Comprehensive profiles of per- and polyfluoroalkyl substances in Chinese and African municipal wastewater treatment plants: new implications for removal efficiency
Abstract
Municipal wastewater treatment plants (WWTPs) can reflect the pollution status of per- and polyfluoroalkyl substances (PFASs) pollution. Here, matched influent, effluent, and sludge samples were collected from 58 municipal WWTPs in China, South Sudan, Tanzania, and Kenya. Target and suspect screening of PFASs was performed to explore their profiles in WWTPs and assess removal efficiency and environmental emissions. In total, 155 and 58 PFASs were identified in WWTPs in China and Africa, respectively; 146 and 126 PFASs were identified in wastewater and sludge, respectively. Novel compounds belonging to per- and polyfluoroalkyl ether carboxylic acids (PFECAs) and sulfonic acids (PFESAs), hydrogen-substituted polyfluorocarboxylic acids (H-PFCAs), and perfluoroalkyl sulfonamides (PFSMs) accounted for a considerable proportion of total PFASs (ΣPFASs) in Chinese WWTPs and were also widely detected in African samples. In China, estimated national emissions of ΣPFASs in WWTPs exceeded 16.8 t in 2015, with >60 % originating from emerging PFASs. Notably, current treatment processes are not effective at removing PFASs, with 35 of the 54 WWTPs showing emissions higher than mass loads. PFAS removal was also structure dependent. Based on machine learning models, we found that molecular descriptors (e.g., LogP and molecular weight) may affect adsorption behavior by increasing hydrophobicity, while other factors (e.g., polar surface area and molar refractivity) may play critical roles in PFAS removal and provide novel insights into PFAS pollution control. In conclusion, this study comprehensively screened PFASs in municipal WWTPs and determined the drivers affecting PFAS behavior in WWTPs based on machine learning models.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
Chinese municipal WWTPs showed PFAS concentrations much lower than those found in this study in both influent and effluent, with PFBA often predominant.
“Chinese municipal WWTPs showed PFAS concentrations much lower than those found in our study in both in fl uent and ef fl uent, with PFBA often predominant (Jiang et al., 2023; Mu et al., 2022).”
From Occurrence of per- and polyfluorinated alkyl substances in wastewater treatment plants in Northern Italy (2023) · cites this paper as Jiang et al., 2023
Comparable values of PFOA contamination were found in sludge from African WWTPs (South Sudan, Tanzania, and Kenya) during 2015-2016.
“Comparable values of PFOA contamination were found in sludge from African WWTPs (South Sudan, Tanzania, and Kenya) during 2015 -2016 (Jiang et al., 2023).”
From Occurrence of per- and polyfluorinated alkyl substances in wastewater treatment plants in Northern Italy (2023) · cites this paper as Jiang et al., 2023
PFAS contamination in African WWTPs was much lower than those found in this study, with PFBA and PFHxS the most abundant in influent and PFBA the most abundant in effluent.
“PFAS contamination in African WWTPs was much lower than those found in our study, with PFBA and PFHxS the most abundant in in fl uent and PFBA the most abundant in ef fl uent (Jiang et al., 2023).”
From Occurrence of per- and polyfluorinated alkyl substances in wastewater treatment plants in Northern Italy (2023) · cites this paper as Jiang et al., 2023
Cites
XGBoost: A Scalable Tree Boosting System
Chen, T., & Guestrin, C. (2016) · arXiv · doi:10.48550/arxiv.1603.02754 · Cited by 7,104 · see citing works
Identifying Small Molecules via High Resolution Mass Spectrometry: Communicating Confidence
Schymanski, E. L., Jeon, J., Gulde, R., Fenner, K., Ruff, M., Singer, H. P., & Hollender, J. (2014) · Environmental Science & Technology · doi:10.1021/es5002105 · Cited by 4,519 · see citing works
Sunderland, E. M., Hu, X. C., Dassuncao, C., Tokranov, A. K., Wagner, C. C., & Allen, J. G. (2019) · Journal of Exposure Science & Environmental Epidemiology · doi:10.1038/s41370-018-0094-1 · Cited by 2,786 · see citing works
Global Distribution of Perfluorooctane Sulfonate in Wildlife
Giesy, J. P., & Kannan, K. (2001) · Environmental Science & Technology · doi:10.1021/es001834k · Cited by 2,750 · see citing works
Fenton, S. E., Ducatman, A., Boobis, A., DeWitt, J. C., Lau, C., Ng, C., Smith, J. S., & Roberts, S. M. (2020) · Environmental Toxicology and Chemistry · doi:10.1002/etc.4890 · Cited by 2,445 · see citing works
Per- and polyfluoroalkyl substances in the environment
Evich, M. G., Davis, M. J. B., McCord, J. P., Acrey, B., Awkerman, J. A., Knappe, D. R. U., Lindstrom, A. B., Speth, T. F., Tebes-Stevens, C., Strynar, M. J., et al. (2022) · Science · doi:10.1126/science.abg9065 · Cited by 2,157 · see citing works
A Never-Ending Story of Per- and Polyfluoroalkyl Substances (PFASs)?
