Using Regulatory Classifications to Assess the Impact of Different Land Use Types on Per- and Polyfluoroalkyl Substance Concentrations in Stormwater Pond Sediments
Publication: Journal of Environmental Engineering
Volume 147, Issue 10
Abstract
Current research on the fate and transport of per- and polyfluoroalkyl substances (PFAS) has primarily focused on point-source releases, with less focus on nonpoint-source releases, such as stormwater runoff. In this study, 51 PFAS were investigated in sediment collected from two locations at nine stormwater ponds classified by different land-use types. PFAS concentrations were then related to two different land-use disturbance indicators, the Landscape Development Intensity (LDI) index and the Florida Department of Transportation (FDOT) road type functional classification, to discern a potential metric for estimating PFAS burden by using the proximity to and different types of anthropogenic activity. Of the 51 compounds analyzed, 28 in total were quantified with concentrations ranging from 7.2 to . Perfluorinated carboxylic acids were the most commonly identified class of PFAS, as perfluorobutanoic acid (PFBA), perfluorohexanoic acid (PFHxA), perfluorooctanoic acid (PFOA), perfluorononanoic acid (PFNA), perfluorodecanoic acid (PFDA), perfluoroundecanoic acid (PFUdA), perfluorododecanoic acid (PFDoA), and perfluorotridecanoic acid (PFTrDA) were all found at eight out of nine sites, as well as perfluorooctane sulfonic acid (PFOS), a perfluorinated sulfonic acid. Within the framework of this study, the LDI index did not appear to be significantly correlated to PFAS burden, whereby only the 0.4 km radius of the LDI weighted average resulted in a potential metric for the lowest PFAS contaminated sites (which had correspondingly low LDI weighted means). The FDOT functional classification was a better predictor across all sites for PFAS burden, in which a significant difference was found between the number of PFAS detected at rural and urban sites. Most notably, perfluorohexanoic acid (PFHxA) concentrations were found to be significantly different between rural and urban sites. Moving forward, the potential of utilizing road type functional classification should be explored as a predictive tool to help better prioritize stormwater pond monitoring for PFAS.
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Data Availability Statement
All data, models, and code generated or used during the study appear in the published article.
Acknowledgments
The authors would like to thank and acknowledge funding support from the University of Florida’s Foundation (Occidental Chemical to author JCB) and the College of Veterinary Medicine (to author JAB).
References
Ahmadireskety, A., B. F. Silva, T. G. Townsend, R. A. Yost, H. M. Solo-Gabriele, and J. A. Bowden. 2021. “Evaluation of extraction workflows for quantitative analysis of per- and polyfluoroalkyl substances: A case study using soil adjacent to a landfill.” Sci. Total Environ. 760 (Mar): 143944. https://doi.org/10.1016/j.scitotenv.2020.143944.
Armstrong, B. G. 1998. “Effect of measurement error on epidemiological studies of environmental and occupational exposures.” Occup. Environ. Med. 55 (10): 651–656. https://doi.org/10.1136/oem.55.10.651.
ASTM. 2014. Standard test methods for moisture, ash, and organic matter of peat and other organic soils. ASTM D2974. West Conshohocken, PA: ASTM.
Brown, M. T., and M. B. Vivas. 2005. “Landscape development intensity index.” Environ. Monit. Assess. 101 (1–3): 289–309. https://doi.org/10.1007/s10661-005-0296-6.
Codling, G., H. Yuan, P. D. Jones, J. P. Giesy, and M. Hecker. 2020. “Metals and PFAS in stormwater and surface runoff in a semi-arid Canadian city subject to large variations in temperature among seasons.” Environ. Sci. Pollut. Res. 27 (15): 18232–18241. https://doi.org/10.1007/s11356-020-08070-2.
Crane, J. L. 2019. “Distribution, toxic potential, and influence of land use on conventional and emerging contaminants in urban stormwater pond sediments.” Archiv. Environ. Contam. Toxicol. 76 (2): 265–294. https://doi.org/10.1007/s00244-019-00598-w.
