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SimpleBox4nano
Towards validating nanomaterial
predicted environmental concen-
trations from SimpleBox4nano
using the NanoFASE Water-Soil-
Organism (WSO) spatiotemporal
multimedia fate model
Joris TK Quik, Sam Harrison, Jaap Slootweg,
Joris Meesters, Veronique Adam, Jeroen
Kuenen, Stephen Lofts and Willie Peijnenburg
Environmental Exposure assessment
Emission Fate Exposure
Tools available: the European Union System for the Evaluation of
Substances (EUSES), implemented also in ECETOC TRA and Chesar.
SimpleBox basis for EUSES Multimedia fate module
SimpleBox4nano | 30-05-2019
v.d. Meent, et al. 2014
Hollander et al., 2016
rivm.nl/SimpleBox
Adaptation of SimpleBox 4.0 to SimpleBox4Nano
● Transport between compartments
(air, soil, water and sediment)
based on rate constants instead
of thermodynamic equilibrium
(partitioning)
● Inclusion of speciation in “free”
and heteroagglomerated
nanoparticles
● Account for transformation to
other forms, e.g. due to
dissolution
water
sediment
Meesters et al., 2013
Meesters et al., 2014
SimpleBox4nano | 30-05-2019
Adaptation of SimpleBox 4.0 to SimpleBox4Nano
● Transport between compartments
(air, soil, water and sediment)
based on rate constants instead
of thermodynamic equilibrium
(partitioning)
● Inclusion of speciation in “free”
and heteroagglomerated
nanoparticles
● Account for transformation to
other forms, e.g. due to
dissolution
SimpleBox4nano | 30-05-2019
Nanoparticle (1-100 nm)
Colloidal
heteroagglomerate (<450 nm)
Coarse
heteroagglomerate (>450 nm)
Transformed form (i.e. dissolved metal)
Uncertainty & Variability compared
SimpleBox4nano | 30-05-2019
Meesters et al., 2016
Meesters et al., 2018
● PEC sensitive to transformation
rates above approx. 10-12
s-1
● PEC sensitive to attachment
efficiency for heteroaggregation
– Varied sensitivity between
compartments.
Critical ranges of parameters need
quantification/measurement.
PEC insensitive
Sensitivity
PEC sensitiveCritical range
2.5-97.5th
percentile
Meesters et al., 2019
SimpleBox4nano | 30-05-2019
Towards validating nanomaterial
predicted environmental concentrations from
SimpleBox4nano using the NanoFASE-WSO
spatiotemporal multimedia fate model
SimpleBox4nano | 30-05-2019
Difference in characteristics of the two models
SimpleBox4nano NanoFASE WSO Water-Soil-Organism
Screening level (second tier) Greater realism (higher tier)
Steady state conditions Time explicit
Multimedia:
air, water, sediment, soil
Multimedia: water, sediment, soil
Air input from LOTOS-EUROS
Regional to continental scale Gridded: 5x5 km
Background, regional
concentrations
Local concentrations
SimpleBox4nano | 30-05-2019
Why compare these two models?
SimpleBox4nano | 30-05-2019
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0 5 10 15 20 25 30 35 40 45
Ce(μgl-1)
Distance (km)
αhet=0
αhet=0.1
αhet=0.5
αhet=1
measurements
What can we learn from the comparison?
● The relation between SimpleBox4nano (SB4N) PEC[steady state] and the
spatially distributed PEC [local] from the NanoFASE-WSO model.
– Understand the relation to hotspots
– Quantify the validity in relation to the percentage of locations
protected by the steady state regional PEC: 90%.
SimpleBox4nano | 30-05-2019
Scenario
● Thames catchment (size of SB4N compartments adjusted)
● TiO2 nPs with average size from the NF-WSO PSD
● Emission redistributed to 3 soil sub-compartments and 1 air and
fresh water compartment.
