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RESEARCH ARTICLE

Rare earth elements binding humic acids: NICA–Donnan modelling

Alba Otero-Fariña https://orcid.org/0000-0002-0053-9482 A G , Noémie Janot https://orcid.org/0000-0001-9287-2532 A B C , Rémi Marsac D , Charlotte Catrouillet E and Jan E. Groenenberg https://orcid.org/0000-0002-3227-4052 A F *
+ Author Affiliations
- Author Affiliations

A Laboratoire Interdisciplinaire des Environnements Continentaux (LIEC), Centre national de la recherche scientifique (CNRS), Université de Lorraine, LIEC – UMR 7360, F-54501 Vandœuvre-lès-Nancy, France.

B Institut national de recherche pour l’agriculture, l’alimentation et l’environnement (INRAE), LSE – UMR 1120, F-54501 Vandœuvre-lès-Nancy, France.

C Institut national de recherche pour l’agriculture, l’alimentation et l'environnement (INRAE), ISPA – UMR 1391, F-33140 Villenave d’Ornon, France.

D Géosciences Rennes, Centre national de la recherche scientifique (CNRS), Université de Rennes UMR 6118, F-35000 Rennes, France.

E Institut de physique du globe de Paris, Centre national de la recherche scientifique (CNRS), Université Paris Cité, F-75005 Paris, France.

F Department of Environmental Sciences, Soil Chemistry and Chemical Soil Quality group, Wageningen University, PO Box 47, 6700 AA Wageningen, Netherlands.

G Present address: School of Earth and Environment, University of Leeds, Leeds, LS2 9JT, UK.

* Correspondence to: bertjan.groenenberg@wur.nl

Handling Editor: Stephen Lofts

Environmental Chemistry 21, EN23049 https://doi.org/10.1071/EN23049
Submitted: 1 May 2023  Accepted: 15 August 2023  Published: 22 September 2023

© 2024 The Author(s) (or their employer(s)). Published by CSIRO Publishing.

Abstract

Environmental context

Rare earth elements (REEs) are technologically critical elements released into the environment by various anthropogenic activities, and whose ecotoxicological impacts are still largely unknown. REE binding to natural organic matter (NOM) is key to understand their fate and bioavailability in the environment. With this work, it is now possible to predict REE binding to NOM in various environments using various speciation software (ECOSAT, ORCHESTRA, Visual MINTEQ).

Rationale

Understanding rare earth element (REE) speciation in different natural environments is important to evaluate their environmental risks because different chemical species of an element may have different bioavailability and toxicity. REEs have a great affinity for particulate and dissolved organic matter, particularly fulvic and humic acids (HAs). Thus, the use of humic ion binding models may help to understand and predict the behaviour and speciation of these species in surface waters, groundwaters and soils.

Methodology

In this work, we used previously published experimental datasets to parameterise the NICA–Donnan model for REEs binding with HAs, using the model optimisation tool PEST-ORCHESTRA. We propose using linear free energy relationships (LFERs) to constrain the number of parameters to optimise.

Results

We determined a coherent NICA–Donnan parameter set for the whole REEs series being compatible with available generic NICA–Donnan parameters for other metals. The impact of pH, ionic strength and REE/HA ratio as well as the presence of competitors (Fe3+, Al3+ and Cu2+) on model results is analysed.

Discussion

We consolidate confidence in our derived NICA–Donnan parameters for REEs by comparing them with the Irving–Rossotti LFER. We also show the general applicability of this relationship to predict and constrain metal-binding parameters for the NICA–Donnan model. We discuss observed shortcomings and provide suggestions for potential improvement of NICA–Donnan modelling.

Keywords: humic acid, linear free energy relationships (LFER), NICA–Donnan model, rare earth elements, soil chemistry, organic matter, speciation, trace metals, water chemistry.

References

Batley GE, Campbell PGC (2022) Metal contaminants of emerging concern in aquatic systems. Environmental Chemistry 19(1), 23-40.
| Crossref | Google Scholar |

Benedetti MF, Van Riemsdijk WH, Koopal LK (1996) Humic Substances Considered as a Heterogeneous Donnan Gel Phase. Environmental Science & Technology 30(6), 1805-1813.
| Crossref | Google Scholar |

Borgmann U, Couillard Y, Doyle P, et al. (2005) Toxicity of sixty-three metals and metalloids to Hyalella azteca at two levels of water hardness. Environmental Toxicology and Chemistry 24(3), 641-652.
| Crossref | Google Scholar | PubMed |