EPA. 2004. Method 9045D, soil and waste pH 113. Washington, DC: EPA.
EPA. 2020. “Summary of the clean water act.” Accessed September 14, 2020. https://www.epa.gov/laws-regulations/summary-clean-water-act.
Eriksson, U., and A. Kärrman. 2015. “World-wide indoor exposure to polyfluoroalkyl phosphate esters (PAPs) and OTHER PFASs in household dust.” Environ. Sci. Technol. 49 (24): 14503–14511. https://doi.org/10.1021/acs.est.5b00679.
FDEP (Florida Department of Environmental Protection). 2020. “Current Landuse—Landscape Development Intensity (LDI).” Accessed September 3, 2020. https://geodata.dep.state.fl.us/datasets/46ba5a4a4bf14166bc36510fd8e2a062_1.
FDOT. 2016. “RCI features and characteristics handbook.” Accessed October 5, 2020. https://www.fdot.gov/statistics/rci/default.shtm.
FDOT. 2018. “Stormwater asset management systems.” Accessed September 2, 2020. https://www.fdot.gov/maintenance/e-maint/stormwater-asset-management-systems.
Flanagan, K., G. Blecken, H. Österlund, K. Nordqvist, and M. Viklander. 2021. “Contamination of urban stormwater pond sediments: A study of 259 legacy and contemporary organic substances.” Environ. Sci. Technol. 55 (5): 3009–3020. https://doi.org/10.1021/acs.est.0c07782.
Gagliano, E., M. Sgroi, P. P. Falciglia, F. G. Vagliasindi, and P. Roccaro. 2020. “Removal of poly- and perfluoroalkyl substances (PFAS) from water by adsorption: Role of PFAS chain length, effect of organic matter and challenges in adsorbent regeneration.” Water Res. 171 (Mar): 115381. https://doi.org/10.1016/j.watres.2019.115381.
Garg, S., P. Kumar, V. Mishra, R. Guijt, P. Singh, L. F. Dumée, and R. S. Sharma. 2020. “A review on the sources, occurrence and health risks of per-/poly-fluoroalkyl substances (PFAS) arising from the manufacture and disposal of electric and electronic products.” J. Water Process Eng. 38 (Dec): 101683. https://doi.org/10.1016/j.jwpe.2020.101683.
Ghisi, R., T. Vamerali, and S. Manzetti. 2019. “Accumulation of perfluorinated alkyl substances (PFAS) in agricultural plants: A review.” Environ. Res. 169 (Feb): 326–341. https://doi.org/10.1016/j.envres.2018.10.023.
Glüge, J., M. Scheringer, I. T. Cousins, J. C. Dewitt, G. Goldenman, D. Herzke, and Z. Wang. 2020. “An overview of the uses of per- and polyfluoroalkyl substances (PFAS).” Environ. Sci. Process. Impacts 22 (12): 2345–2373. https://doi.org/10.1039/d0em00291g.
Ha, H., and M. K. Stenstrom. 2003. “Identification of land use with water quality data in stormwater using a neural network.” Water Res. 37 (17): 4222–4230. https://doi.org/10.1016/S0043-1354(03)00344-0.
Hepburn, E., C. Madden, D. Szabo, T. L. Coggan, B. Clarke, and M. Currell. 2019. “Contamination of groundwater with per- and polyfluoroalkyl substances (PFAS) from legacy landfills in an urban re-development precinct.” Environ. Pollut. 248 (May): 101–113. https://doi.org/10.1016/j.envpol.2019.02.018.
ITRC (Interstate Technology & Regulatory Council). 2020. PFAS technical and regulatory guidance document and fact sheets PFAS-1. Washington, DC: Interstate Technology & Regulatory Council, PFAS Team.
Kwiatkowski, C. F., D. Q. Andrews, L. S. Birnbaum, T. A. Bruton, J. C. Dewitt, D. R. Knappe, and A. Blum. 2020. “Scientific basis for managing PFAS as a chemical class.” Environ. Sci. Technol. Lett. 7 (8): 532–543. https://doi.org/10.1021/acs.estlett.0c00255.
