Cited by 87Per- and polyfluoroalkyl substances researchGroundwater flow and contamination studiesFluoride Effects and Removal

Column versus batch methods for measuring PFOS and PFOA sorption to geomedia

Open access
Van Glubt, Sarah, Brusseau, Mark L., Yan, Ni, Huang, Dandan, Khan, Naima, Carroll, Kenneth C.·2021·Environmental Pollution

Abstract

The objective of this study is to compare the consistency between column and batch experiment methods for measuring solid-phase sorption coefficients and isotherms for per and polyfluoroalkyl substances (PFAS). Perfluorooctane sulfonic acid (PFOS) and perfluorooctanoic acid (PFOA) are used as representative PFAS, and experiments are conducted with three natural porous media with differing geochemical properties. Column-derived sorption isotherms are generated by conducting multiple experiments with different input concentrations (multi-C0 method) or employing elution-front integration wherein the entire isotherm is determined from a single breakthrough curve (BTC) elution front. The isotherms generated with the multi-C0 column method compared remarkably well to the batch isotherms over an aqueous concentration range of 3–4 orders of magnitude. Specifically, the 95% confidence intervals for the individual isotherm variables overlapped, producing statistically identical regressions. The elution-front integration isotherms generally agreed with the batch isotherms, but exhibited noise and systematic deviation at lower concentrations in some cases. All data sets were well described by the Freundlich isotherm model. Freundlich N values ranged from 0.75 to 0.81 for PFOS and was 0.87 for PFOA and are consistent with values reported in the literature for different geomedia. The results of this study indicate that column and batch experiments can measure consistent sorption isotherms and sorption coefficients for PFOS and PFOA when robust experimental setup and data analysis are implemented.

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Crossref · 10.1016/j.envpol.2020.115917

Cites

53 of 53 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 42 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Batch and column data for PFOS and PFOA on sand show similar consistency and robustness as prior systems.

    “The batch and column data exhibit similar consistency and robustness as observed for the prior systems.”
    Quote in the paperSubstantial claim
  • Findingown data

    Nonreactive tracer BTCs were ideal.

    “BTCs for the NRT are observed to be ideal (see Figure S1 in the SI), as was observed by Brusseau et al. (2019a).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Brusseau et al. (2019a)

      Not checked in the free run.

  • Findingown data

    Column mass recovery values ranged from 92% to 110%.

    “Mass recovery values for the column experiments range from 92% to 110%.”
    Quote in the paperNot a substantial claim
  • Findingown data

    PFOS and PFOA BTCs were nonideal, with asymmetry and tailing.

    “In contrast to the NRT, the BTCs for PFOS and PFOA are observed to be nonideal, exhibiting asymmetry and tailing.”
    Quote in the paperSubstantial claim
  • Findingown data

    Dispersivities from NRT data were 0.2, 0.2, and 0.5 cm for sand, Vinton, and Eustis, respectively.

    “The dispersivities determined from analysis of the NRT data are 0.2, 0.2, and 0.5 cm for the sand, Vinton, and Eustis, respectively.”
    Quote in the paperNot a substantial claim
  • May combine two claims. 25
  • Classified as probably not a substantial claim. 12
  • May combine two claims.

    Findingown data

    The 95% confidence intervals for individual PFOS-Eustis isotherm variables overlap, giving statistically identical regressions.

    “The 95% confidence intervals for the individual isotherm variables overlap, producing statistically identical regressions.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Batch and column data for PFOS-Eustis are well described by the Freundlich model and indicate nonlinear sorption.

    “Data from both types of experiments are well described by the Freundlich isotherm model, and indicate PFOS undergoes nonlinear sorption with Eustis soil.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The three media have similar median grain diameters but different geochemical properties.

    “The media have similar median grain diameters, but different geochemical properties (Table S1 in the Supplemental Information file).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The equivalent-Kd values calculated using the isotherm regression reported herein for the same input concentrations used by Guelfo et al. (2020) are approximately 0.4 L/452 kg and 0.2 L/kg for PFOS and PFOA, respectively.

