Assessing City-Wide Pharmaceutical Emissions to Wastewater via Modelling and Passive Sampling
Open accessAbstract
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.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The observed relative contribution of trimethoprim appears consistent with the excretion fractions reported in recent environmental studies.
“the relative contribution of trimethoprim that we found appears consistent with the excretion fractions reported in recent environmental studies [2,36].”
From Pharmacometabolomics Study of Sulfamethoxazole and Trimethoprim in Kidney Transplant Recipients: Real-World Metabolism and Urinary Excretion (2025) · cites this paper as [2]
Section 2.4 says the study used literature-based excretion fractions to estimate pharmaceutical emissions, and Section 3.1 reports that trimethoprim’s estimated emissions agreed well with wastewater measurements. The copy does not give a trimethoprim-specific excretion fraction or compare it with the citing authors’ observed relative contribution, so that comparison is not directly supported. (LLM, conf=0.72)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Sex bias in neuroscience and biomedical research
Beery, A. K., & Zucker, I. (2011) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2010.07.002 · Cited by 1,763 · see citing works
Sex Differences in Pharmacokinetics and Pharmacodynamics
Soldin, O. P., & Mattison, D. R. (2009) · Clinical Pharmacokinetics · doi:10.2165/00003088-200948030-00001 · Cited by 1,163 · see citing works
Clara, M., Strenn, B., Gans, O., Martínez‐Carballo, E., Kreuzinger, N., & Kroiß, H. (2005) · Water Research · doi:10.1016/j.watres.2005.09.015 · Cited by 977 · see citing works
Fate of natural estrogen conjugates in municipal sewage transport and treatment facilities
D'Ascenzo, G., Corcia, A. D., Gentili, A., Mancini, R., Mastropasqua, R., Nazzari, M., & Samperi, R. (2003) · The Science of The Total Environment · doi:10.1016/s0048-9697(02)00342-x · Cited by 582 · see citing works
Fate of diclofenac in municipal wastewater treatment plant - a review.
Vieno, N. M., & Sillanpää, M. (2014) · Environment International · doi:10.1016/j.envint.2014.03.021 · Cited by 529 · see citing works
Zorita, S., Mårtensson, L., & Mathiasson, L. (2009) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2008.12.030 · Cited by 511 · see citing works
Measures of Model Performance Based On the Log Accuracy Ratio
Morley, S. K., Brito, T. V., & Welling, D. T. (2018) · Space Weather · doi:10.1002/2017sw001669 · Cited by 319 · see citing works
Pharmacology beyond the patient – The environmental risks of human drugs
Gunnarsson, L. M., Snape, J., Verbruggen, B., Owen, S. F., Kristiansson, E., Margiotta‐Casaluci, L., Österlund, T., Hutchinson, K., Leverett, D., Marks, B., et al. (2019) · Environment International · doi:10.1016/j.envint.2019.04.075 · Cited by 208 · see citing works
Sex-specific differences in CYP450 isoforms in humans
Scandlyn, M. J., Stuart, E. C., & Rosengren, R. J. (2008) · Expert Opinion on Drug Metabolism & Toxicology · doi:10.1517/17425255.4.4.413 · Cited by 199 · see citing works
Steroid hormones in the aquatic environment
Ojoghoro, J. O., Scrimshaw, M. D., & Sumpter, J. P. (2021) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2021.148306 · Cited by 178 · see citing works
Medication wasted – Contents and costs of medicines ending up in household garbage
Vogler, S., & de Rooij, R. H. P. F. (2018) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2018.02.002 · Cited by 174 · see citing works
Hirte, K., Seiwert, B., Schüürmann, G., & Reemtsma, T. (2015) · Water Research · doi:10.1016/j.watres.2015.11.028 · Cited by 140 · see citing works
The Role of Uptake and Efflux Transporters in the Disposition of Glucuronide and Sulfate Conjugates
Järvinen, E., Deng, F. Y., Kiander, W., Sinokki, A., Kidron, H., & Sjöstedt, N. (2022) · Frontiers in Pharmacology · doi:10.3389/fphar.2021.802539 · Cited by 111 · see citing works
Amoxicillin: In Vitro and Pharmacological Studies
