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Discussion

Comparison of EOF concentrations of the Cohort 1 samples with other studies

A recent study
Cioni, L.; Plassmann, M.; Benskin, J. P.; Coêlho, A. C. M. F.; Nøst, T. H.; Rylander, C.; Nikiforov, V.; Sandanger, T. M.; Herzke, D. Fluorine Mass Balance, Including Total Fluorine, Extractable Organic Fluorine, Oxidizable Precursors, and Target Per- and Polyfluoroalkyl Substances, in Pooled Human Serum from the Tromsø Population in 1986, 2007, and 2015. Environ. Sci. Technol. 2023, 57 (40), 14849–14860. https://doi.org/10.1021/acs.est.3c03655.
from Tromsø, another Norwegian region, reported EOF in serum samples ranging from 12.6 to 45.3 ng F/mL in samples from 1986, 2007, and 2015. Specifically, in 2015, EOF concentrations ranged from 12.6 to 22.6, with a median of 18.5 ng F/mL. Miaz and co-workers
Miaz, L. T.; Plassmann, M. M.; Gyllenhammar, I.; Bignert, A.; Sandblom, O.; Lignell, S.; Glynn, A.; Benskin, J. P. Temporal Trends of Suspect- and Target-per/Polyfluoroalkyl Substances (PFAS), Extractable Organic Fluorine (EOF) and Total Fluorine (TF) in Pooled Serum from First-Time Mothers in Uppsala, Sweden, 1996–2017. Environ. Sci. Process. Impacts 2020, 22 (4), 1071–1083. https://doi.org/10.1039/C9EM00502A.
reported a geometric mean of approximately 30 ng F/mL in pooled serum samples from first-time mothers in Sweden collected in 2015. Aro and co-workers
Aro, R.; Eriksson, U.; Kärrman, A.; Yeung, L. W. Y. Organofluorine Mass Balance Analysis of Whole Blood Samples in Relation to Gender and Age. Environ. Sci. Technol. 2021, 55 (19), 13142–13151. https://doi.org/10.1021/acs.est.1c04031.
reported detectable concentrations of EOF in human whole blood collected between 2017 and 2018 from Sweden in the range between 0.51–48.7 ng F/mL. The average EOF concentrations in plasma samples from German university students in Munster, collected between 1982 and 2009, ranged from 14.5 to 39.3 ng F/mL. In general, different methods have different extraction efficiency for different PFAS,
Kaiser, A.-M.; Aro, R.; Kärrman, A.; Weiss, S.; Hartmann, C.; Uhl, M.; Forsthuber, M.; Gundacker, C.; Yeung, L. W. Y. Comparison of Extraction Methods for Per- and Polyfluoroalkyl Substances (PFAS) in Human Serum and Placenta Samples-Insights into Extractable Organic Fluorine (EOF). Anal. Bioanal. Chem. 2021, 413 (3), 865–876. https://doi.org/10.1007/s00216-020-03041-5.
thus a direct comparison of EOF concentrations may be challenging. The extraction methods and sample matrices (whole blood, plasma, and serum) differed between the present study with samples from the Oslo area (Cohort 1) and the one from Tromsø. However, the EOF concentrations in the samples from Cohort 1 (<7.5–32 ng F/mL, median: 14.6 ng F/mL) were similar to those observed in Tromsø (12.6 to 22.6 ng F/mL, median: 18.5 ng F/mL) collected around the same time.
Cioni, L.; Plassmann, M.; Benskin, J. P.; Coêlho, A. C. M. F.; Nøst, T. H.; Rylander, C.; Nikiforov, V.; Sandanger, T. M.; Herzke, D. Fluorine Mass Balance, Including Total Fluorine, Extractable Organic Fluorine, Oxidizable Precursors, and Target Per- and Polyfluoroalkyl Substances, in Pooled Human Serum from the Tromsø Population in 1986, 2007, and 2015. Environ. Sci. Technol. 2023, 57 (40), 14849–14860. https://doi.org/10.1021/acs.est.3c03655.