Wang, Z., DeWitt, J. C., Higgins, C. P., & Cousins, I. T. (2017) · Environmental Science & Technology · doi:10.1021/acs.est.6b04806 · Cited by 1,921 · see citing works
Sorption of Perfluorinated Surfactants on Sediments
Higgins, C. P., & Luthy, R. G. (2006) · Environmental Science & Technology · doi:10.1021/es061000n · Cited by 1,563 · see citing works
Lenka, S. P., Kah, M., & Padhye, L. P. (2021) · Water Research · doi:10.1016/j.watres.2021.117187 · Cited by 755 · see citing works
Worldwide Distribution of Novel Perfluoroether Carboxylic and Sulfonic Acids in Surface Water
Pan, Y., Zhang, H., Cui, Q., Sheng, N., Yeung, L. W. Y., Sun, Y., Guo, Y., & Dai, J. (2018) · Environmental Science & Technology · doi:10.1021/acs.est.8b00829 · Cited by 679 · see citing works
Self-citationXiao, F. (2017) · Water Research · doi:10.1016/j.watres.2017.07.024 · Cited by 634 · see citing works
Cousins, I. T., Johansson, J. H., Salter, M. E., Sha, B., & Scheringer, M. (2022) · Environmental Science & Technology · doi:10.1021/acs.est.2c02765 · Cited by 624 · see citing works
Houtz, E. F., Sutton, R., Park, J.-S., & Sedlak, M. (2016) · Water Research · doi:10.1016/j.watres.2016.02.055 · Cited by 374 · see citing works
Perfluorinated acids as novel chemical tracers of global circulation of ocean waters
Yamashita, N., Taniyasu, S., Petrick, G., Wei, S., Gamo, T., Lam, P. K. S., & Kannan, K. (2008) · Chemosphere · doi:10.1016/j.chemosphere.2007.07.079 · Cited by 364 · see citing works
Industrial source identification and emission estimation of perfluorooctane sulfonate in China
Xie, S., Wang, T., Liu, S., Jones, K. C., Sweetman, A. J., & Lü, Y. (2012) · Environment International · doi:10.1016/j.envint.2012.11.004 · Cited by 364 · see citing works
Pan, Y., Zhang, H., Cui, Q., Sheng, N., Yeung, L. W. Y., Guo, Y., Sun, Y., & Dai, J. (2017) · Environmental Science & Technology · doi:10.1021/acs.est.7b02259 · Cited by 355 · see citing works
Self-citationRuan, T., Lin, Y., Wang, T., Liu, R., & Jiang, G. (2015) · Environmental Science & Technology · doi:10.1021/acs.est.5b01010 · Cited by 291 · see citing works
Phong Vo, H. N., Ngo, H. H., Guo, W., Hong Nguyen, T. M., Li, J., Liang, H., Deng, L., Chen, Z., & Hang Nguyen, T. A. (2020) · Journal of Water Process Engineering · doi:10.1016/j.jwpe.2020.101393 · Cited by 291 · see citing works
Pan, C.-G., Liu, Y.-S., & Ying, G.-G. (2016) · Water Research · doi:10.1016/j.watres.2016.10.045 · Cited by 283 · see citing works
Gallen, C., Eaglesham, G., Drage, D., Nguyen, T. H., & Mueller, J. F. (2018) · Chemosphere · doi:10.1016/j.chemosphere.2018.06.024 · Cited by 273 · see citing works
PFAS in soil and groundwater following historical land application of biosolids
Johnson, G. R. (2022) · Water Research · doi:10.1016/j.watres.2021.118035 · Cited by 273 · see citing works
Kotlarz, N., McCord, J., Collier, D., Lea, C. S., Strynar, M., Lindstrom, A. B., Wilkie, A. A., Islam, J. Y., Matney, K., Tarte, P., et al. (2020) · Environmental Health Perspectives · doi:10.1289/ehp6837 · Cited by 261 · see citing works
Extending the knowledge about PFAS bioaccumulation factors for agricultural plants – A review