    “The equivalent-Kd values calculated using the isotherm regression reported herein for the same input concentrations used by Guelfo et al. (2020) are approximately 0.4 L/452 kg and 0.2 L/kg for PFOS and PFOA, respectively.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Guelfo et al. (2020)

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    The Kd values differ by a factor of ~3 for PFOS but are identical for PFOA.

    “The Kd values differ by a factor of ~3 for PFOS but are identical for PFOA.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Elution-front integration isotherms for Eustis and Vinton extend to lower aqueous concentrations than batch and multi-C0 column data, but not for PFOS on sand.

    “The isotherms determined from the integration method for Eustis and Vinton extend beyond the lower aqueous concentrations of the batch and multi-C0 column data, while this is not the case for PFOS with sand.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The equivalent-Kd values calculated for PFOS and PFOA using the isotherm regression reported herein for 0.1 mg/L are 0.23 L/kg and 0.13 L/kg, respectively, which are larger than the values reported by Aly et al. (2018).

    “These values are smaller than the equivalent-Kd values of 0.23 L/kg and 0.13 L/kg calculated for PFOS and PFOA, respectively, using the isotherm regression reported herein for 0.1 mg/L (the concentration employed in the Aly study).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Aly et al. (2018) source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Elution-front integration isotherms generally agreed with batch isotherms but showed noise and systematic deviation at lower concentrations in some cases.

    “The elution-front integration isotherms generally agreed with the batch isotherms, but exhibited noise and systematic deviation at lower concentrations in some cases.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Freundlich N values for PFOS on the two soils are similar (0.75 and 0.77) and lower than for sand (0.81).

    “The Freundlich N values for PFOS sorption by the two soils are similar, 0.75 and 0.77, and are smaller than the N obtained for the sand (0.81).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    The N value for PFOA-sand (0.87) is larger than for PFOS-sand, though confidence intervals overlap.

    “The N value for PFOA-sand (0.87) is larger than for PFOS-sand, although the 95% confidence intervals also overlap.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    95% confidence intervals for individual isotherm variables overlapped, producing statistically identical regressions.

    “Specifically, the 95% confidence intervals for the individual isotherm variables overlapped, producing statistically identical regressions.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Freundlich N values ranged from 0.75 to 0.81 for PFOS and were 0.87 for PFOA.

    “Freundlich N values ranged from 0.75 to 0.81 for PFOS and was 0.87 for PFOA”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Aly et al. (2019) reported batch and column Kd data for six PFAS on a soil but did not compare them.

    “Aly et al. (2019) reported Kd data measured with both batch and column experiments for the sorption of 6 PFAS by a soil, but did not compare the two sets of data.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Aly et al. (2019)

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Guelfo et al. (2020) found batch-derived equilibrium parameters predicted column transport well in some cases and poorly in others, concluding they sometimes did not represent transport well.

    “They observed good predictions in some cases and poorer predictions in others, concluding that the batch-derived equilibrium parameters did not provide good representation of transport in some instances.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Guelfo et al. (2020)

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Over the past 15 years, nearly 100 studies examined PFAS sorption by geomedia and geomedia constituents; most used batch methods, while very few used column methods.

    “Over the past 15 years, close to 100 studies have investigated the sorption of PFAS by geomedia and specific constituents of geomedia. Of these, the vast majority have used batch methods to quantify sorption, with only a very few employing column methods”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Vierke et al., 2014 source

      Not checked in the free run.

    • cites McKenzie et al., 2015 source

      Not checked in the free run.

    • cites Aly et al., 2018 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    The consistency among R values from different methods indicates the BTCs are self-consistent, robust, and sufficiently resolved to characterize sorption.

    “The excellent consistency among the Rs obtained with the different methods indicates that the BTCs are self-consistent, robust, and of sufficient resolution to characterize sorption.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Prior PFAS column-batch comparison studies used only one influent concentration, limiting comparisons and leaving unclear whether results would differ with different input concentrations.

