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Brunning H, Sallach JB, Boxall A. Emissions of water-soluble polymers from household products to the environment: a prioritization study. ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY 2025; 44:563-588. [PMID: 39919236 PMCID: PMC11816303 DOI: 10.1093/etojnl/vgae030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 09/17/2024] [Accepted: 10/01/2024] [Indexed: 02/09/2025]
Abstract
Water-soluble polymers (WSPs) are widely used in household products, including cleaning and personal care products. However, unlike insoluble plastic polymers, the environmental risks of WSPs are poorly understood. This study was performed to identify polymers in household use and characterize their emissions to the environment and key data gaps for prioritization. An inventory of polymers was developed and these were broadly grouped based on structure. Information from patents was combined with literature data to estimate down-the-drain emissions for each polymer. For the polymers with the highest emissions, predicted environmental concentrations for surface water and soil were estimated. A total of 339 individual polymers were identified and categorized into 26 groups. The polymers with the highest down-the-drain emissions were sodium laureth sulfate (1.6-3.4 g capita-1 day-1), styrene/acrylates copolymer (0.1-0.8 g capita-1 day-1), and monoethanolamine-laureth sulfate (0.4-0.8 g capita-1 day-1). An analysis of available fate and ecotoxicity data for 30 key high-emission polymers indicated that several are lacking in data. In particular, no data were found for styrene/acrylates copolymer and copolymer of polyethylene glycol/vinyl acetate, and the environmental fate of polyquaterniums and polyol ethoxylate esters has been understudied, particularly in light of their hazard potential. However, a lack of reporting of key polymer properties hinders analysis. We recommend increased transparency in reporting of polymer identities moving forward as well as experimental work determining fate, removal, and hazard of the prioritized high-emission polymers that are lacking in data.
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Affiliation(s)
- Hattie Brunning
- Department of Environment and Geography, University of York, York, United Kingdom
| | - J Brett Sallach
- Department of Environment and Geography, University of York, York, United Kingdom
| | - Alistair Boxall
- Department of Environment and Geography, University of York, York, United Kingdom
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2
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Lin C, Zhang H. Polymer Biodegradation in Aquatic Environments: A Machine Learning Model Informed by Meta-Analysis of Structure-Biodegradation Relationships. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2025; 59:1253-1263. [PMID: 39772517 PMCID: PMC11755772 DOI: 10.1021/acs.est.4c11282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/18/2024] [Revised: 12/21/2024] [Accepted: 12/23/2024] [Indexed: 01/11/2025]
Abstract
Polymers are widely produced and contribute significantly to environmental pollution due to their low recycling rates and persistence in natural environments. Biodegradable polymers, while promising for reducing environmental impact, account for less than 2% of total polymer production. To expand the availability of biodegradable polymers, research has explored structure-biodegradability relationships, yet most studies focus on specific polymers, necessitating further exploration across diverse polymers. This study addresses this gap by curating an extensive aerobic biodegradation data set of 74 polymers and 1779 data points drawn from both published literature and 28 sets of original experiments. We then conducted a meta-analysis to evaluate the effects of experimental conditions, polymer structure, and the combined impact of polymer structure and properties on biodegradation. Next, we developed a machine learning model to predict polymer biodegradation in aquatic environments. The model achieved an Rtest2 score of 0.66 using Morgan fingerprints, detailed experimental conditions, and thermal decomposition temperature (Td) as the input descriptors. The model's robustness was supported by a feature importance analysis, revealing that substructure R-O-R in polyethers and polysaccharides positively influenced biodegradation, while molecular weight, Td, substructure -OC(═O)- in polyesters and polyalkylene carbonates, side chains, and aromatic rings negatively impacted it. Additionally, validation against the meta-analysis findings confirmed that predictions for unseen test sets aligned with established empirical biodegradation knowledge. This study not only expands our understanding across diverse polymers but also offers a valuable tool for designing environmentally friendly polymers.
