Abstract
Perfluorononanoic acid (PFNA) and perfluorodecanoic acid (PFDA), which are classified as perfluoroalkyl and polyfluoroalkyl substances (PFASs), have been widely used in industrial applications as a surface protectant. PFASs have been detected in wildlife and in humans around the globe. The purposes of this study are to develop and validate a physiologically based pharmacokinetic (PBPK) model for detecting PFNA and PFDA in male and female rats, and to apply the model to a human health risk assessment regarding the sex difference. A PBPK model of PFNA and PFDA was established based on an in vivo study in male and female rats. Analytes in biological samples (plasma, nine tissues, urine, and feces) were determined by ultra-liquid chromatography coupled tandem mass spectrometry (UPLC–MS/MS) method. PFNA and PFDA showed a gender differences in the elimination half-life and volume of distribution. The tissue–plasma partition coefficients were the highest in the liver in both male and female rats. The predicted rat plasma and urine concentrations simulated and fitted were in good agreement with the observed values. The PBPK models of PFNA and PFDA in male and female rats were then extrapolated to a human PBPK model based on human physiological parameters. The external doses were calculated at 3.35 ng/kg/day (male) and 17.0 ng/kg/day (female) for PFNA and 0.530 ng/kg/day (male) and 0.661 ng/kg/day (female) for PFDA. Human risk assessment was estimated using Korean biomonitoring values considering the gender differences. This study provides valuable insight into human health risk assessment regarding PFNA and PFDA exposure.
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Abbreviations
- AUC inf :
-
Area under the concentration–time curve from zero to infinity
- CL :
-
Clearance
- C max :
-
Maximum plasma concentration
- C ss :
-
Steady-state concentration
- F r :
-
Free fraction in plasma
- IV:
-
Intravenous
- Kp:
-
Tissue-to-plasma partition coefficient
- K st :
-
Rate constant to storage compartment
- K t :
-
Transporter affinity constant
- K u :
-
Urinary elimination rate constant
- MOE:
-
Margin of exposure
- NOAEL:
-
No-observed-adverse-effect level
- PBPK:
-
Physiologically based pharmacokinetic model
- PFASs:
-
Perfluoroalkyl and polyfluoroalkyl substances
- PFHxS:
-
Perfluorohexanesulfonic acid
- PFDA:
-
Perfluorodecanoic acid
- PFNA:
-
Perfluorononanoic acid
- PFOA:
-
Perfluorooctanoic acid
- PFOS:
-
Perfluorooctanesulfonic acid
- PK:
-
Pharmacokinetic
- POD:
-
Point of departure
- t 1/2 :
-
The elimination half-life
- TDI:
-
The tolerable daily intake
- T m :
-
Transport maximum
- UF:
-
Uncertainty factor
- UFA :
-
Uncertainty factor for interspecies extrapolation from rats to humans
- UFH :
-
Uncertainty factor for inter-individual variability in humans
- UFS :
-
Uncertainty factor for subchronic to chronic extrapolation
- V d :
-
Volume of distribution
References
ATSDR (2018a) Agency for toxic substances and disease registry, Toxicological profile for Perfluoroalkyls. (Draft for Public Comment). Atlanta, GA: U.S. Department of Health and Human Services, Public Health Service (draft). http://www.atsdr.cdc.gov/mrls/pdfs/atsdr_mrls.pdf. Accessed 14 Aug 2018
ATSDR (2018b) Agency for toxic substances and disease registry, minimal risk levels (MRLs). https://www.atsdr.cdc.gov/mrls/index.asp. Accessed 2 Aug 2018
Bartolome M, Gallego-Pico A, Cutanda F et al (2017) Perfluorinated alkyl substances in Spanish adults: geographical distribution and determinants of exposure. Sci Total Environ 603–604:352–360. https://doi.org/10.1016/j.scitotenv.2017.06.031
Benskin JP, De Silva AO, Martin LJ et al (2009) Disposition of perfluorinated acid isomers in Sprague–Dawley rats; part 1: single dose. Environ Toxicol Chem 28(3):542–554. https://doi.org/10.1897/08-239.1