Lesmeister, L., Lange, F. T., Breuer, J., Biegel-Engler, A., Giese, E., & Scheurer, M. (2021) · Science of The Total Environment · doi:10.1016/j.scitotenv.2020.142640 · Cited by 259 · see citing works
Lindstrom, A. B., Strynar, M. J., Delinsky, A. D., Nakayama, S. F., McMillan, L., Libelo, E. L., Neill, M., & Thomas, L. (2011) · Environmental Science & Technology · doi:10.1021/es1039425 · Cited by 227 · see citing works
Nontargeted mass-spectral detection of chloroperfluoropolyether carboxylates in New Jersey soils
Washington, J. W., Rosal, C. G., McCord, J. P., Strynar, M. J., Lindstrom, A. B., Bergman, E. L., Goodrow, S. M., Tadesse, H. K., Pilant, A. N., Washington, B. J., et al. (2020) · Science · doi:10.1126/science.aba7127 · Cited by 225 · see citing works
Newton, S., McMahen, R., Stoeckel, J. A., Chislock, M., Lindstrom, A., & Strynar, M. (2017) · Environmental Science & Technology · doi:10.1021/acs.est.6b05330 · Cited by 217 · see citing works
Gomis, M. I., Wang, Z., Scheringer, M., & Cousins, I. T. (2015) · Science of The Total Environment · doi:10.1016/j.scitotenv.2014.10.062 · Cited by 211 · see citing works
Liu, Y., Pereira, A. D. S., & Martin, J. W. (2015) · Analytical Chemistry · doi:10.1021/acs.analchem.5b00039 · Cited by 209 · see citing works
Yu, N., Guo, H., Yang, J., Jin, L., Wang, X., Shi, W., Zhang, X., Yu, H., & Wei, S. (2018) · Environmental Science & Technology · doi:10.1021/acs.est.8b02492 · Cited by 200 · see citing works
Song, X., Vestergren, R., Shi, Y., Huang, J. G., & Cai, Y. (2018) · Environmental Science & Technology · doi:10.1021/acs.est.7b06657 · Cited by 200 · see citing works
Munoz, G., Michaud, A., Liu, M., Duy, S. V., Montenach, D., Resseguier, C., Watteau, F., Sappin‐Didier, V., Feder, F., Morvan, T., et al. (2021) · Environmental Science & Technology · doi:10.1021/acs.est.1c03697 · Cited by 196 · see citing works
Li, Y., Yao, J., Zhang, J., Pan, Y., Dai, J., Ji, C., & Tang, J. (2021) · Environmental Science & Technology · doi:10.1021/acs.est.1c00965 · Cited by 192 · see citing works
Self-citationWei, Z., Zhang, Y., Taniyasu, S., Yeung, L. W. Y., Lam, P. K. S., Wang, J., Li, X., Yamashita, N., & Dai, J. (2013) · Environmental Pollution · doi:10.1016/j.envpol.2012.12.019 · Cited by 191 · see citing works
Self-citationHale, S. E., Arp, H. P. H., Schliebner, I., & Neumann, M. (2020) · Environmental Sciences Europe · doi:10.1186/s12302-020-00440-4 · Cited by 184 · see citing works
McCord, J., & Strynar, M. (2019) · Environmental Science & Technology · doi:10.1021/acs.est.8b06017 · Cited by 183 · see citing works
Jacob, P., Barzen-Hanson, K. A., & Helbling, D. E. (2021) · Environmental Science & Technology · doi:10.1021/acs.est.0c06690 · Cited by 183 · see citing works
Sorption of short- and long-chain perfluoroalkyl surfactants on sewage sludges
Zhang, C., Yan, H., Li, F., Hu, X., & Zhou, Q. (2013) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2013.06.022 · Cited by 182 · see citing works
Wang, X., Yu, N., Qian, Y., Shi, W., Zhang, X., Geng, J., Yu, H., & Wei, S. (2020) · Water Research · doi:10.1016/j.watres.2020.115989 · Cited by 179 · see citing works