Mass balance analysis of EOF

Similar to the results from other studies, our mass balance analysis of EOF revealed that quantifiable PFAS accounted for varying proportions of EOF in the samples (Figure 2). The current study measured up to 64 targeted PFAS in the samples aiming to close the mass balance of EOF. The majority of the EOF were mainly explained by legacy PFAS such as PFOA, PFNA, PFDA, PFHxS, PFOS which was similar to the results of other studies.
Yeung, L. W. Y.; Mabury, S. A. Are Humans Exposed to Increasing Amounts of Unidentified Organofluorine? Environ. Chem. 2016, 13 (1), 102. https://doi.org/10.1071/EN15041.
,
Aro, R.; Eriksson, U.; Kärrman, A.; Yeung, L. W. Y. Organofluorine Mass Balance Analysis of Whole Blood Samples in Relation to Gender and Age. Environ. Sci. Technol. 2021, 55 (19), 13142–13151. https://doi.org/10.1021/acs.est.1c04031.
,
Cioni, L.; Plassmann, M.; Benskin, J. P.; Coêlho, A. C. M. F.; Nøst, T. H.; Rylander, C.; Nikiforov, V.; Sandanger, T. M.; Herzke, D. Fluorine Mass Balance, Including Total Fluorine, Extractable Organic Fluorine, Oxidizable Precursors, and Target Per- and Polyfluoroalkyl Substances, in Pooled Human Serum from the Tromsø Population in 1986, 2007, and 2015. Environ. Sci. Technol. 2023, 57 (40), 14849–14860. https://doi.org/10.1021/acs.est.3c03655.
,
Miaz, L. T.; Plassmann, M. M.; Gyllenhammar, I.; Bignert, A.; Sandblom, O.; Lignell, S.; Glynn, A.; Benskin, J. P. Temporal Trends of Suspect- and Target-per/Polyfluoroalkyl Substances (PFAS), Extractable Organic Fluorine (EOF) and Total Fluorine (TF) in Pooled Serum from First-Time Mothers in Uppsala, Sweden, 1996–2017. Environ. Sci. Process. Impacts 2020, 22 (4), 1071–1083. https://doi.org/10.1039/C9EM00502A.
However, TFA stood out in the mass balance analysis; the median proportion of unknown fluorinated chemicals decreased from 62 to 29% (Figure 2) when TFA was excluded, as the concentrations of TFA exceeded other PFAS measured. It has been suggested in other studies that TFA might contribute to some proportions of the unrecognized EOF in the samples,
Yeung, L. W. Y.; Mabury, S. A. Are Humans Exposed to Increasing Amounts of Unidentified Organofluorine? Environ. Chem. 2016, 13 (1), 102. https://doi.org/10.1071/EN15041.
,
Aro, R.; Eriksson, U.; Kärrman, A.; Yeung, L. W. Y. Organofluorine Mass Balance Analysis of Whole Blood Samples in Relation to Gender and Age. Environ. Sci. Technol. 2021, 55 (19), 13142–13151. https://doi.org/10.1021/acs.est.1c04031.
and the current study further confirmed the importance of measuring TFA to reduce the proportion of unrecognized EOF in the mass balance analysis.