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Affiliation(s)
- Chengrui Lin
- Department of Civil and Environmental
Engineering, Case Western Reserve University, Cleveland, Ohio 44106, United States
| | - Huichun Zhang
- Department of Civil and Environmental
Engineering, Case Western Reserve University, Cleveland, Ohio 44106, United States
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3
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Malashin I, Masich I, Tynchenko V, Gantimurov A, Nelyub V, Borodulin A, Martysyuk D, Galinovsky A. Machine Learning in 3D and 4D Printing of Polymer Composites: A Review. Polymers (Basel) 2024; 16:3125. [PMID: 39599216 PMCID: PMC11598506 DOI: 10.3390/polym16223125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2024] [Revised: 11/05/2024] [Accepted: 11/05/2024] [Indexed: 11/29/2024] Open
Abstract
The emergence of 3D and 4D printing has transformed the field of polymer composites, facilitating the fabrication of complex structures. As these manufacturing techniques continue to progress, the integration of machine learning (ML) is widely utilized to enhance aspects of these processes. This includes optimizing material properties, refining process parameters, predicting performance outcomes, and enabling real-time monitoring. This paper aims to provide an overview of the recent applications of ML in the 3D and 4D printing of polymer composites. By highlighting the intersection of these technologies, this paper seeks to identify existing trends and challenges, and outline future directions.
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Affiliation(s)
- Ivan Malashin
- Artificial Intelligence Technology Scientific and Education Center, Bauman Moscow State Technical University, 105005 Moscow, Russia; (I.M.); (A.G.)
| | - Igor Masich
- Artificial Intelligence Technology Scientific and Education Center, Bauman Moscow State Technical University, 105005 Moscow, Russia; (I.M.); (A.G.)
| | - Vadim Tynchenko
- Artificial Intelligence Technology Scientific and Education Center, Bauman Moscow State Technical University, 105005 Moscow, Russia; (I.M.); (A.G.)
| | - Andrei Gantimurov
- Artificial Intelligence Technology Scientific and Education Center, Bauman Moscow State Technical University, 105005 Moscow, Russia; (I.M.); (A.G.)
| | - Vladimir Nelyub
- Artificial Intelligence Technology Scientific and Education Center, Bauman Moscow State Technical University, 105005 Moscow, Russia; (I.M.); (A.G.)
- Scientific Department, Far Eastern Federal University, 690922 Vladivostok, Russia
| | - Aleksei Borodulin
- Artificial Intelligence Technology Scientific and Education Center, Bauman Moscow State Technical University, 105005 Moscow, Russia; (I.M.); (A.G.)
| | - Dmitry Martysyuk
- Center NTI “Digital Materials Science: New Materials and Substances”, Bauman Moscow State Technical University, 105005 Moscow, Russia; (D.M.); (A.G.)
| | - Andrey Galinovsky
- Center NTI “Digital Materials Science: New Materials and Substances”, Bauman Moscow State Technical University, 105005 Moscow, Russia; (D.M.); (A.G.)
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4
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Bading M, Olsson O, Kümmerer K. Assessing the aquatic biodegradation potential of polymeric excipients for pharmaceutical formulation. CHEMOSPHERE 2024; 368:143739. [PMID: 39542370 DOI: 10.1016/j.chemosphere.2024.143739] [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: 06/03/2024] [Revised: 11/05/2024] [Accepted: 11/11/2024] [Indexed: 11/17/2024]
Abstract
Polymeric excipients (PEx) are essential in drug formulation but raise environmental concerns upon wastewater release post-administration due to their potential detrimental effects to life-histories of freshwater vertebrates and invertebrates. Ten pharmaceutical polymeric compounds were assessed in a stepwise environmental biodegradation assessment according to standard OECD 301 guidelines to thoroughly evaluate biodegradability of these compounds. Polyvinyl alcohol (PVA), polyethylene glycol (PEG), chitosan, maize starch, and sodium starch glycolate (SSG) were found to be 'readily biodegradable,' although PVA and PEG showed variation across employed test systems. PEG and PVA did not degrade in OECD 301D tests having low microbial density and diversity. In contrast, in the OECD 301F tests i.e., higher microbial density and diversity, PEG exhibited 73.0 ± 3.3 % biodegradation, while PVA showed 91.2 ± 8.0 % biodegradation with secondary effluent and activated sludge, respectively. Polyvinyl pyrrolidone (PVP), Copovidone, Kollidon CL, and Eudragit derivatives EPO and L100-55 were categorized as 'non-biodegradable' (< 10 % biodegradation). No increase in degradation was observed after 42 days. This indicates their environmental persistence. This study lays the groundwork for a comprehensive understanding of the biodegradation potential of pharmaceutical polymers. It considers the influence of test conditions, inoculum sources, and compound characteristics. The environmental persistence of certain PEx underlines the urgent need to use more environmentally biodegradable alternatives in drug formulation.