› Based on dynamic MFA model
● Parameters based on NF-WSO:
– Suspended Particulate Matter (SPM) concentration, size and
density adjusted based on NF-SWO
– Attachment efficiencies and dissolution rate constants
● Other parameters left at defaults
● Concentrations from NF-WSO = after 1 year
SimpleBox4nano | 30-05-2019
● PEC[steady state]
Same order of
magnitude as 90th
percentile of
NF-WSO PEC
SimpleBox4nano | 30-05-2019
Fresh Water
● PEC[steady state] ~valid
Same order of
magnitude as 90th
percentile of
NF-WSO PEC
● PEC[1 year]
An order of magnitude
lower than 90th
percentile
of
NF-WSO PEC
SimpleBox4nano | 30-05-2019
Fresh Water
● PEC[steady state] and PEC[1year]
valid
Orders of magnitude
larger than 90th
percentile of
NF-WSO PEC
SimpleBox4nano | 30-05-2019
Sediment
● PEC[steady state] valid
Orders of magnitude
larger than 90th
percentile of
NF-WSO PEC
● PEC[1 year] valid
Larger than 90th
percentile
SimpleBox4nano | 30-05-2019
Soil
Conclusions
● SB4N PECs (steady state or 1 year)
– Valid for soil and sediment
compartments
– Sinks for ENMs
● Water compartment
– PEC[steady state] is ok
– PEC[1 year] seems low
● Recommend to further specify the
scenario based on NF-WSO Thames
implementation - e.g. resuspension rate.
SimpleBox4nano | 30-05-2019
Outlook
● SimpleBox4nano is robust modelling tool
for predicting exposure concentrations of
nanomaterials
– Screening-level exposure assessment
– Research tool; needs incorporation in
end-user tools such as EUSES for
broader usability.
Further inquiries:
joris.quik@rivm.nl
rivm.nl/SimpleBox
SimpleBox4nano
Download here
Acknowledgements
Willie Peijnenburg, Eric Bleeker, Martine Bakker, Eleni Tsitsiou, Dik
van de Meent
CEH/NERC – TNO – WUR – SLU – UoGEN– EMPA - LIETAT
This work is supported by funding from the European Union’s Horizon
2020 research and innovation programme under grant agreement No
686239 “caLIBRAte” and No 646002 “NanoFASE”
SimpleBox4nano | 30-05-2019
Literature
• Hollander, A., M. Schoorl, and D. van de Meent. 2016. 'SimpleBox 4.0: Improving the model while keeping it
simple', Chemosphere, 148: 99-107.
• Klein, J. J. M. d.; Quik, J. T. K.; Bäuerlein, P. S.; Koelmans, A. A., Towards validation of the NanoDUFLOW
nanoparticle fate model for the river Dommel, The Netherlands. Environ. Sci.: Nano 2016, 3, (2), 434-441.
• Meesters, J.A.J., K. Veltman, A.J. Hendriks, and D. van de Meent. 2013. 'Environmental exposure assessment of
engineered nanoparticles: why REACH needs adjustment', Integr Environ Assess Manag, 9: e15-26.
• Meesters, J.A.J., A.A. Koelmans, J.T.K. Quik, A.J. Hendriks, and D. van de Meent. 2014. 'Multimedia Modeling of
Engineered Nanoparticles with SimpleBox4nano: Model Definition and Evaluation', Environ Sci Technol, 48: 5726-
36.
• Meesters, J.A.J., J.T.K. Quik, A.A. Koelmans, A.J. Hendriks, and D. van de Meent. 2016. 'Multimedia environmental
fate and speciation of engineered nanoparticles: a probabilistic modeling approach', Environ Sci Nano, 3: 715-27.
• Jacobs, R., J.A.J. Meesters, C.J. ter Braak, D. van de Meent, and H. van der Voet. 2016. 'Combining exposure and
effect modeling into an integrated probabilistic environmental risk assessment for nanoparticles', Environ Toxicol
Chem, 35: 2958-67.
• Meent, van de, Dik, J.T.K. Quik, T. Traas, 2014. Identification and preliminary analysis of update needs for EUSES,
ECHA/2014/253
• Meesters, J.A.J. 2017. 'Environmental Exposure Modeling of Nanoparticles', PhD thesis, Radboud University
Nijmegen.