    “The column experiments in all of the prior comparison studies cited above employed only one influent concentration. Thus, the comparisons between column and batch measurements were limited, and it is not clear if the comparisons would differ for column experiments conducted with different input concentrations.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Aly et al. (2018) source

      Not checked in the free run.

    • cites Brusseau et al. (2019a)

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Many studies across diverse solutes, media, and analysis methods found column and batch methods consistent.

    “Consistency between the two methods has been observed in a number of investigations spanning a wide range of solutes, porous media, and data-analysis methods”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Schneider and Smith, 1968

      Not checked in the free run.

    • cites Schweich et al., 1983 source

      Not checked in the free run.

    • cites Nkedi-Kizza et al., 1987 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Assuming PFOS and PFOA are recalcitrant, the recovery variability is presumed due to analytical uncertainty.

    “Assuming that PFOS and PFOA are recalcitrant, the recovery variability is presumed to be due to analytical uncertainty.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: PFOS and PFOA are recalcitrant.
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Triplicate experiments were conducted for PFOS transport in sand at C0 = 1 and 10 mg/L and in Vinton at C0 = 10 mg/L.

    “Triplicate experiments were conducted for PFOS transport in the sand for C0 = 1 and 10 mg/L and for Vinton for C0 = 10 mg/L (see Table S2).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    The experimental and analysis methods are robust.

    “This in turn indicates that the experimental and analysis methods are robust.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The robustness check is routinely used for the authors' column experiments.

    “This robustness check is routinely used for our column experiments.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Prior studies observed good agreement between adsorption isotherms from elution-front integration and batch experiments, and between elution-front integration and multi-C0 column experiments, when equilibrium sorption conditions were ensured.

    “Prior studies have observed good agreement between adsorption isotherms determined from elution-front integration and batch experiments (Burgisser et al., 1993) and from elution-front integration and multi-C0 column experiments (Fesch et al., 1998; Metzelder et al., 2018) when equilibrium sorption conditions were ensured.”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Burgisser et al., 1993 source

      Not checked in the free run.

    • cites Fesch et al., 1998 source

      Not checked in the free run.

    • cites Metzelder et al., 2018

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    This robustness is consistent with prior theoretical and experimental studies.

    “This is consistent with prior theoretical and experimental studies (e.g. Glueckauf, 1955; Kucera, 1965; Buffham, 1973, 1984; Villermaux, 1974; Valocchi, 1985; Brusseau, 1992; Brusseau et al., 2012).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Glueckauf, 1955 source

      Not checked in the free run.

    • cites Kucera, 1965 source

      Not checked in the free run.

    • cites Buffham, 1973 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationown data

    The N values indicate a relatively moderate degree of nonlinearity.

    “The magnitude of the N values indicates a relatively moderate degree of nonlinearity.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Whether batch or column methods yield consistent or representative results will be dependent upon the use of appropriate experimental conditions.

    “This will be dependent upon the use of appropriate experimental conditions.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The smaller Kd values reported by Aly et al. (2018) compared to this study reflect the nonlinearity determined in the present study as well as differences in the properties of the quartz sands, wherein the sand used in this study has a greater organic carbon content than the sand used by Aly et al.

    “The smaller Kd values reported by Aly et al. (2018) compared to this study reflect the nonlinearity determined in the present study as well as differences in the properties of the quartz sands, wherein the sand used in this study has a greater organic carbon content than the sand used by Aly et al.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Aly et al. (2018) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing). May combine two claims.

    Premisecitation

    Brusseau et al. (2019a) hypothesized that metal oxides contributed significantly to PFOS sorption on Vinton, which has more than three times the metal oxide content of Eustis.