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Affiliation(s)
- Mila Bading
- Institute of Sustainable Chemistry, Leuphana University Lüneburg, C13.205, 21335, Germany.
| | - Oliver Olsson
- Institute of Sustainable Chemistry, Leuphana University Lüneburg, C13.205, 21335, Germany
| | - Klaus Kümmerer
- Institute of Sustainable Chemistry, Leuphana University Lüneburg, C13.205, 21335, Germany.
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McDonough K, Hall MJ, Wilcox A, Menzies J, Brill J, Morris B, Connors K. Application of standardized methods to evaluate the environmental safety of polyvinyl alcohol disposed of down the drain. INTEGRATED ENVIRONMENTAL ASSESSMENT AND MANAGEMENT 2024; 20:1693-1705. [PMID: 38597774 DOI: 10.1002/ieam.4929] [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: 10/06/2023] [Revised: 02/14/2024] [Accepted: 03/25/2024] [Indexed: 04/11/2024]
Abstract
The purpose of this research was to use polyvinyl alcohol (PVOH) 18-88 as a case study to evaluate the environmental fate, ecotoxicity, and overall safety profile of water-soluble, nonmodified PVOH polymers used in detergent films. An OECD 303A Wastewater Treatment Plant Simulation Study was conducted with dissolved organic carbon as the analytical endpoint to evaluate the removal of PVOH 18-88 during wastewater treatment. During the plateau phase, high levels of removal due to biodegradation were observed (average 97.4 ± 7.1, range: 88%-116%). The OECD 303A study quantitatively verified that surface water is the dominant receiving compartment for PVOH 18-88 post wastewater treatment. Acute algae, invertebrate, and fish embryo (fish embryo acute toxicity test [FET]) ecotoxicity studies quanitified the 50% lethal/effect concentration (L/EC50) for PVOH 18-88. Due to the potential for the chorion to impact PVOH 18-88 bioavailability, both chorionated and dechorionated FET tests were conducted. L/EC50 > 1000 mg/L for FET (chorionated and dechorionated), invertebrate, and algae were observed. The Sustainable Futures (US) and REACH (EU) frameworks were used to evaluate environmental risk. For the US assessment, the Exposure and Fate Assessment Screening Tool was used to predict the single day lowest flow over a 10-year period (1Q10) surface water concentration and the seven consecutive days of lowest flow over a 10-year period (7Q10) surface water concentration and compared with acute and chronic concentrations of concern. For the EU assessment, the European Union System for the Evaluation of Substances was used to predict local and regional exposure concentrations and compared to the predicted no effect concentration. For both regulatory assessments, the exposure concentrations were >2 orders of magnitude below the effect concentrations. Integr Environ Assess Manag 2024;20:1693-1705. © 2024 The Authors. Integrated Environmental Assessment and Management published by Wiley Periodicals LLC on behalf of Society of Environmental Toxicology & Chemistry (SETAC).