Bischel HN, Macmanus-Spencer LA, Luthy RG (2010) Noncovalent interactions of long-chain perfluoroalkyl acids with serum albumin. Environ Sci Technol 44(13):5263–5269. https://doi.org/10.1021/es101334s
Borg D, Lund BO, Lindquist NG, Hakansson H (2013) Cumulative health risk assessment of 17 perfluoroalkylated and polyfluoroalkylated substances (PFASs) in the Swedish population. Environ Int 59:112–123. https://doi.org/10.1016/j.envint.2013.05.009
Chen Q, Huang R, Hua L et al (2018) Prenatal exposure to perfluoroalkyl and polyfluoroalkyl substances and childhood atopic dermatitis: a prospective birth cohort study. Environ Health 17(1):8. https://doi.org/10.1186/s12940-018-0352-7
Dong Z, Bahar MM, Jit J, Kennedy B, Priestly B, Ng J, Lamb D, Liu Y, Duan L, Naidu R (2017) Issues raised by the reference doses for perfluorooctane sulfonate and perfluorooctanoic acid. Environ Int 105:86–94. https://doi.org/10.1016/j.envint.2017.05.006
Dourson ML, Stara JF (1983) Regulatory history and experimental support of uncertainty (safety) factors. Regul Toxicol Pharmacol 3(3):224–238
EPA (2006) Approaches for the Application of Physiologically Based Pharmacokinetic (PBPK) Models and Supporting Data in Risk Assessment. National Center for Environmental Assessment, Washington, DC; EPA/600/R-05/043F. Available from: National Technical Information Service, Springfield, VA, and online at http://epa.gov/ncea. https://doi.org/10.7748/ns.14.36.26.s40
Fang X, Feng Y, Wang J, Dai J (2010) Perfluorononanoic acid-induced apoptosis in rat spleen involves oxidative stress and the activation of caspase-independent death pathway. Toxicology 267(1–3):54–59. https://doi.org/10.1016/j.tox.2009.10.020
Fang X, Gao G, Xue H, Zhang X, Wang H (2012a) Exposure of perfluorononanoic acid suppresses the hepatic insulin signal pathway and increases serum glucose in rats. Toxicology 294(2–3):109–115. https://doi.org/10.1016/j.tox.2012.02.008
Fang X, Gao G, Xue H, Zhang X, Wang H (2012b) In vitro and in vivo studies of the toxic effects of perfluorononanoic acid on rat hepatocytes and Kupffer cells. Environ Toxicol Pharmacol 34(2):484–494. https://doi.org/10.1016/j.etap.2012.06.011
FDA (2013) The guidance for industry: bioanalytical method validation. Department of Health and Human Services, US Food and Drug Administration. https://www.fda.gov/Drugs/GuidanceComplianceRegulatoryInformation/Guidances/default.htm
Guruge KS, Noguchi M, Yoshioka K et al (2016) Microminipigs as a new experimental animal model for toxicological studies: comparative pharmacokinetics of perfluoroalkyl acids. J Appl Toxicol 36(1):68–75. https://doi.org/10.1002/jat.3145
Han X, Snow TA, Kemper RA, Jepson GW (2003) Binding of perfluorooctanoic acid to rat and human plasma proteins. Chem Res Toxicol 16(6):775–781. https://doi.org/10.1021/tx034005w
Han X, Nabb DL, Russell MH, Kennedy GL, Rickard RW (2012) Renal elimination of perfluorocarboxylates (PFCAs). Chem Res Toxicol 25(1):35–46. https://doi.org/10.1021/tx200363w
Harris MW, Uraih LC, Birnbaum LS (1989) Acute toxicity of perfluorodecanoic acid in C57BL/6 mice differs from 2,3,7,8-tetrachlorodibenzo-p-dioxin. Fundam Appl Toxicol 13(4):723–736. https://doi.org/10.1016/0272-0590(89)90330-8
Iwabuchi K, Senzaki N, Mazawa D et al (2017) Tissue toxicokinetics of perfluoro compounds with single and chronic low doses in male rats. J Toxicol Sci 42(3):301–317. https://doi.org/10.2131/jts.42.301
Ji K, Kim S, Kho Y et al (2012) Serum concentrations of major perfluorinated compounds among the general population in Korea: dietary sources and potential impact on thyroid hormones. Environ Int 45:78–85. https://doi.org/10.1016/j.envint.2012.03.007
Kawashima Y, Kobayashi H, Miura H, Kozuka H (1995) Characterization of hepatic responses of rat to administration of perfluorooctanoic and perfluorodecanoic acids at low levels. Toxicology 99(3):169–178