• Meesters, J.A.J. 2019. "A Model Sensitivity Analysis to Determine the Most Important Physicochemical Properties
Driving Environmental Fate and Exposure of Engineered Nanoparticles." ES nano 10.1039/C9EN00117D
SimpleBox4nano | 30-05-2019

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Quik et al. 2019 sb4_n comp to nf-wso_setac helsinki+

  • 1. SimpleBox4nano Towards validating nanomaterial predicted environmental concen- trations from SimpleBox4nano using the NanoFASE Water-Soil- Organism (WSO) spatiotemporal multimedia fate model Joris TK Quik, Sam Harrison, Jaap Slootweg, Joris Meesters, Veronique Adam, Jeroen Kuenen, Stephen Lofts and Willie Peijnenburg
  • 2. Environmental Exposure assessment Emission Fate Exposure Tools available: the European Union System for the Evaluation of Substances (EUSES), implemented also in ECETOC TRA and Chesar. SimpleBox basis for EUSES Multimedia fate module SimpleBox4nano | 30-05-2019 v.d. Meent, et al. 2014 Hollander et al., 2016 rivm.nl/SimpleBox
  • 3. Adaptation of SimpleBox 4.0 to SimpleBox4Nano ● Transport between compartments (air, soil, water and sediment) based on rate constants instead of thermodynamic equilibrium (partitioning) ● Inclusion of speciation in “free” and heteroagglomerated nanoparticles ● Account for transformation to other forms, e.g. due to dissolution water sediment Meesters et al., 2013 Meesters et al., 2014 SimpleBox4nano | 30-05-2019
  • 4. Adaptation of SimpleBox 4.0 to SimpleBox4Nano ● Transport between compartments (air, soil, water and sediment) based on rate constants instead of thermodynamic equilibrium (partitioning) ● Inclusion of speciation in “free” and heteroagglomerated nanoparticles ● Account for transformation to other forms, e.g. due to dissolution SimpleBox4nano | 30-05-2019 Nanoparticle (1-100 nm) Colloidal heteroagglomerate (<450 nm) Coarse heteroagglomerate (>450 nm) Transformed form (i.e. dissolved metal)
  • 5. Uncertainty & Variability compared SimpleBox4nano | 30-05-2019 Meesters et al., 2016 Meesters et al., 2018
  • 6. ● PEC sensitive to transformation rates above approx. 10-12 s-1 ● PEC sensitive to attachment efficiency for heteroaggregation – Varied sensitivity between compartments. Critical ranges of parameters need quantification/measurement. PEC insensitive Sensitivity PEC sensitiveCritical range 2.5-97.5th percentile Meesters et al., 2019 SimpleBox4nano | 30-05-2019
  • 7. Towards validating nanomaterial predicted environmental concentrations from SimpleBox4nano using the NanoFASE-WSO spatiotemporal multimedia fate model SimpleBox4nano | 30-05-2019
  • 8. Difference in characteristics of the two models SimpleBox4nano NanoFASE WSO Water-Soil-Organism Screening level (second tier) Greater realism (higher tier) Steady state conditions Time explicit Multimedia: air, water, sediment, soil Multimedia: water, sediment, soil Air input from LOTOS-EUROS Regional to continental scale Gridded: 5x5 km Background, regional concentrations Local concentrations SimpleBox4nano | 30-05-2019
  • 9. Why compare these two models? SimpleBox4nano | 30-05-2019 0.00 0.05 0.10 0.15 0.20 0.25 0.30 0 5 10 15 20 25 30 35 40 45 Ce(μgl-1) Distance (km) αhet=0 αhet=0.1 αhet=0.5 αhet=1 measurements
  • 10. What can we learn from the comparison? ● The relation between SimpleBox4nano (SB4N) PEC[steady state] and the spatially distributed PEC [local] from the NanoFASE-WSO model. – Understand the relation to hotspots – Quantify the validity in relation to the percentage of locations protected by the steady state regional PEC: 90%. SimpleBox4nano | 30-05-2019