Bodey, G. P., & Nance, J. (1972) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.1.4.358 · Cited by 75 · see citing works
Expression of drug transporters in human kidney: impact of sex, age, and ethnicity
Joseph, S. J., Nicolson, T. J., Hammons, G., Word, B. R., Green-Knox, B., & Lyn‐Cook, B. D. (2015) · Biology of Sex Differences · doi:10.1186/s13293-015-0020-3 · Cited by 72 · see citing works
Returned medicines in community pharmacies of Barcelona, Spain
Coma, A. V., Modamio, P., Lastra, C. F., et al. (2007) · Pharmacy World & Science · doi:10.1007/s11096-007-9177-0 · Cited by 71 · see citing works
Kapo, K. E., Paschka, M. G., Vamshi, R., Sebasky, M. E., & McDonough, K. M. (2017) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2017.06.075 · Cited by 65 · see citing works
Kasteel, E. E. J., Darney, K., Kramer, N. I., et al. (2020) · Archives of Toxicology · doi:10.1007/s00204-020-02765-8 · Cited by 55 · see citing works
Critchley, J., Critchley, L. A. H., Anderson, P. J., et al. (2005) · Journal of Clinical Pharmacy and Therapeutics · doi:10.1111/j.1365-2710.2004.00626.x · Cited by 54 · see citing works
Utami, R. R., Geerling, G., Salami, I., Notodarmojo, S., & Ragas, A. (2020) · Science of the Total Environment · doi:10.1016/j.scitotenv.2020.140130 · Cited by 51 · see citing works
Self-citationvan Gils, J., Posthuma, L., Cousins, I. T., Brack, W., Altenburger, R., Baveco, J. M., Focks, A., Greskowiak, J., Kühne, R., Kutsarova, S. S., et al. (2020) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2020.122655 · Cited by 48 · see citing works
Self-citationLee, H.-J., Lee, E.-H., Yoon, S.-H., et al. (2012) · Chemosphere · doi:10.1016/j.chemosphere.2012.02.018 · Cited by 42 · see citing works
Moermond, C., & de Rooy, M. (2022) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.15509 · Cited by 40 · see citing works
Hepatic Disposition of Gemfibrozil and Its Major Metabolite Gemfibrozil 1-O-β-Glucuronide
Kimoto, E., Li, R., Scialis, R. J., et al. (2015) · Molecular Pharmaceutics · doi:10.1021/acs.molpharmaceut.5b00411 · Cited by 37 · see citing works
Sinués, B., Fanlo, A., Mayayo, E., et al. (2008) · Human & Experimental Toxicology · doi:10.1177/0960327107082224 · Cited by 35 · see citing works
Ge, S.-F., Tu, Y.-F., & Hu, M. (2016) · Current Pharmacology Reports · doi:10.1007/s40495-016-0076-8 · Cited by 35 · see citing works
Bekker, C. L., van den Bemt, B. J. F., Egberts, T. C. G., et al. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-024767 · Cited by 35 · see citing works
Gemfibrozil absorption and elimination in kidney and liver disease
Knauf, H., Kölle, E. U., & Mutschler, E. (1990) · Journal of Molecular Medicine · doi:10.1007/bf01667018 · Cited by 34 · see citing works
Attitudes towards the use and disposal of unused medications in two European Countries
Fenech, C., Rock, L., Nolan, K. J. M., et al. (2013) · Waste Management · doi:10.1016/j.wasman.2012.12.018 · Cited by 33 · see citing works
Darney, K., Turco, L., Buratti, F. M., et al. (2020) · Food and Chemical Toxicology · doi:10.1016/j.fct.2020.111305 · Cited by 27 · see citing works
The role of the sewer system in estimating urban emissions of chemicals of emerging concern
Zillien, C., Posthuma, L., Roex, E. W. M., & Ragas, A. M. J. (2022) · Reviews in Environmental Science and Bio/Technology · doi:10.1007/s11157-022-09638-9 · Cited by 27 · see citing works
Self-citationWhat does it cost to redispense unused medications in the pharmacy? A micro-costing study
Bekker, C. L., Gardarsdóttir, H., Egberts, T. C. G., et al. (2019) · BMC Health Services Research · doi:10.1186/s12913-019-4065-6 · Cited by 25 · see citing works
Compagni, R. D., Polesel, F., von Borries, K. J. F., Zhang, Z., Turolla, A., Antonelli, M., & Vezzaro, L. (2020) · Water Research · doi:10.1016/j.watres.2020.116097 · Cited by 24 · see citing works
Rakonjac, N., van der Zee, S. E. A. T. M., Wipfler, L., et al. (2022) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2022.152938 · Cited by 23 · see citing works