Khalil N, Ebert JR, Honda M et al (2018) Perfluoroalkyl substances, bone density, and cardio-metabolic risk factors in obese 8–12 year old children: a pilot study. Environ Res 160:314–321. https://doi.org/10.1016/j.envres.2017.10.014
Kim DH, Kim UJ, Kim HY, Choi SD, Oh JE (2016a) Perfluoroalkyl substances in serum from South Korean infants with congenital hypothyroidism and healthy infants—Its relationship with thyroid hormones. Environ Res 147:399–404. https://doi.org/10.1016/j.envres.2016.02.037
Kim SJ, Heo SH, Lee DS, Hwang IG, Lee YB, Cho HY (2016b) Gender differences in pharmacokinetics and tissue distribution of 3 perfluoroalkyl and polyfluoroalkyl substances in rats. Food Chem Toxicol 97:243–255. https://doi.org/10.1016/j.fct.2016.09.017
Kim SJ, Shin H, Lee YB, Cho HY (2018) Sex-specific risk assessment of PFHxS using a physiologically based pharmacokinetic model. Arch Toxicol 92(3):1113–1131. https://doi.org/10.1007/s00204-017-2116-5
Kudo N, Bandai N, Suzuki E, Katakura M, Kawashima Y (2000) Induction by perfluorinated fatty acids with different carbon chain length of peroxisomal beta-oxidation in the liver of rats. Chem Biol Interact 124(2):119–132
Kudo N, Suzuki E, Katakura M, Ohmori K, Noshiro R, Kawashima Y (2001) Comparison of the elimination between perfluorinated fatty acids with different carbon chain length in rats. Chem Biol Interact 134(2):203–216
Lee S, Kim S, Park J et al (2018) Perfluoroalkyl substances (PFASs) in breast milk from Korea: time-course trends, influencing factors, and infant exposure. Sci Total Environ 612:286–292. https://doi.org/10.1016/j.scitotenv.2017.08.094
Liu B, Zhang H, Yao D et al (2015) Perfluorinated compounds (PFCs) in the atmosphere of Shenzhen, China: spatial distribution, sources and health risk assessment. Chemosphere 138:511–518. https://doi.org/10.1016/j.chemosphere.2015.07.012
Loccisano AE, Campbell JL Jr, Andersen ME, Clewell HJ III (2011) Evaluation and prediction of pharmacokinetics of PFOA and PFOS in the monkey and human using a PBPK model. Regul Toxicol Pharmacol 59(1):157–175. https://doi.org/10.1016/j.yrtph.2010.12.004
Loccisano AE, Campbell JL Jr, Butenhoff JL, Andersen ME, Clewell HJ III (2012a) Comparison and evaluation of pharmacokinetics of PFOA and PFOS in the adult rat using a physiologically based pharmacokinetic model. Reprod Toxicol 33(4):452–467. https://doi.org/10.1016/j.reprotox.2011.04.006
Loccisano AE, Campbell JL Jr, Butenhoff JL, Andersen ME, Clewell HJ III (2012b) Evaluation of placental and lactational pharmacokinetics of PFOA and PFOS in the pregnant, lactating, fetal and neonatal rat using a physiologically based pharmacokinetic model. Reprod Toxicol 33(4):468–490. https://doi.org/10.1016/j.reprotox.2011.07.003
Loccisano AE, Longnecker MP, Campbell JL Jr, Andersen ME, Clewell HJ III (2013) Development of PBPK models for PFOA and PFOS for human pregnancy and lactation life stages. J Toxicol Environ Health A 76(1):25–57. https://doi.org/10.1080/15287394.2012.722523
Luebker DJ, Hansen KJ, Bass NM, Butenhoff JL, Seacat AM (2002) Interactions of fluorochemicals with rat liver fatty acid-binding protein. Toxicology 176(3):175–185
Maher JM, Aleksunes LM, Dieter MZ et al (2008) Nrf2- and PPAR alpha-mediated regulation of hepatic Mrp transporters after exposure to perfluorooctanoic acid and perfluorodecanoic acid. Toxicol Sci 106(2):319–328. https://doi.org/10.1093/toxsci/kfn177
MFDS (2009) Exposure assessment of major perfluorinated compounds among Koreans. Ministry of Food and Drug Safety, 08182MFDS499. https://rnd.mfds.go.kr/
OECD (2015) Risk reduction approaches for PFASs—a cross-country analysis. Health and safety publications series on risk management no. 29. Organisation for Economic Co-operation and Development Environment. http://www.oecd.org/chemicalsafety/portal-perfluorinated-chemicals/