  • 11. Scenario ● Thames catchment (size of SB4N compartments adjusted) ● TiO2 nPs with average size from the NF-WSO PSD ● Emission redistributed to 3 soil sub-compartments and 1 air and fresh water compartment. › Based on dynamic MFA model ● Parameters based on NF-WSO: – Suspended Particulate Matter (SPM) concentration, size and density adjusted based on NF-SWO – Attachment efficiencies and dissolution rate constants ● Other parameters left at defaults ● Concentrations from NF-WSO = after 1 year SimpleBox4nano | 30-05-2019
  • 12. ● PEC[steady state] Same order of magnitude as 90th percentile of NF-WSO PEC SimpleBox4nano | 30-05-2019 Fresh Water
  • 13. ● PEC[steady state] ~valid Same order of magnitude as 90th percentile of NF-WSO PEC ● PEC[1 year] An order of magnitude lower than 90th percentile of NF-WSO PEC SimpleBox4nano | 30-05-2019 Fresh Water
  • 14. ● PEC[steady state] and PEC[1year] valid Orders of magnitude larger than 90th percentile of NF-WSO PEC SimpleBox4nano | 30-05-2019 Sediment
  • 15. ● PEC[steady state] valid Orders of magnitude larger than 90th percentile of NF-WSO PEC ● PEC[1 year] valid Larger than 90th percentile SimpleBox4nano | 30-05-2019 Soil
  • 16. Conclusions ● SB4N PECs (steady state or 1 year) – Valid for soil and sediment compartments – Sinks for ENMs ● Water compartment – PEC[steady state] is ok – PEC[1 year] seems low ● Recommend to further specify the scenario based on NF-WSO Thames implementation - e.g. resuspension rate. SimpleBox4nano | 30-05-2019
  • 17. Outlook ● SimpleBox4nano is robust modelling tool for predicting exposure concentrations of nanomaterials – Screening-level exposure assessment – Research tool; needs incorporation in end-user tools such as EUSES for broader usability. Further inquiries: joris.quik@rivm.nl rivm.nl/SimpleBox SimpleBox4nano Download here
  • 18. Acknowledgements Willie Peijnenburg, Eric Bleeker, Martine Bakker, Eleni Tsitsiou, Dik van de Meent CEH/NERC – TNO – WUR – SLU – UoGEN– EMPA - LIETAT This work is supported by funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 686239 “caLIBRAte” and No 646002 “NanoFASE” SimpleBox4nano | 30-05-2019
  • 19. Literature • Hollander, A., M. Schoorl, and D. van de Meent. 2016. 'SimpleBox 4.0: Improving the model while keeping it simple', Chemosphere, 148: 99-107. • Klein, J. J. M. d.; Quik, J. T. K.; Bäuerlein, P. S.; Koelmans, A. A., Towards validation of the NanoDUFLOW nanoparticle fate model for the river Dommel, The Netherlands. Environ. Sci.: Nano 2016, 3, (2), 434-441. • Meesters, J.A.J., K. Veltman, A.J. Hendriks, and D. van de Meent. 2013. 'Environmental exposure assessment of engineered nanoparticles: why REACH needs adjustment', Integr Environ Assess Manag, 9: e15-26. • Meesters, J.A.J., A.A. Koelmans, J.T.K. Quik, A.J. Hendriks, and D. van de Meent. 2014. 'Multimedia Modeling of Engineered Nanoparticles with SimpleBox4nano: Model Definition and Evaluation', Environ Sci Technol, 48: 5726- 36. • Meesters, J.A.J., J.T.K. Quik, A.A. Koelmans, A.J. Hendriks, and D. van de Meent. 2016. 'Multimedia environmental fate and speciation of engineered nanoparticles: a probabilistic modeling approach', Environ Sci Nano, 3: 715-27. • Jacobs, R., J.A.J. Meesters, C.J. ter Braak, D. van de Meent, and H. van der Voet. 2016. 'Combining exposure and effect modeling into an integrated probabilistic environmental risk assessment for nanoparticles', Environ Toxicol Chem, 35: 2958-67. • Meent, van de, Dik, J.T.K. Quik, T. Traas, 2014. Identification and preliminary analysis of update needs for EUSES, ECHA/2014/253 • Meesters, J.A.J. 2017. 'Environmental Exposure Modeling of Nanoparticles', PhD thesis, Radboud University Nijmegen. • Meesters, J.A.J. 2019. "A Model Sensitivity Analysis to Determine the Most Important Physicochemical Properties Driving Environmental Fate and Exposure of Engineered Nanoparticles." ES nano 10.1039/C9EN00117D SimpleBox4nano | 30-05-2019

Editor's Notes

  1. Corroberated the model by comparing to Material Flow modelling scenario for Switserland