TFA in human blood

As shown in the results from targeted analysis, concentrations of TFA were almost 2 times higher than those of PFOS in Cohort 1 (EuroMix study) suggesting significant human exposure to TFA. Since no recovery correction was carried out, real concentrations could be even higher. On the other hand, the determination of TFA only relied on a single transition in the multiple reaction monitoring (MRM) that may pose the possibility of reporting false positives. To ensure our TFA identification is valid, a subset of samples was analyzed with additional LC-MS/MS using the method reported by Covaci et al.
Holaday (1977)
Holaday, D. A. Absorption, Biotransformation, and Storage of Halothane. Environ. Health Perspect. 1977, 21, 165–169. https://doi.org/10.1289/ehp.7721165.
reported a half-life of TFA in human blood of approximately 16 hours, which is much shorter than other PFAS such as PFOS and PFOA. The detection of TFA in human samples at current concentrations may suggest exposure of significant amounts of TFA in daily life. TFA is known to be used in many industrial applications, consumer products and it is one of the final degradation products of chemicals used in cooling appliances potentially resulting in a persistent contamination of the environment and increasing human exposure.
Arp, H. P. H.; Gredelj, A.; Glüge, J.; Scheringer, M.; Cousins, I. T. The Global Threat from the Irreversible Accumulation of Trifluoroacetic Acid (TFA). Environ. Sci. Technol. 2024, 58 (45), 19925–19935. https://doi.org/10.1021/acs.est.4c06189.
A study
Zheng, G.; Eick, S. M.; Salamova, A. Elevated Levels of Ultrashort- and Short-Chain Perfluoroalkyl Acids in US Homes and People. Environ. Sci. Technol. 2023, 57 (42), 15782–15793. https://doi.org/10.1021/acs.est.2c06715.
from Indiana, US showed that TFA was the only PFAA for which serum concentrations significantly correlated with both dust and water concentrations (Spearman correlation coefficients (r)=0.40, p<0.001 and r=0.28, p=0.01, respectively). Recent studies
Naturskyddsföreningen. PFAS i Dricksvatten Och Ytvatten (Swedish) Analysrapport-pfas-2024.pdf
, reported TFA concentrations in drinking water in Sweden and Norway which ranged from 70 to 720 ng/L; specifically, the concentration in Oslo was 230 ng/L. These reported TFA concentrations in drinking water were below the guideline values for Germany (60 µg/L),
Umweltbundesamt. Reducing the Input of Chemicals into 1281 Waters:Trifluoroacetate (TFA) as a Persistent and Mobile Substance with 1282 Many Sources; 2021.
Denmark (9 µg/L)
Miljøministeriet. The Danish Parliament Opfølgning På 1278 Massescreeninger Af Grundvandet 2019 Og 2020 Samt Opdatering 1279 Vedrørende Sundhedsvurdering Af TFA; 2020.
and the Netherlands (2.2 µg/L).
RIVM. RIVM-VSP Advies 14434A02 – Drinkwaterrichtwaarde Voor Trifluorazijnzuur ; 2023; Pp 1– 47. Https://Www.Rivm.Nl/Documenten/Bijlage-Bij-Rivm-Brief-Aan-Ilt-Indicatieve-Drinkwaterrichtwaarde-Trifluorazijnzuur-Tfa.
The German environmental protection agency (UBA) proposed to classify TFA as toxic to reproduction based on a recent study from Bayer on the reproductive toxicity of TFA in rabbits, which found severe fetal malformations. Further investigations are needed to understand human exposure to TFA and its impact on human health.
Previous studies also suggested that the unknown fraction may be caused by the metabolization of fluorinated pharmaceuticals carrying CF3-groups in their molecular structure. A recent study confirmed that fluorinated pharmaceuticals accounted for up to 63% of the EOF, and their contribution increased in recent years.
Cioni, L.; Nikiforov, V.; Benskin, J. P.; Coêlho, A. C. M. F.; Dudášová, S.; Lauria, M. Z.; Lechtenfeld, O. J.; Plassmann, M. M.; Reemtsma, T.; Sandanger, T. M.; Herzke, D. Combining Advanced Analytical Methodologies to Uncover Suspect PFAS and Fluorinated Pharmaceutical Contributions to Extractable Organic Fluorine in Human Serum (Tromsø Study). Environ. Sci. Technol. 2024, 58 (29), 12943–12953. https://doi.org/10.1021/acs.est.4c03758.
We did not survey or measure any pharmaceuticals in the samples from Cohort 1 due to the lack of ethical clearance. However, interesting and important information can be obtained from the subjects in Cohort 2 that had taken fluoxetine, which is one of the CF3-containing drugs used to treat depression, obsessive-compulsive disorder, some eating disorders, and panic attacks. Significant higher concentrations of EOF were observed in the subjects who had taken fluoxetine compared to the control group, even though for two subjects from the control group who had elevated concentrations of target PFAS contributing to the EOF (Figure 1). It is known that fluoxetine will be metabolized into fluoxetine glucuronide, norfluoxetine, seproxetine, norfluoxetine glucuronide and other metabolites.
Alves, V.; Gonçalves, J.; Conceição, C.; Teixeira, H. M.; Câmara, J. S. An Improved Analytical Strategy Combining Microextraction by Packed Sorbent Combined with Ultra High Pressure Liquid Chromatography for the Determination of Fluoxetine, Clomipramine and Their Active Metabolites in Human Urine. J. Chromatogr. A 2015, 1408, 30–40. https://doi.org/10.1016/j.chroma.2015.07.021.
In our current investigation, only seproxetine and fluoxetine were measured, thus part of the unrecognized EOF may be attributed to the transformation products of fluoxetine that we did not measure. Fluoxetine and norfluoxetine have long elimination half-lives, resulting in the drug remaining in the body for several weeks, even after discontinuation. The metabolism of fluoxetine is extensive, with approximately 2.5% of the administered dose excreted unchanged in the urine.
Deodhar, M.; Rihani, S. B. A.; Darakjian, L.; Turgeon, J.; Michaud, V. Assessing the Mechanism of Fluoxetine-Mediated CYP2D6 Inhibition. Pharmaceutics 2021, 13 (2), 148. https://doi.org/10.3390/pharmaceutics13020148.
Therefore, consistent use of the prescribed drug or even after stopping the use might have resulted in elevated concentrations of EOF. Further, we have no information on other fluorinated pharmaceuticals consumed by the subjects in Cohort 2 donors, which could further explain the variation in FOF and TFA in our study. 

