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Zillien C, Groenveld T, Schut O, Beeltje H, Blanco-Ania D, Posthuma L, Roex E, Ragas A. Assessing city-wide pharmaceutical emissions to wastewater via modelling and passive sampling. ENVIRONMENT INTERNATIONAL 2024; 185:108524. [PMID: 38458114 DOI: 10.1016/j.envint.2024.108524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Revised: 01/31/2024] [Accepted: 02/20/2024] [Indexed: 03/10/2024]
Abstract
With increasing numbers of chemicals used in modern society, assessing human and environmental exposure to them is becoming increasingly difficult. Recent advances in wastewater-based epidemiology enable valuable insights into public exposure to data-poor compounds. However, measuring all >26,000 chemicals registered under REACH is not just technically unfeasible but would also be incredibly expensive. In this paper, we argue that estimating emissions of chemicals based on usage data could offer a more comprehensive, systematic and efficient approach than repeated monitoring. Emissions of 29 active pharmaceutical ingredients (APIs) to wastewater were estimated for a medium-sized city in the Netherlands. Usage data was collected both on national and local scale and included prescription data, usage in health-care institutions and over-the-counter sales. Different routes of administration were considered as well as the excretion and subsequent in-sewer back-transformation of conjugates into respective parent compounds. Results suggest model-based emission estimation on a city-level is feasible and in good agreement with wastewater measurements obtained via passive sampling. Results highlight the need to include excretion fractions in the conceptual framework of emission estimation but suggest that the choice of an appropriate excretion fraction has a substantial impact on the resulting model performance.
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Affiliation(s)
- Caterina Zillien
- Radboud University, Department of Environmental Science, Nijmegen, the Netherlands.
| | - Thijs Groenveld
- Radboud University, Department of Environmental Science, Nijmegen, the Netherlands
| | - Odin Schut
- Open University, Department of Environmental Science, Heerlen, the Netherlands
| | - Henry Beeltje
- TNO, Environmental Modelling, Sensing and Analysis, Utrecht, the Netherlands
| | - Daniel Blanco-Ania
- Radboud University, Department of Synthetic Organic Chemistry, Nijmegen, the Netherlands
| | - Leo Posthuma
- Radboud University, Department of Environmental Science, Nijmegen, the Netherlands; National Institute for Public Health and the Environment (RIVM), Centre for Sustainability, Environment and Health, Bilthoven, the Netherlands
| | - Erwin Roex
- National Institute for Public Health and the Environment (RIVM), Centre for Zoonoses and Environmental Microbiology, Bilthoven, the Netherlands
| | - Ad Ragas
- Radboud University, Department of Environmental Science, Nijmegen, the Netherlands
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Duarte DJ, Zillien C, Kox M, Oldenkamp R, van der Zaan B, Roex E, Ragas AMJ. Characterization of urban sources of antibiotics and antibiotic-resistance genes in a Dutch sewer catchment. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 905:167439. [PMID: 37774886 DOI: 10.1016/j.scitotenv.2023.167439] [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: 06/01/2023] [Revised: 09/08/2023] [Accepted: 09/26/2023] [Indexed: 10/01/2023]
Abstract
A one year study was conducted in the city of Nijmegen, The Netherlands, to characterize various urban sources of antibiotics and antibiotic resistant genes (ARGs) in wastewater within a single sewer catchment. Prevalence of ermB, tet(W), sul1, sul2, intl1, and 16S rRNA gene was determined at 10 locations within the city. Sampling locations included a nursing home, a student residence, a hospital and an industrial area, among others. Wastewater concentrations of 23 antibiotics were measured using passive sampling. Additionally, excreted loads of 22 antibiotics were estimated based on ambulatory prescription and clinical usage data. Genes sul1 and intl1 were most abundant across most locations. Ciprofloxacin and amoxicillin together contributed over 92 % of the total estimated antibiotic selective pressure at all sampling points. The present study highlights the prominent role that hospitals can have in the prevalence and proliferation of ARGs in urban wastewater. Furthermore, results suggest that even short-term changes in the therapeutic regimen prescribed in hospitals may translate into shifting ARG abundance patterns in hospital wastewater. The methods applied present an opportunity to identify emission hotspots and prioritize intervention options to limit ARG spread from urban wastewater to the environment.