    “Brusseau et al. (2019a) hypothesized that metal oxides contributed significantly to PFOS sorption for Vinton, which has more than 3 times the metal oxide content of Eustis soil.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Brusseau et al. (2019a)

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationnone given

    Column experiments offer significant advantages, as they are implemented under dynamic conditions representative of transport, avoid soil abrasion that may occur during mixing during batch experiments, and involve higher soil to solution ratios that are representative of those in the subsurface environment.

    “Column experiments offer significant advantages, as they are implemented under dynamic conditions representative of transport, avoid soil abrasion that may occur during mixing during batch experiments, and involve higher soil to solution ratios that are representative of those in the subsurface environment.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Extended elution tailing for PFOS transport in Eustis and Vinton soils was observed previously and determined mainly due to rate-limited sorption/desorption.

    “Extended elution tailing was observed for PFOS transport in Eustis and Vinton soils in a previous study, which was determined to be the result primarily of rate-limited sorption/desorption (Brusseau et al., 2019a).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Brusseau et al., 2019a

      Not checked in the free run.

  • May combine two claims.

    Premisenone given

    The soils and sediments used in the cited studies have organic carbon contents ranging from approximately 0.5% to 10%, which are significantly larger than the OC contents of the geomedia used in this study.

    “The soils and sediments used in the cited studies have organic carbon (OC) contents ranging from approximately 0.5% to 10%, which are significantly larger than the OC contents of the geomedia used in this study.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    The excellent consistency between the two methods observed in this study does not necessarily mean that batch or column methods will always yield consistent or representative results.

    “The excellent consistency between the two methods observed in this study does not necessarily mean that batch or column methods will always yield consistent or representative results.”
    Quote in the paperNot a substantial claim
32 of 32
  • The authors state this as an assumption.

    PFOS and PFOA are recalcitrant.

    “Assuming that PFOS and PFOA are recalcitrant, the recovery variability is presumed to be due to analytical uncertainty.”
  • The authors state this as an assumption.

    The elution-integration method assumes nonlinear equilibrium sorption is the only significant process affecting solute transport and tailing.

    “The elution-integration method is based on the premise that nonlinear equilibrium sorption is the sole significant process influencing solute transport and tailing.”
  • The authors state this as an assumption.

    The elution-front integration method assumes that nonlinear equilibrium sorption is the sole significant process influencing transport.

    “Additionally, this method is based on the assumption that nonlinear equilibrium sorption is the sole significant process influencing transport.”
3 of 3

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Authors
Van Glubt, S., Brusseau, M. L., Yan, N., Huang, D., Khan, N., & Carroll, K. C.
Affiliations
  • University of Arizona (US)
  • New Mexico State University (US)
Corresponding author
Brusseau, Mark L.
Venue
Environmental Pollution
Publisher
Elsevier BV
Published
2021-01
Volume
268
Issue
Pt B
Pages
115917
ISSN
0269-7491 (ISSN-L)
OpenAlex
W3093977941
Cited by
87
References
55
Citations by year
2026: 11 · 2025: 19 · 2024: 16 · 2023: 15 · 2022: 15 · 2021: 10 · 2020: 1
FWCI
3.80
Type
journal article
Language
en
Open access
Locations
  • Environmental Pollution (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
  • China Postdoctoral Science Foundation (2019M662448)
  • National Institute of Environmental Health Sciences (42 ES 4940)
  • National Natural Science Foundation of China (41907161)
Topics
  • Physical Sciences › Environmental Science › Environmental Chemistry › Per- and polyfluoroalkyl substances research
  • Physical Sciences › Environmental Science › Environmental Engineering › Groundwater flow and contamination studies
  • Physical Sciences › Environmental Science › Water Science and Technology › Fluoride Effects and Removal
Keywords
PFOS, perfluorooctanoic acid, PFAS sorption, column experiments, batch experiments, sorption isotherms, sorption coefficient, breakthrough curves, Freundlich isotherm, porous media, geochemical heterogeneity
MeSH terms
Caprylates, Fluorocarbons, Soil, Alkanesulfonic Acids

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