Carbonaro RF, Di Toro DM (2007) Linear free energy relationships for metal–ligand complexation: monodentate binding to negatively charged oxygen donor atoms. Geochimica et Cosmochimica Acta 71(16), 3958-3968.
| Crossref | Google Scholar |

Catrouillet C, Guenet H, Pierson-Wickmann AC, et al. (2020) Rare earth elements as tracers of active colloidal organic matter composition. Environmental Chemistry 17(2), 133-139.
| Crossref | Google Scholar |

Di Bonito M, Lofts S, Groenenberg JE (2018) Models of Geochemical Speciation: Structure and Applications. In ‘Environmental Geochemistry: Site Characterization, Data Analysis and Case Histories’. (Eds B De Vivo, HE Belkin, A Lima) pp. 237–305. (Elsevier: Amsterdam, Netherlands) 10.1016/B978-0-444-63763-5.00012-4

Gangloff S, Stille P, Pierret MC, et al. (2014) Characterization and evolution of dissolved organic matter in acidic forest soil and its impact on the mobility of major and trace elements (case of the Strengbach watershed). Geochimica et Cosmochimica Acta 130, 21-41.
| Crossref | Google Scholar |

Gonzalez V, Vignati DAL, Leyval C, et al. (2014) Environmental fate and ecotoxicity of lanthanides: are they a uniform group beyond chemistry? Environment International 71, 148-57.
| Crossref | Google Scholar | PubMed |

González V, Vignati DAL, Pons MN, et al. (2015) Lanthanide ecotoxicity: first attempt to measure environmental risk for aquatic organisms. Environmental Pollution 199, 139-147.
| Crossref | Google Scholar |

Groenenberg JE, Lofts S (2014) The use of assemblage models to describe trace element partitioning, speciation, and fate: a review. Environmental Toxicology and Chemistry 33(10), 2181-2196.
| Crossref | Google Scholar | PubMed |

Groenenberg JE, Koopmans GF, Comans RNJ (2010) Uncertainty Analysis of the Non-ideal Competitive Adsorption−Donnan Model: Effects of Dissolved Organic Matter Variability on Predicted Metal Speciation in Soil Solution. Environmental Science & Technology 44(4), 1340-1346.
| Crossref | Google Scholar | PubMed |

Gustafsson JP (2001) Modeling the Acid–Base Properties and Metal Complexation of Humic Substances with the Stockholm Humic Model. Journal of Colloid and Interface Science 244(1), 102-112.
| Crossref | Google Scholar |

Gwenzi W, Mangori L, Danha C, et al. (2018) Sources, behaviour, and environmental and human health risks of high-technology rare earth elements as emerging contaminants. Science of the Total Environment 636, 299-313.
| Crossref | Google Scholar | PubMed |

Irving H, Rossotti H, Taugbøl K, et al. (1956) Some Relationships Among the Stabilities of Metal Complexes. Acta Chemica Scandinavica 10, 72-93.
| Crossref | Google Scholar |

Janot N, Pinheiro JP, Botero WG, et al. (2017) PEST-ORCHESTRA, a tool for optimising advanced ion-binding model parameters: derivation of NICA-Donnan model parameters for humic substances reactivity. Environmental Chemistry 14(1), 31.
| Crossref | Google Scholar |

Johannesson KH, Tang J, Daniels JM, et al. (2004) Rare earth element concentrations and speciation in organic-rich blackwaters of the Great Dismal Swamp, Virginia, USA. Chemical Geology 209(3–4), 271-294.
| Crossref | Google Scholar |

Khan AM, Yusoff I, Bakar NKA, et al. (2016) Assessing anthropogenic levels, speciation, and potential mobility of rare earth elements (REEs) in ex-tin mining area. Environmental Science and Pollution Research 23(24), 25039-25055.
| Crossref | Google Scholar | PubMed |

Kinniburgh DG, van Riemsdijk WH, Koopal LK, et al. (1999) Ion binding to natural organic matter: competition, heterogeneity, stoichiometry and thermodynamic consistency. Colloids and Surfaces A: Physicochemical and Engineering Aspects 151(1–2), 147-166.
| Crossref | Google Scholar |

Klungness GD, Byrne RH (2000) Comparative hydrolysis behavior of the rare earths and yttrium: the influence of temperature and ionic strength. Polyhedron 19(1), 99-107.
| Crossref | Google Scholar |

Koopal LK, Saito T, Pinheiro JP, et al. (2005) Ion binding to natural organic matter: general considerations and the NICA–Donnan model. Colloids and Surfaces A: Physicochemical and Engineering Aspects 265(1–3), 40-54.
| Crossref | Google Scholar |