Ohmori K, Kudo N, Katayama K, Kawashima Y (2003) Comparison of the toxicokinetics between perfluorocarboxylic acids with different carbon chain length. Toxicology 184(2–3):135–140
Ruark CD, Song G, Yoon M et al (2017) Quantitative bias analysis for epidemiological associations of perfluoroalkyl substance serum concentrations and early onset of menopause. Environ Int 99:245–254. https://doi.org/10.1016/j.envint.2016.11.030
Rush EL, Singer AB, Longnecker MP et al (2018) Oral contraceptive use as a determinant of plasma concentrations of perfluoroalkyl substances among women in the Norwegian Mother and Child Cohort (MoBa) study. Environ Int 112:156–164. https://doi.org/10.1016/j.envint.2017.12.015
Seo SH, Son MH, Choi SD, Lee DH, Chang YS (2018) Influence of exposure to perfluoroalkyl substances (PFASs) on the Korean general population: 10-year trend and health effects. Environ Int 113:149–161. https://doi.org/10.1016/j.envint.2018.01.025
Tatum-Gibbs K, Wambaugh JF, Das KP et al (2011) Comparative pharmacokinetics of perfluorononanoic acid in rat and mouse. Toxicology 281(1–3):48–55. https://doi.org/10.1016/j.tox.2011.01.003
Vanden Heuvel JP, Kuslikis BI, Van Rafelghem MJ, Peterson RE (1991) Disposition of perfluorodecanoic acid in male and female rats. Toxicol Appl Pharmacol 107(3):450–459
Verner MA, Ngueta G, Jensen ET et al (2016) A Simple pharmacokinetic model of prenatal and postnatal exposure to perfluoroalkyl substances (PFASs). Environ Sci Technol 50(2):978–986. https://doi.org/10.1021/acs.est.5b04399
Wang B, Chen Q, Shen L, Zhao S, Pang W, Zhang J (2016) Perfluoroalkyl and polyfluoroalkyl substances in cord blood of newborns in Shanghai, China: implications for risk assessment. Environ Int 97:7–14. https://doi.org/10.1016/j.envint.2016.10.008
Weaver YM, Ehresman DJ, Butenhoff JL, Hagenbuch B (2010) Roles of rat renal organic anion transporters in transporting perfluorinated carboxylates with different chain lengths. Toxicol Sci 113(2):305–314. https://doi.org/10.1093/toxsci/kfp275
WHO (2010) Characterization and application of physiologically based pharmacokinetic models in risk assessment. World Health Organization (IPCS, 2010). http://www.who.int/ipcs/methods/harmonization/areas/pbpk/en. https://doi.org/10.7748/ns.14.36.26.s40. Accessed 15 Aug 2018
Wong F, MacLeod M, Mueller JF, Cousins IT (2014) Enhanced elimination of perfluorooctane sulfonic acid by menstruating women: evidence from population-based pharmacokinetic modeling. Environ Sci Technol 48(15):8807–8814. https://doi.org/10.1021/es500796y
Worley RR, Moore SM, Tierney BC et al (2017) Per- and polyfluoroalkyl substances in human serum and urine samples from a residentially exposed community. Environ Int 106:135–143. https://doi.org/10.1016/j.envint.2017.06.007
Wu H, Yoon M, Verner MA et al (2015) Can the observed association between serum perfluoroalkyl substances and delayed menarche be explained on the basis of puberty-related changes in physiology and pharmacokinetics? Environ Int 82:61–68. https://doi.org/10.1016/j.envint.2015.05.006
Ylinen M, Auriola S (1990) Tissue distribution and elimination of perfluorodecanoic acid in the rat after single intraperitoneal administration. Pharmacol Toxicol 66(1):45–48
Zhang H, Yolton K, Webster GM et al (2018) Prenatal and childhood perfluoroalkyl substances exposures and children’s reading skills at ages 5 and 8 years. Environ Int 111:224–231. https://doi.org/10.1016/j.envint.2017.11.031
Acknowledgements
This research was supported by a grant from Ministry of Food and Drug Safety in 2014–2017 (14162MFDS703 and 17162MFDS117).
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Kim, SJ., Choi, EJ., Choi, GW. et al. Exploring sex differences in human health risk assessment for PFNA and PFDA using a PBPK model. Arch Toxicol 93, 311–330 (2019). https://doi.org/10.1007/s00204-018-2365-y
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DOI: https://doi.org/10.1007/s00204-018-2365-y