Temporal variations of EOF

Several studies have conducted temporal analyses of EOF. However, these analyses were conducted at intervals of one year or longer and were also cross-sectional.
Yeung, L. W. Y.; Mabury, S. A. Are Humans Exposed to Increasing Amounts of Unidentified Organofluorine? Environ. Chem. 2016, 13 (1), 102. https://doi.org/10.1071/EN15041.
,
Cioni, L.; Plassmann, M.; Benskin, J. P.; Coêlho, A. C. M. F.; Nøst, T. H.; Rylander, C.; Nikiforov, V.; Sandanger, T. M.; Herzke, D. Fluorine Mass Balance, Including Total Fluorine, Extractable Organic Fluorine, Oxidizable Precursors, and Target Per- and Polyfluoroalkyl Substances, in Pooled Human Serum from the Tromsø Population in 1986, 2007, and 2015. Environ. Sci. Technol. 2023, 57 (40), 14849–14860. https://doi.org/10.1021/acs.est.3c03655.
,
Miaz, L. T.; Plassmann, M. M.; Gyllenhammar, I.; Bignert, A.; Sandblom, O.; Lignell, S.; Glynn, A.; Benskin, J. P. Temporal Trends of Suspect- and Target-per/Polyfluoroalkyl Substances (PFAS), Extractable Organic Fluorine (EOF) and Total Fluorine (TF) in Pooled Serum from First-Time Mothers in Uppsala, Sweden, 1996–2017. Environ. Sci. Process. Impacts 2020, 22 (4), 1071–1083. https://doi.org/10.1039/C9EM00502A.
The current investigation is the first temporal analysis of EOF on a longitudinal basis (paired samples of the same individuals) and with a shorter interval between sampling occasions to also catch changes in fluorinated compounds with shorter half-lives such as TFA. As shown in Table 2, approximately 36% of the samples exhibited significant changes (25%), either an increase or decrease. The changes in EOF were not due to changes in legacy PFAS as these PFAS have long half-lives in humans
Li, Y.; Fletcher, T.; Mucs, D.; Scott, K.; Lindh, C. H.; Tallving, P.; Jakobsson, K. Half-Lives of PFOS, PFHxS and PFOA after End of Exposure to Contaminated Drinking Water. Occup. Environ. Med. 2018, 75 (1), 46–51. https://doi.org/10.1136/oemed-2017-104651.
and our results also showed no significant changes (25%) of these PFAS in the subjects. One hypothesis for the observed changes in EOF may be exposure to fast-eliminating compounds like TFA, which can cause fluctuations due to its short half-life (16 hours)
Holaday, D. A. Absorption, Biotransformation, and Storage of Halothane. Environ. Health Perspect. 1977, 21, 165–169. https://doi.org/10.1289/ehp.7721165.
and its significant contribution to the total PFAS. However, this assumption is based on the direct exposure to TFA, the parent compound, without taking into consideration the duration of transformation from unknown precursor compounds to TFA and some other unknown compounds. Nine individuals showed significant changes in TFA concentrations, but only 3 pairs showed significant changes in both EOF and TFA. Further characterization of unrecognized EOF present by using chemical oxidation may help interpret the results.

Associations between the proportion of unknown fluorinated chemicals and dietary habits or use of personal care products