Sheng, N., Pan, Y., Guo, Y., Sun, Y., & Dai, J. (2018) · Environmental Science & Technology · doi:10.1021/acs.est.8b01714 · Cited by 176 · see citing works
Self-citationLiu, Y., Ruan, T., Lin, Y., Liu, A., Yu, M., Liu, R., Meng, M., Wang, Y., Liu, J., & Jiang, G. (2017) · Environmental Science & Technology · doi:10.1021/acs.est.6b06593 · Cited by 168 · see citing works
Helmer, R. W., Reeves, D. M., & Cassidy, D. P. (2022) · Water Research · doi:10.1016/j.watres.2021.117983 · Cited by 164 · see citing works
Zhang, H., Zhou, X., Sheng, N., Cui, R., Cui, Q., Guo, H., Guo, Y., Sun, Y., & Dai, J. (2018) · Environmental Science & Technology · doi:10.1021/acs.est.8b04368 · Cited by 157 · see citing works
Self-citationDegradability of an Acrylate-Linked, Fluorotelomer Polymer in Soil
Washington, J. W., Ellington, J. J., Jenkins, T. M., Evans, J. J., Yoo, H., & Hafner, S. C. (2009) · Environmental Science & Technology · doi:10.1021/es9002668 · Cited by 152 · see citing works
Analysis of emerging per- and polyfluoroalkyl substances: Progress and current issues
Pan, Y., Wang, J., Yeung, L. W. Y., Wei, S., & Dai, J. (2020) · TrAC Trends in Analytical Chemistry · doi:10.1016/j.trac.2019.04.013 · Cited by 133 · see citing works
Self-citationYao, J., Sheng, N., Guo, Y., Yeung, L. W. Y., Dai, J., & Pan, Y. (2022) · Environmental Science & Technology · doi:10.1021/acs.est.2c00891 · Cited by 123 · see citing works
Self-citationParameters affecting the formation of perfluoroalkyl acids during wastewater treatment
Guerra, P., Kim, M., Kinsman, L., Ng, T., Alaee, M., & Smyth, S. A. (2014) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2014.03.016 · Cited by 115 · see citing works
Lin, Y., Ruan, T., Liu, A., & Jiang, G. (2017) · Environmental Science & Technology · doi:10.1021/acs.est.7b02961 · Cited by 114 · see citing works
Zhang, S., Kang, Q., Peng, H., Ding, M., Zhao, F., Zhou, Y., Dong, Z., Zhang, H., Yang, M., Tao, S., et al. (2019) · Environment International · doi:10.1016/j.envint.2019.02.009 · Cited by 112 · see citing works
Cookson, E. S., & Detwiler, R. L. (2022) · Water Research · doi:10.1016/j.watres.2022.118784 · Cited by 110 · see citing works
Bao, Y., Qu, Y., Huang, J., Cagnetta, G., Yu, G., & Weber, R. (2017) · RSC Adv. · doi:10.1039/c7ra09728j · Cited by 104 · see citing works
Ebrahimi, F., Lewis, A. J., Sales, C. M., Suri, R., & McKenzie, E. R. (2021) · Chemosphere · doi:10.1016/j.chemosphere.2020.129530 · Cited by 104 · see citing works
Yu, N., Wen, H.-Z., Wang, X., Yamazaki, E., Taniyasu, S., Yamashita, N., Yu, H., & Wei, S. (2020) · Environmental Science & Technology · doi:10.1021/acs.est.9b05457 · Cited by 89 · see citing works
Singh, R. K., Bhunia, P., & Dash, R. R. (2018) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2018.09.307 · Cited by 79 · see citing works
Chirikona, F., Filipovic, M., Ooko, S., & Orata, F. (2015) · Environmental Monitoring and Assessment · doi:10.1007/s10661-015-4425-6 · Cited by 76 · see citing works
