phase. Chromatographia 2014. [DOI: 10.1007/s10337-014-2655-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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Radulescu M, Voicu V, Medvedovici A, David V. Retention study of some cation-type compounds using bile acid sodium salts as ion pairing agents in liquid chromatography. Biomed Chromatogr 2010; 25:873-8. [DOI: 10.1002/bmc.1531] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2010] [Accepted: 08/25/2010] [Indexed: 11/10/2022]
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Petre J, Ionescu S, Hillebrand M, David V. QUANTITATIVE CORRELATIONS BETWEEN REVERSED-PHASE LC DATA AND MOLECULAR PARAMETERS FOR SOME WEAKLY RELATED PESTICIDES. J LIQ CHROMATOGR R T 2010. [DOI: 10.1080/10826076.2010.489021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Jana Petre
- a National Research and Development for Industrial Ecology – ECOIND , Bucharest, Romania
| | - Sorana Ionescu
- b Department of Chemical Physics, Faculty of Chemistry , University of Bucharest , Bucharest, Romania
| | - Mihaela Hillebrand
- b Department of Chemical Physics, Faculty of Chemistry , University of Bucharest , Bucharest, Romania
| | - Victor David
- c Department of Analytical Chemistry, Faculty of Chemistry , University of Bucharest , Bucharest, Romania
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Hakimhashem M, Saveyn H, De Bock B, Van der Meeren P. Dead-End Liposomal Electro-Filtration: Phenol Removal by Dioctadecyl Dimethyl Ammonium Chloride as a Case Study. Chem Eng Technol 2010. [DOI: 10.1002/ceat.201000115] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Voicu V, Medvedovici A, Radulescu M, Iorgulescu EE, David V. Unusual Retention Behavior of Some Cationic-Type Aldoximes Used as AChE Reactivators Under Ion-Pairing Liquid Chromatographic Mechanism. ANAL LETT 2010. [DOI: 10.1080/00032710903518682] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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