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Affiliation(s)
- Daniel J Duarte
- Radboud University Nijmegen, Radboud Institute for Biological and Environmental Sciences, Department of Environmental Science, 6500 GL Nijmegen, Netherlands
| | - Caterina Zillien
- Radboud University Nijmegen, Radboud Institute for Biological and Environmental Sciences, Department of Environmental Science, 6500 GL Nijmegen, Netherlands.
| | - Martine Kox
- Deltares, Subsurface and Groundwater Systems, Daltonlaan 600, 3584 KB Utrecht, the Netherlands
| | - Rik Oldenkamp
- Department of Global Health-Amsterdam Institute for Global Health and Development, Amsterdam UMC, University of Amsterdam, Paasheuvelweg 25, 1105 BP Amsterdam, the Netherlands
| | - Bas van der Zaan
- Deltares, Subsurface and Groundwater Systems, Daltonlaan 600, 3584 KB Utrecht, the Netherlands
| | - Erwin Roex
- National Institute for Public Health and the Environment (RIVM), Centre for Zoonoses and Environmental Microbiology, 3721 MA Bilthoven, the Netherlands
| | - Ad M J Ragas
- Radboud University Nijmegen, Radboud Institute for Biological and Environmental Sciences, Department of Environmental Science, 6500 GL Nijmegen, Netherlands
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Nikolenko O, Pujades E, Teixidó M, Sáez C, Jurado A. Contaminants of emerging concern in the urban aquifers of Barcelona: Do they hamper the use of groundwater? CHEMOSPHERE 2023; 341:140023. [PMID: 37657697 DOI: 10.1016/j.chemosphere.2023.140023] [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: 05/23/2023] [Revised: 08/29/2023] [Accepted: 08/30/2023] [Indexed: 09/03/2023]
Abstract
Urban aquifers are an alternative to obtain freshwater, but they are frequently polluted by contaminants of emerging concern (CECs). Therefore, there is a need to ascertain whether CECs are a water management challenge as they might limit the use of groundwater as safe drinking water even at ng L-1 concentration levels. To answer this question, it is required to evaluate human health-risk effects of measured CECs in the groundwater and to understand their behaviour at a field-scale. This study compiles data about the presence of CECs in the aquifers of Barcelona and its metropolitan area, evaluates health risk effects of measured CECs in the groundwater and presents approaches implemented to identify and quantify the coupled hydro-thermo-chemical processes that govern their fate in the subsurface. Some CECs might be harmful to humans, such as 5-methyl-1H-benzotriazole and the pharmaceuticals azithromycin valsartan, valsartan acid, lamotrigine, gabapentin, venlafaxine and lidocaine, which show very high to intermediate health risk effects. The number of harmful CECs and the level of their hazard increase from the groups of adults and 14-18 years old teens to the groups of 4-8 years old and 1-2 years old children. Thus, some CECs can limit the use of groundwater in Barcelona as potential drinking water source. Finally, knowledge gaps in understanding the integration of these processes into urban water resources management plans are identified, which will help to define groundwater potential uses and to assure the adequate protection of the human health and the environment.
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Affiliation(s)
- Olha Nikolenko
- Department of Geosciences, Institute of Environmental Assessment and Water Research (IDAEA), Severo Ochoa Excellence Center of the Spanish Council for Scientific Research (CSIC), Jordi Girona 18-26, 08034, Barcelona, Spain
| | - Estanislao Pujades
- Department of Geosciences, Institute of Environmental Assessment and Water Research (IDAEA), Severo Ochoa Excellence Center of the Spanish Council for Scientific Research (CSIC), Jordi Girona 18-26, 08034, Barcelona, Spain
| | - Marc Teixidó
- Department of Geosciences, Institute of Environmental Assessment and Water Research (IDAEA), Severo Ochoa Excellence Center of the Spanish Council for Scientific Research (CSIC), Jordi Girona 18-26, 08034, Barcelona, Spain
| | - Carmen Sáez
- Department of Geosciences, Institute of Environmental Assessment and Water Research (IDAEA), Severo Ochoa Excellence Center of the Spanish Council for Scientific Research (CSIC), Jordi Girona 18-26, 08034, Barcelona, Spain
| | - Anna Jurado
- Department of Geosciences, Institute of Environmental Assessment and Water Research (IDAEA), Severo Ochoa Excellence Center of the Spanish Council for Scientific Research (CSIC), Jordi Girona 18-26, 08034, Barcelona, Spain.