Lazcano, R. K., Y. J. Choi, M. L. Mashtare, and L. S. Lee. 2020. “Characterizing and comparing per- and polyfluoroalkyl substances in commercially available biosolid and organic non-biosolid-based products.” Environ. Sci. Technol. 54 (14): 8640–8648. https://doi.org/10.1021/acs.est.9b07281.
Lindstrom, A. B., M. J. Strynar, and E. L. Libelo. 2011. “Polyfluorinated compounds: Past, present, and future.” Environ. Sci. Technol. 45 (19): 7954–7961. https://doi.org/10.1021/es2011622.
Liu, Y., N. M. Robey, J. A. Bowden, T. M. Tolaymat, B. F. Silva, H. M. Solo-Gabriele, and T. G. Townsend. 2021. “From waste collection vehicles to landfills: Indication of per- and polyfluoroalkyl substance (PFAS) transformation.” Environ. Sci. Technol. Lett. 8 (1): 66–72. https://doi.org/10.1021/acs.estlett.0c00819.
Mccleaf, P., S. Englund, A. Östlund, K. Lindegren, K. Wiberg, and L. Ahrens. 2017. “Removal efficiency of multiple poly- and perfluoroalkyl substances (PFASs) in drinking water using granular activated carbon (GAC) and anion exchange (AE) column tests.” Water Res. 120 (Sep): 77–87. https://doi.org/10.1016/j.watres.2017.04.057.
Moodie, D., T. Coggan, K. Berry, A. Kolobaric, M. Fernandes, E. Lee, and B. O. Clarke. 2021. “Legacy and emerging per- and polyfluoroalkyl substances (PFASs) in Australian biosolids.” Chemosphere 270 (May): 129143. https://doi.org/10.1016/j.chemosphere.2020.129143.
Murakami, M., and H. Takada. 2008. “Perfluorinated surfactants (PFSs) in size-fractionated street dust in Tokyo.” Chemosphere 73 (8): 1172–1177. https://doi.org/10.1016/j.chemosphere.2008.07.063.
Mussabek, D., L. Ahrens, K. M. Persson, and R. Berndtsson. 2019. “Temporal trends and sediment–water partitioning of per- and polyfluoroalkyl substances (PFAS) in lake sediment.” Chemosphere 227 (Jul): 624–629. https://doi.org/10.1016/j.chemosphere.2019.04.074.
Sardiña, P., P. Leahy, L. Metzeling, G. Stevenson, and A. Hinwood. 2019. “Emerging and legacy contaminants across land-use gradients and the risk to aquatic ecosystems.” Sci. Total Environ. 695 (Dec): 133842. https://doi.org/10.1016/j.scitotenv.2019.133842.
Sunderland, E. M., X. C. Hu, C. Dassuncao, A. K. Tokranov, C. C. Wagner, and J. G. Allen. 2019. “A review of the pathways of human exposure to poly- and perfluoroalkyl substances (PFASs) and present understanding of health effects.” J. Exposure Sci. Environ. Epidemiol. 29 (2): 131–147. https://doi.org/10.1038/s41370-018-0094-1.
Weiss, P. T., G. LeFevre, and J. S. Gulliver. 2008. Contamination of soil and groundwater due to stormwater infiltration practices (rep.). Minneapolis: St. Anthony Falls Laboratory.
Xiao, F., M. F. Simcik, and J. S. Gulliver. 2012. “Perfluoroalkyl acids in urban stormwater runoff: Influence of land use.” Water Res. 46 (20): 6601–6608. https://doi.org/10.1016/j.watres.2011.11.029.
Zhao, L., L. Zhu, L. Yang, Z. Liu, and Y. Zhang. 2012. “Distribution and desorption of perfluorinated compounds in fractionated sediments.” Chemosphere 88 (11): 1390–1397. https://doi.org/10.1016/j.chemosphere.2012.05.062.
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Received: Feb 17, 2021
Accepted: Apr 30, 2021
Published online: Aug 9, 2021
Published in print: Oct 1, 2021
Discussion open until: Jan 9, 2022
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