Tomicic, C., Bérode, M., Oppliger, A., Castella, V., Leyvraz, F., Praz-Christinaz, S.-M., & Danuser, B. (2011) · Toxicology Letters · doi:10.1016/j.toxlet.2011.01.032 · Cited by 20 · see citing works
Zillien, C., van Loon, C., Gülpen, M., Tipatet, K. S., Hanssen, B., Beeltje, H., Roex, E. W. M., Oldenkamp, R., Posthuma, L., & Ragas, A. M. J. (2019) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2019.133733 · Cited by 20 · see citing works
Self-citationvan de Meent, D., de Zwart, D., & Posthuma, L. (2020) · Environmental Toxicology and Chemistry · doi:10.1002/etc.4801 · Cited by 20 · see citing works
Self-citationStone, A. L., Qu’d, D., Luckett, T., Nelson, S. D., Quinn, E. E., Potts, A. L., Patrick, S. W., Bruehl, S. P., & Franklin, A. D. (2021) · Anesthesia & Analgesia · doi:10.1213/ane.0000000000005503 · Cited by 17 · see citing works
End-of-life management strategies of pharmaceuticals in Portuguese households
Veiga, A., Sousa, A. C., Sousa, C., et al. (2022) · Waste Management & Research The Journal for a Sustainable Circular Economy · doi:10.1177/0734242x221105416 · Cited by 14 · see citing works
Tomicic, C., & Vernez, D. (2013) · Journal of Occupational and Environmental Hygiene · doi:10.1080/15459624.2013.875180 · Cited by 8 · see citing works
Parker, N., & Keller, A. A. (2021) · Environmental Pollution · doi:10.1016/j.envpol.2021.117662 · Cited by 7 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- European Commission, 2022. Commission Implementing Decision (EU) 2022/1307 of 22 July 2022 establishing a watch list of substances for Union-wide monitoring in the field of water policy pursuant to Directive 2008/105/EC of the European Parliament and of the Council (notified under). Official Journal.
Cited by
Sorted by citations
Hof, M. A. J., de Haan, H., Stepanovic, S., Bakker, S. J. L., Hak, E., Hopfgartner, G., Klont, F., & Investigators, T. (2025) · Metabolites · doi:10.3390/metabo15070473 · Cited by 1 · see citing works
“These drugs mostly enter the sewage system upon excretion by humans via urine and feces and the subsequent flushing of these excrements down the toilet [2].”
Influential
- Authors
- Zillien, C., Groenveld, T., Schut, O., Beeltje, H., Blanco-Ania, D., Posthuma, L., Roex, E., & Ragas, A.
- Affiliations
- Radboud University Nijmegen (NL)
- Open University of the Netherlands (NL)
- Netherlands Organisation for Applied Scientific Research (NL)
- National Institute for Public Health and the Environment (NL)
- Corresponding author
- Zillien, Caterina
- Venue
- Environment International
- Publisher
- Elsevier BV
- Published
- 2024-03
- Volume
- 185
- Pages
- 108524
- ISSN
- 0160-4120 (ISSN-L)
- OpenAlex
- W4392094141
- Cited by
- 13
- References
- 41
- Citations by year
- 2026: 5 · 2025: 4 · 2024: 4
- FWCI
- 1.29
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Environment International (publishedVersion, cc-by)
- PubMed (publishedVersion)
- TNO Repository (submittedVersion, other-oa)
- Radboud Repository (Radboud University) (submittedVersion, other-oa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Rivm Repository (Netherlands National Institute for Public Health and the Environment) (submittedVersion)
- Rivm (National Institute for Public Health and the Environment) (submittedVersion)
- Funders
- Dutch Research Council
- Topics
- Physical Sciences › Environmental Science › Pollution › Pharmaceutical and Antibiotic Environmental Impacts
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Effects and risks of endocrine disrupting chemicals
- Physical Sciences › Environmental Science › Environmental Engineering › Urban Stormwater Management Solutions
- Keywords
- wastewater, active pharmaceutical ingredients, emission estimation, wastewater-based epidemiology, passive sampling, usage data, route of administration, human exposure
- MeSH terms
- Wastewater-Based Epidemiological Monitoring, Pharmaceutical Preparations, Environmental Exposure, Environmental Monitoring, Humans, Water Pollutants, Chemical, Wastewater
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review