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Varga L, Fenner K, Singer H, Honti M. From market to environment - consumption-normalised pharmaceutical emissions in the Rhine catchment. WATER RESEARCH 2023; 239:120017. [PMID: 37172372 DOI: 10.1016/j.watres.2023.120017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 03/17/2023] [Accepted: 04/28/2023] [Indexed: 05/14/2023]
Abstract
Direct and indirect threats by organic micropollutants can only be reliably assessed and prevented if the exposure to these chemicals is known, which in turn requires a confident estimate of their emitted amounts into the environment. APIs (Active Pharmaceutical Ingredients) enter surface waters mostly through the sewer system and wastewater treatment plants (WWTPs). However, their effluent fluxes are highly variable and influenced by several different factors that challenge robust emission estimates. Here, we defined a dimensionless, theoretically consumption-independent 'escape factor' (kesc) for estimating the amount of APIs (expected to be) present in WWTP effluents. The factor is determined as the proportion of marketed and actually emitted amounts of APIs. A large collection of German and Swiss monitoring datasets were analyzed to calculate stochastic kesc values for 31 APIs, reflecting both the magnitude and uncertainty of consumption-normalised emissions. Escape factors provide an easy-to-use tool for the estimation of average API emissions and expected variability from numerous WWTPs given that consumption data are provided, thereby supporting simulation modeling of the fate of APIs in stream networks or exposure assessments.
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Affiliation(s)
- Laura Varga
- Department of Sanitary and Environmental Engineering, Faculty of Civil Engineering, Budapest University of Technology and Economics, Budapest H-1111, Hungary.
| | - Kathrin Fenner
- Eawag, Swiss Federal Institute for Aquatic Science and Technology, Dübendorf CH-8600, Switzerland; Department of Chemistry, University of Zürich, Zürich CH-8057, Switzerland
| | - Heinz Singer
- Eawag, Swiss Federal Institute for Aquatic Science and Technology, Dübendorf CH-8600, Switzerland
| | - Mark Honti
- Eötvös Loránd Research Network, ELKH-BME Water Research Group, Budapest H-1111, Hungary
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Gabrielli M, Delli Compagni R, Gusmaroli L, Malpei F, Polesel F, Buttiglieri G, Antonelli M, Turolla A. Modelling and prediction of the effect of operational parameters on the fate of contaminants of emerging concern in WWTPs. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 856:159200. [PMID: 36202354 DOI: 10.1016/j.scitotenv.2022.159200] [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: 04/05/2022] [Revised: 09/08/2022] [Accepted: 09/29/2022] [Indexed: 06/16/2023]
Abstract
Wastewater treatment plants (WWTPs) provide a barrier against the discharge of contaminants of emerging concern (CECs) into the environment. The removal of CECs is highly WWTP-specific and the underlying mechanisms are still poorly understood, hampering the optimization of biological treatment steps for their removal. To fill this knowledge gap, we assessed the influence of four operational parameters of activated sludge biological treatment, namely total suspended solids, temperature, pH and redox conditions, on the sorption and biodegradation of four CECs under controlled laboratory conditions. Design of Experiments was used to better address the factors influencing CECs removal and interactions among operational parameters. The derived statistical models showed results in concordance with previous studies and indicated how sorption and biodegradation of the investigated CECs depend on most tested parameters and few of their interactions. The predictions of the developed models have been compared with literature values, indicating how the tested parameters are responsible for most of the variability of sorption, while they could not reliably generalize biodegradation rates. The developed models were also implemented as an extension of a mechanistic biological treatment model, successfully describing the dynamic behaviour of a large-scale WWTP, which was observed during a three-day continuous monitoring campaign. Compared to a traditional modelling approach, the one including the developed models showed on average almost a three-fold uncertainty reduction, favouring its use to aid WWTP managers and regulators for improved assessment of CEC fate and removal. Finally, the models highlighted that, while higher temperatures and solids concentrations generically favoured CECs removal, removal efficiency vary significantly due to operational parameters and no globally optimum conditions for CECs removal exist. The use of these models opens the door to the combined dynamic management of both traditional contaminants and CECs in WWTPs.