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Affiliation(s)
| | - Maura J Hall
- The Procter and Gamble Company, Mason Business Center, Mason, Ohio, USA
| | - Ashley Wilcox
- The Procter and Gamble Company, Mason Business Center, Mason, Ohio, USA
| | - Jennifer Menzies
- The Procter and Gamble Company, Mason Business Center, Mason, Ohio, USA
| | - Jessica Brill
- The Procter and Gamble Company, Mason Business Center, Mason, Ohio, USA
| | - Brian Morris
- The Procter and Gamble Company, Mason Business Center, Mason, Ohio, USA
| | - Kristin Connors
- The Procter and Gamble Company, Mason Business Center, Mason, Ohio, USA
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Kintzi A, Daturpalli S, Battagliarin G, Zumstein M. Biodegradation of Water-Soluble Polymers by Wastewater Microorganisms: Challenging Laboratory Testing Protocols. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2024; 58. [PMID: 39134471 PMCID: PMC11360367 DOI: 10.1021/acs.est.4c05808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 07/30/2024] [Accepted: 07/30/2024] [Indexed: 09/01/2024]
Abstract
For water-soluble polymers (WSPs) that enter environmental systems at their end-of-life, biodegradability is a key functionality. For the development and regulation of biodegradable WSPs, testing methods that are both scientifically validated and economically practicable are needed. Here, we used respirometric laboratory tests to study the biodegradation of poly(amino acids), poly(ethylene glycol), and poly(vinyl alcohol), together with appropriate low-molecular-weight reference substrates. We varied key protocol steps of commonly used testing methods, which were originally established for small molecules and tested for effects on WSP biodegradation. We found that avoiding aeration of the wastewater inoculate prior to WSP addition, incubating WSP with filter-sterilized wastewater prior to biodegradation testing, and lowering the WSP concentration can increase biodegradation rates of WSPs. Combining the above-mentioned protocol variations substantially affected the results of the biodegradation testing for the two poly(amino acids) tested herein (i.e., poly(lysine) and poly(aspartic acid)). Our findings were consistent between microbial inocula derived from two municipal wastewater treatment plants. Our study presents promising biodegradation dynamics for poly(amino acids) and highlights the importance, strengths, and limitations of respirometric laboratory methods for WSP biodegradation testing.
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Affiliation(s)
- Aaron Kintzi
- Division
of Environmental Geosciences, Centre for Microbiology and Environmental
Systems Science, University of Vienna, Josef-Holaubek-Platz 2, Vienna 1090, Austria
- Doctoral
School in Microbiology and Environmental Science, University of Vienna, Vienna 1090, Austria
| | | | | | - Michael Zumstein
- Division
of Environmental Geosciences, Centre for Microbiology and Environmental
Systems Science, University of Vienna, Josef-Holaubek-Platz 2, Vienna 1090, Austria
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Bading M, Olsson O, Kümmerer K. Analysis of environmental biodegradability of cellulose-based pharmaceutical excipients in aqueous media. CHEMOSPHERE 2024; 352:141298. [PMID: 38301834 DOI: 10.1016/j.chemosphere.2024.141298] [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: 11/15/2023] [Revised: 01/22/2024] [Accepted: 01/23/2024] [Indexed: 02/03/2024]
Abstract
Pharmaceutical cellulosic polymers will inevitably reach natural water systems if they are not removed after entering wastewater. Biodegradation of organic chemicals in sewage or in the aquatic environment is an important removal mechanism. In this study, we investigated the environmental biodegradation of 14 cellulose derivatives commonly utilized as pharmaceutical excipients using three different test systems that are based on the closed bottle test (OECD 301D) and the manometric respirometry test (OECD 301F). For the different cellulose derivatives tested, we observed varying degrees of biodegradation ranging from 0 to 20.4 % chemical oxygen demand (COD). However, none met the criteria for classification as 'readily biodegradable'. In addition, 10 out of 14 cellulose derivatives and/or their possible transformation products formed during the experiments, may exhibit possible toxic inhibitory effects on the inoculum. This includes one or several derivatives of hydroxy propyl methyl cellulose, hydroxy propyl cellulose, methyl cellulose, ethyl cellulose, and hydroxy ethyl cellulose. Based on the results obtained, we have developed a graded classification score ('traffic light system') for excipient biodegradation. This could help streamline the assessment and classification of cellulose derivatives concerning risk of persistence and potential adverse environmental effects, thereby assisting in the prioritization of more favorable compounds. In the long term, however, excipients should be designed from the very beginning to be biodegradable and mineralizable in the environment ('benign by design').
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Affiliation(s)
- Mila Bading
- Institute of Sustainable Chemistry, Leuphana University Lüneburg, 21335, Germany.
| | - Oliver Olsson
- Institute of Sustainable Chemistry, Leuphana University Lüneburg, 21335, Germany
| | - Klaus Kümmerer
- Institute of Sustainable Chemistry, Leuphana University Lüneburg, 21335, Germany.
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