Koopal L, Tan W, Avena M (2020) Equilibrium mono- and multicomponent adsorption models: From homogeneous ideal to heterogeneous non-ideal binding. Advances in Colloid and Interface Science 280, 102138.
| Crossref | Google Scholar | PubMed |

Koopal L, Xiong J, Tan W, et al. (2022) Proton binding to humic nano particles: electrostatic interaction and the condensation approximation. Physical Chemistry Chemical Physics 24(2), 704-714.
| Crossref | Google Scholar | PubMed |

Kouhail YZ, Benedetti MF, Reiller PE (2016) Eu(III)–Fulvic Acid Complexation: Evidence of Fulvic Acid Concentration-Dependent Interactions by Time-Resolved Luminescence Spectroscopy. Environmental Science & Technology 50(7), 3706-3713.
| Crossref | Google Scholar | PubMed |

Kouhail Y, Dror I, Berkowitz B (2019) Current knowledge on transport and reactivity of technology-critical elements (TCEs) in soil and aquifer environments. Environmental Chemistry 17, 118-132.
| Crossref | Google Scholar |

Lachaux N, Catrouillet C, Marsac R, et al. (2022) Implications of speciation on rare earth element toxicity: a focus on organic matter influence in Daphnia magna standard test. Environmental Pollution 307, 119554.
| Crossref | Google Scholar | PubMed |

Lenoir T, Matynia A, Manceau A (2010) Convergence-optimized procedure for applying the NICA-Donnan model to potentiometric titrations of humic substances. Environmental Science & Technology 44(16), 6221-6227.
| Crossref | Google Scholar | PubMed |

Leybourne MI, Johannesson KH (2008) Rare earth elements (REE) and yttrium in stream waters, stream sediments, and Fe–Mn oxyhydroxides: Fractionation, speciation, and controls over REE + Y patterns in the surface environment. Geochimica et Cosmochimica Acta 72(24), 5962-5983.
| Crossref | Google Scholar |

Liu H, Pourret O, Guo H, et al. (2017) Rare earth elements sorption to iron oxyhydroxide: model development and application to groundwater. Applied Geochemistry 87, 158-166.
| Crossref | Google Scholar |

Lofts S, Tipping E (2011) Assessing WHAM/Model VII against field measurements of free metal ion concentrations: model performance and the role of uncertainty in parameters and inputs. Environmental Chemistry 8(5), 501-516.
| Crossref | Google Scholar |

Malhotra N, Hsu HS, Liang ST, et al. (2020) An Updated Review of Toxicity Effect of the Rare Earth Elements (REEs) on Aquatic Organisms. Animals 10(9), 1663.
| Crossref | Google Scholar | PubMed |

Marsac R, Davranche M, Gruau G, et al. (2010) Metal loading effect on rare earth element binding to humic acid: experimental and modelling evidence. Geochimica et Cosmochimica Acta 74(6), 1749-1761.
| Crossref | Google Scholar |

Marsac R, Davranche M, Gruau G, et al. (2011) An improved description of the interactions between rare earth elements and humic acids by modeling: PHREEQC-Model VI coupling. Geochimica et Cosmochimica Acta 75(19), 5625-5637.
| Crossref | Google Scholar |

Marsac R, Davranche M, Gruau G, et al. (2012) Aluminium competitive effect on rare earth elements binding to humic acid. Geochimica et Cosmochimica Acta 89, 1-9.
| Crossref | Google Scholar |

Marsac R, Davranche M, Gruau G, et al. (2013) Effects of Fe competition on REE binding to humic acid: origin of REE pattern variability in organic waters. Chemical Geology 342, 119-127.
| Crossref | Google Scholar |

Marsac R, Catrouillet C, Davranche M, et al. (2021) Modeling rare earth elements binding to humic acids with model VII. Chemical Geology 567, 120099.
| Crossref | Google Scholar |

Meeussen JCL (2003) ORCHESTRA: An Object-Oriented Framework for Implementing Chemical Equilibrium Models. Environmental Science & Technology 37(6), 1175-1182.
| Crossref | Google Scholar | PubMed |

Migaszewski ZM, Gałuszka A (2015) The Characteristics, Occurrence, and Geochemical Behavior of Rare Earth Elements in the Environment: A Review. Critical Reviews in Environmental Science and Technology 45(5), 429-471.
| Crossref | Google Scholar |