A previous study utilising the same samples identified several foods and personal care products as potential sources of exposure to certain targeted PFAS.
Thépaut, E.; Dirven, H. a. a. M.; Haug, L. S.; Lindeman, B.; Poothong, S.; Andreassen, M.; Hjertholm, H.; Husøy, T. Per- and Polyfluoroalkyl Substances in Serum and Associations with Food Consumption and Use of Personal Care Products in the Norwegian Biomonitoring Study from the EU Project EuroMix. Environ. Res. 2021, 195, 110795. https://doi.org/10.1016/j.envres.2021.110795.
In the current study, we investigated whether or not there might be a specific factor (diet or use of personal care products (PCPs)) driving the proportion of unknown fluorinated chemicals in the samples. Inconsistent results were observed between the proportion of unknown PFAS and both dietary habits and personal care product use in T1 and T2 samples. As results shown above, no dietary habits nor use of personal care products were associated with the proportion of unknown fluorinated chemicals in samples from T1 and there was an association with consumption of Potato/vegetables in samples from T2. Several studies have reported varying proportions of unknown fluorinated chemicals in cosmetic products,
Schultes, L.; Vestergren, R.; Volkova, K.; Westberg, E.; Jacobson, T.; Benskin, J. P. Per- and Polyfluoroalkyl Substances and Fluorine Mass Balance in Cosmetic Products from the Swedish Market: Implications for Environmental Emissions and Human Exposure. Environ. Sci. Process. Impacts 2018, 20 (12), 1680–1690. https://doi.org/10.1039/C8EM00368H
,
Pütz, K. W.; Namazkar, S.; Plassmann, M.; Benskin, J. P. Are Cosmetics a Significant Source of PFAS in Europe? Product Inventories, Chemical Characterization and Emission Estimates. Environ. Sci. Process. Impacts 2022, 24 (10), 1697–1707. https://doi.org/10.1039/D2EM00123C.
as well as in fish
Aro, R.; Carlsson, P.; Vogelsang, C.; Kärrman, A.; Yeung, L. Wy. Fluorine Mass Balance Analysis of Selected Environmental Samples from Norway. Chemosphere 2021, 283, 131200. Fluorine mass balance analysis of selected environmental samples from Norway - ScienceDirect
and shrimp.
Loi, E. I. H.; Yeung, L. W. Y.; Taniyasu, S.; Lam, P. K. S.; Kannan, K.; Yamashita, N. Trophic Magnification of Poly- and Perfluorinated Compounds in a Subtropical Food Web. Environ. Sci. Technol. 2011, 45 (13), 5506–5513. https://doi.org/10.1021/es200432n.
Since it is not yet known how much unrecognized fluorinated chemicals may be present in food items or personal care and other consumer products, and the majority of these unrecognized fluorinated chemicals from which parts of the diet or specific PCPs; it is not surprising to obtain these results. As shown from results of Cohort 2, elevated levels of EOF and unrecognized EOF has been linked to the consumption of fluorinated pharmaceuticals, these sources may play an important role in EOF and unrecognized EOF. 

Applicability of EOF for biomonitoring

Results from a previous study showed EOF can be used as screening tool for PFAS exposure as the concentrations of EOF in the exposed group was almost one order magnitude higher than the control group.
Aro, R.; Eriksson, U.; Kärrman, A.; Jakobsson, K.; Yeung, L. W. Y. Extractable Organofluorine Analysis: A Way to Screen for Elevated per- and Polyfluoroalkyl Substance Contamination in Humans? Environ. Int. 2022, 159, 107035. https://doi.org/10.1016/j.envint.2021.107035.
Results from the current EuroMix study represented background exposed population, the results of the current study can serve as a baseline study before implementation of a future general PFAS restriction. In Cohort 2, two subjects in the group not taking fluoxetine had elevated concentrations of EOF, with high concentrations of 6:2 FTSA and PFHxS found in their blood samples. This finding further supports the use of EOF as a screening tool for PFAS contamination. Elevated concentrations of EOF were also observed in subjects taking fluoxetine, confirming the previous hypothesis that the consumption of fluorinated pharmaceuticals may increase EOF concentrations in the blood. Another study, however, reported similar EOF concentrations between subjects who reported using fluorinated pharmaceuticals and those who did not.
Pennoyer, E. H.; Heiger-Bernays, W.; Aro, R.; Yeung, L. W. Y.; Schlezinger, J. J.; Webster, T. F. Unknown Organofluorine Mixtures in U.S. Adult Serum:Contribution from Pharmaceuticals? Toxics 2023, 11 (5), 416. https://doi.org/10.3390/toxics11050416.
Therefore, in future studies it is important to obtain information from subjects about the types of medication taken before giving blood samples to avoid misinterpretation. Although some fluorinated pharmaceuticals are considered PFAS according to the newly adopted definition,
OECD. (Organisation of Economic Co-Operation and Development) (2021). Reconciling Terminology of the Universe of Per- and Polyfluoroalkyl Substances: Recommendations and Practical Guidance. (ENV/CBC/MONO(2021)25).
the purpose of using EOF in biomonitoring is to detect exposure to unrecognized PFAS, not known pharmaceuticals. Notably, around 36% of the paired samples showed more than 25% difference in EOF concentrations between the two samples collected 2 to 3 weeks apart, suggesting humans are exposed to fast eliminating unrecognized EOF in daily life.