Lakshminarasimman, N., Gewurtz, S. B., Parker, W. J., & Smyth, S. A. (2020) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2020.142431 · Cited by 75 · see citing works
Kwon, H.-O., Kim, H.-Y., Park, Y.-M., Seok, K.-S., Oh, J., & Choi, S. (2016) · Environmental Pollution · doi:10.1016/j.envpol.2016.09.063 · Cited by 73 · see citing works
Tian, L., & Wang, L. (2020) · Environmental Pollution · doi:10.1016/j.envpol.2020.114598 · Cited by 68 · see citing works
Mu, H., Li, J., Chen, L., Hu, H., Wang, J., Gu, C., Zhang, X., Ren, H., & Wu, B. (2022) · Environment International · doi:10.1016/j.envint.2022.107447 · Cited by 62 · see citing works
Heydebreck, F., Tang, J., Xie, Z., & Ebinghaus, R. (2015) · Environmental Science & Technology · doi:10.1021/acs.est.5b05591 · Cited by 43 · see citing works
Lu, Y., Gao, J., Nguyen, H. T., Vijayasarathy, S., Du, P., Li, X., Yao, H., Mueller, J. F., & Thai, P. K. (2021) · Chemosphere · doi:10.1016/j.chemosphere.2021.130590 · Cited by 43 · see citing works
Lowry, G. V., Boehm, A. B. B., Brooks, B. W., et al. (2022) · Environmental Science & Technology Letters · doi:10.1021/acs.estlett.2c00345 · Cited by 4 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Moneta, B. G., Feo, M. L., Torre, M., Tratzi, P., Aita, S. E., Montone, C. M., Taglioni, E., Mosca, S., Balducci, C., Cerasa, M., et al. (2023) · Science of The Total Environment · doi:10.1016/j.scitotenv.2023.165089 · Cited by 82 · see citing works
Sun, S., Liang, M., Fan, D., Gu, W., Wang, Z., Shi, L., & Geng, N. (2024) · Science of The Total Environment · doi:10.1016/j.scitotenv.2024.173993 · Cited by 24 · see citing works
- Authors
- Jiang, L., Yao, J., Ren, G., Sheng, N., Guo, Y., Dai, J., & Pan, Y.
- Affiliations
- Shanghai Jiao Tong University (CN)
- National Institute of Metrology (CN)
- Chinese Academy of Sciences (CN)
- Corresponding author
- Pan, Yitao
- Venue
- Science of The Total Environment
- Publisher
- Elsevier BV
- Published
- 2023-01
- Volume
- 857
- Issue
- Pt 3
- Pages
- 159638
- ISSN
- 0048-9697 (ISSN-L)
- OpenAlex
- W4306974908
- Cited by
- 51
- References
- 61
- Citations by year
- 2026: 6 · 2025: 19 · 2024: 20 · 2023: 6
- FWCI
- 4.00
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- The Science of The Total Environment (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Shanghai Rising-Star Program (22QA1404800)
- National Natural Science Foundation of China (21906160, 41907272, 41977326)
- Topics
- Physical Sciences › Environmental Science › Environmental Chemistry › Per- and polyfluoroalkyl substances research
- Physical Sciences › Environmental Science › Pollution › Pharmaceutical and Antibiotic Environmental Impacts
- Physical Sciences › Environmental Science › Environmental Chemistry › Environmental Chemistry and Analysis
- Keywords
- per- and polyfluoroalkyl substances, municipal wastewater treatment plants, wastewater sludge, PFAS emissions, emerging PFASs, molecular descriptors, adsorption behavior, machine learning, China, Africa
- MeSH terms
- China, Environmental Monitoring, Fluorocarbons, Kenya, Sewage, Water Pollutants, Chemical, Water Purification, 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