Milne CJ, Kinniburgh DG, Tipping E (2001) Generic NICA-Donnan Model Parameters for Proton Binding by Humic Substances. Environmental Science & Technology 35(10), 2049-2059.
| Crossref | Google Scholar | PubMed |

Milne CJ, Kinniburgh DG, van Riemsdijk WH, et al. (2003) Generic NICA−Donnan Model Parameters for Metal-Ion Binding by Humic Substances. Environmental Science & Technology 37(5), 958-971.
| Crossref | Google Scholar | PubMed |

Oral R, Pagano G, Siciliano A, et al. (2017) Heavy rare earth elements affect early life stages in Paracentrotus lividus and Arbacia lixula sea urchins. Environmental Research 154, 240-246.
| Crossref | Google Scholar | PubMed |

Pagano G, Thomas PJ, Di Nunzio A, et al. (2019) Human exposures to rare earth elements: Present knowledge and research prospects. Environmental Research 171, 493-500.
| Crossref | Google Scholar | PubMed |

Pourret O, Davranche M, Gruau G, et al. (2007) Rare earth elements complexation with humic acid. Chemical Geology 243(1–2), 128-141.
| Crossref | Google Scholar |

Pourret O, Gruau G, Dia A, et al. (2010) Colloidal Control on the Distribution of Rare Earth Elements in Shallow Groundwaters. Aquatic Geochemistry 16(1), 31-59.
| Crossref | Google Scholar |

Romero-Freire A, Minguez L, Pelletier M, et al. (2018) Assessment of baseline ecotoxicity of sediments from a prospective mining area enriched in light rare earth elements. Science of the Total Environment 612, 831-839.
| Crossref | Google Scholar | PubMed |

Romero-Freire A, Joonas E, Muna M, et al. (2019) Assessment of the toxic effects of mixtures of three lanthanides (Ce, Gd, Lu) to aquatic biota. Science of the Total Environment 661, 276-284.
| Crossref | Google Scholar | PubMed |

Romero-Freire A, González V, Groenenberg JE, et al. (2021) Cytotoxicity and genotoxicity of lanthanides for Vicia faba L. are mediated by their chemical speciation in different exposure media. Science of the Total Environment 790, 148223.
| Crossref | Google Scholar | PubMed |

Singhal RK, Preetha J, Karpe R, et al. (2006) The use of ultrafiltration in trace metal speciation studies in sea water. Environment International 32(2), 224-228.
| Crossref | Google Scholar | PubMed |

Sonke JE, Salters VJM (2006) Lanthanide–humic substances complexation. I. Experimental evidence for a lanthanide contraction effect. Geochimica et Cosmochimica Acta 70(6), 1495-1506.
| Crossref | Google Scholar |

Tipping E (1998) Humic Ion-Binding Model VI: An Improved Description of the Interactions of Protons and Metal Ions with Humic Substances. Aquatic Geochemistry 4, 3-47.
| Crossref | Google Scholar |

Tipping E (2002) ‘Cation Binding by Humic Substances’. Cambridge Environmental Chemistry Series. (Cambridge University Press: Cambridge, UK) 10.1017/CBO9780511535598

Tipping E, Lofts S, Sonke JE (2011) Humic Ion-Binding Model VII: a revised parameterisation of cation binding by humic substances. Environmental Chemistry 8(3), 225-235.
| Crossref | Google Scholar |

US EPA (Environmental Protection Agency) (1999) ‘MINTEQA2/PRODEFA2, A Geochemical assessment model for environmental systems: user manual supplement for version 4.0.’ (US EPA, National Exposure Research Laboratory, Ecosystems Research Division: Athens, GA)

van Riemsdijk WH, Koopal LK, Kinniburgh DG, et al. (2006) Modeling the Interactions between Humics, Ions, and Mineral Surfaces. Environmental Science & Technology 40(24), 7473-7480.
| Crossref | Google Scholar | PubMed |

Vermeer AWP, van Riemsdijk WH, Koopal LK (1998) Adsorption of Humic Acid to Mineral Particles. 1. Specific and Electrostatic Interactions. Langmuir 14(10), 2810-2819.
| Crossref | Google Scholar |

Vukov O, Smith DS, McGeer JC (2016) Acute dysprosium toxicity to Daphnia pulex and Hyalella azteca and development of the biotic ligand approach. Aquatic Toxicology 170, 142-151.
| Crossref | Google Scholar | PubMed |

Yamamoto Y, Takahashi Y, Shimizu H (2010) Systematic change in relative stabilities of REE-humic complexes at various metal loading levels. Geochemical Journal 44(1), 39-63.
| Crossref | Google Scholar | PubMed |