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Affiliation(s)
- Marco Gabrielli
- Politecnico di Milano, Department of Civil and Environmental Engineering (DICA), Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | - Riccardo Delli Compagni
- Politecnico di Milano, Department of Civil and Environmental Engineering (DICA), Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | - Lucia Gusmaroli
- Catalan Institute for Water Research (ICRA-CERCA), C. Emili Grahit 101, 17003 Girona, Spain; Universitat de Girona, Plaça de Sant Domènec, 3, 17004 Girona, Spain
| | - Francesca Malpei
- Politecnico di Milano, Department of Civil and Environmental Engineering (DICA), Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | | | - Gianluigi Buttiglieri
- Catalan Institute for Water Research (ICRA-CERCA), C. Emili Grahit 101, 17003 Girona, Spain; Universitat de Girona, Plaça de Sant Domènec, 3, 17004 Girona, Spain
| | - Manuela Antonelli
- Politecnico di Milano, Department of Civil and Environmental Engineering (DICA), Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | - Andrea Turolla
- Politecnico di Milano, Department of Civil and Environmental Engineering (DICA), Piazza Leonardo da Vinci 32, 20133 Milano, Italy.
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Zillien C, Posthuma L, Roex E, Ragas A. The role of the sewer system in estimating urban emissions of chemicals of emerging concern. RE/VIEWS IN ENVIRONMENTAL SCIENCE AND BIO/TECHNOLOGY 2022; 21:957-991. [PMID: 36311376 PMCID: PMC9589831 DOI: 10.1007/s11157-022-09638-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 10/02/2022] [Indexed: 05/28/2023]
Abstract
UNLABELLED The use of chemicals by society has resulted in calls for more effective control of their emissions. Many of these chemicals are poorly characterized because of lacking data on their use, environmental fate and toxicity, as well as lacking detection techniques. These compounds are sometimes referred to as contaminants of emerging concern (CECs). Urban areas are an important source of CECs, where these are typically first collected in sewer systems and then discharged into the environment after being treated in a wastewater treatment plant. A combination of emission estimation techniques and environmental fate models can support the early identification and management of CEC-related environmental problems. However, scientific insight in the processes driving the fate of CECs in sewer systems is limited and scattered. Biotransformation, sorption and ion-trapping can decrease CEC loads, whereas enzymatic deconjugation of conjugated metabolites can increase CEC loads as metabolites are back-transformed into their parent respective compounds. These fate processes need to be considered when estimating CEC emissions. This literature review collates the fragmented knowledge and data on in-sewer fate of CECs to develop practical guidelines for water managers on how to deal with in-sewer fate of CECs and highlights future research needs. It was assessed to what extent empirical data is in-line with text-book knowledge and integrated sewer modelling approaches. Experimental half-lives (n = 277) of 96 organic CECs were collected from literature. The findings of this literature review can be used to support environmental modelling efforts and to optimize monitoring campaigns, including field studies in the context of wastewater-based epidemiology. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s11157-022-09638-9.
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Affiliation(s)
- Caterina Zillien
- Department of Environmental Science, Radboud University, Nijmegen, The Netherlands
| | - Leo Posthuma
- Department of Environmental Science, Radboud University, Nijmegen, The Netherlands
- Centre for Sustainability, Environment and Health, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Erwin Roex
- Centre for Zoonoses and Environmental Microbiology, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Ad Ragas
- Department of Environmental Science, Radboud University, Nijmegen, The Netherlands
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