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Ecological Exposure Review of State of Science Bernd Nowack Environmental Risk Assessment and Management Group Empa - Swiss Federal Laboratories for Materials Science and Technology St. Gallen, Switzerland

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Page 1: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Ecological Exposure Review of State of Science

Bernd Nowack

Environmental Risk Assessment and Management Group Empa - Swiss Federal Laboratories for Materials Science and Technology St. Gallen, Switzerland

Page 2: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Outline

Life cycle approach Production and use Release Material Flow Modeling Ecological Exposure Environmental Risk Assessment

Page 3: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Why not just measure exposure?

Quantitative trace analysis of engineered nanomaterials in the environment is NOT yet possible

Nanosized fraction ≠ engineered NM Qualitative detection possible

Yang (2014) TiO2 in soil

Westerhoff (2011) TiO2 in sludge

Gondikas (2014) TiO2 in lake sediment

Kaegi (2008) TiO2 in stream

Page 4: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

The life cycle perspective on environmental exposure

Production Nano-products Use EoL Environment

- Total amount - Geographic

distribution

- Relative share of product categories

- Amount released - Transformations - Form released - Real-world

release

Release

- Life cycle as determinant

- Product type determines release potential

Information requirements - Fate processes - Geographic

distribution - Natural NM

Page 5: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Production/ consumption, extrapolated to the EU (in tons/y)

Page 6: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Product databases

http://www.nanotechproject.org/inventories/consumer/

Woodrow Wilson Database Danish Nano-Database

Page 7: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Survey of industry: Uses of nanomaterials

Piccinno et al., (2012) J. Nanopart Res., 14: 1109.

Page 8: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Product distribution for nano-product categories

Sun et al., (2014) Environ. Pollut. 185: 69-76 Keller et al., (2013) J. Nanopart. Res. 15:1-17

Page 9: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Why care about the life cycle?

ENM production

Product manufacturing

Life cycle 1 e.g. textile

Life cycle 2 e.g. paint

Life cycle 3 e.g. tennis racket

Life cycle n

Use 1 Release type 1

Use 2

Use 3

Use n

Release type 2

Release type 3

Release type n

Page 10: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Release determines exposure

Amount? Form?

Transformations?

Page 11: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Release during accidents

http://www.lalsace.fr/actualite/2011/10/10/vieux-thann-des-sacs-d-oxyde-de-titane-tombent-d-un-camion-sur-la-rn66#jimage=1446B4B6-C4F4-42B8-8F20-052BEA52339E

Page 12: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Release during accidents

http://www.lalsace.fr/actualite/2011/10/10/vieux-thann-des-sacs-d-oxyde-de-titane-tombent-d-un-camion-sur-la-rn66#jimage=1446B4B6-C4F4-42B8-8F20-052BEA52339E

Page 13: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Characterization of released materials

Dissolution

Matrix without NP

Matrix with NP

Matrix with protruding NP

Free NP c

Transformation

c Just one out of many different forms!

Page 14: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Characterization of released Ag

Lorenz et al., Chemosphere, 89: 817–824 (2012)

Page 15: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Ag speciation of original and washed textile

Nano-Ag

Nano-Ag

AgCl

Ag integrated in fiber

Ag ions

Lombi et al., (2014) Chemosphere 111, 352

Page 16: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Nanomaterial Release from Textiles

Mitrano et al., (2014) ACS Nano 8: 7208

Page 17: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Formation of nano-Ag

Dissolved Ag Ag zeolites

Mitrano et al., (2014) ACS Nano 8: 7208

Page 18: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Transformations of Ag released from textiles

Nano-Ag in textile

Ag+(aq)

Nano-Ag

Transformed phases

(AgCl, AgS)

Conventional Ag

in textile

Page 19: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Characterization of released TiO2

Al-Kattan et al., (2014) Environ. Sci. Technol., 48: 6710−6718

Page 20: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Release and transformation

Pristine ENM (P-ENM)

“as-produced”

Modified after Nowack (2012) Environ. Toxicol. Chem. 31: 50-59.

Most studies about fate and

effects

Product - modified ENM (PM-ENM)

Product- weathered ENM (PW-ENM)

Rele

ase

Product

Weathering

Few studies

Environmentally-transformed

ENM (ET-ENM)

Environment

Almost no studies

Most studies

Page 21: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Environmental behavior of released TiO2

Stability of released TiO2 in 1 mM Ca, compared to pristine TiO2

Particle size

Zeta potential

Al-Kattan et al., (2014) Environ. Sci. Technol., 48: 6710−6718

Page 22: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Modeling environmental concentrations

Nano- Particles

air

water

soil

waste incineration

sewage treatment

sediment

landfill

Release

Production

Products

Fate

Page 23: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

emissions

General concept of exposure models

use production disposal

Transport

Transformation

Degradation

Technical systems

Effect modeling

Environmental Fate Modeling (EFM)

air

water

soil

Material Flow Modeling (MFA)

Page 24: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Material-flow model for nano-TiO2 in the EU (mode values in tons/year)

Sun et al., (2014) Environ. Pollut. 185: 69-76

Page 25: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Global Flows

Keller et al. (2013) J. Nanopart. Res. 15: 1692

TiO2

- Source: one market research report

- No uncertainty considered

- Very simple transfer factors

- No transformation

Page 26: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

From flows to concentrations

• Well mixed compartments • Standard volumes assumed • Source: REACH guidance

Guidance on information requirements and chemical safety assessment Chapter R.16: Environmental Exposure Estimation, ECHA, 2010

Air

Soil Water

Sediment

Page 27: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Environmental exposure Example nano-TiO2

Sun et al., (2014) Environ. Pollut. 185: 69-76

Page 28: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Probabilistic modeling

Gottschalk et al., (2015) Int. J. Environ. Res. Public Health 12: 5581-5602.

Page 29: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Geographic variability

Nano-TiO2 based on 20-year flow data

Gottschalk et al., (2011) Environ. Pollut. 159: 3439-3445

Page 30: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Environmental fate modeling: Rivers

Praetorius (2012) Environ. Sci. Technol. 46: 6705-6713

Page 31: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

SimpleBox4Nano

Meesters et al. (2014) Environ. Sci. Technol. 48, 5726−5736

Complete environmental fate modeling

MendNano

Liu and Cohen (2014) Environ. Sci. Technol. 48, 3281-3292.

Page 32: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Coupled MFA and fate model

Praetorius et al., (2015) Env. Sci: PI submitted

Page 33: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Validation

Nowack et al., Environ. Sci. Nano, submitted

Page 34: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Comparison nano and conventional metals

10-3

10-6

10-9

0

10-12

0

10-3

10-6

10-9

103

TiO2 Pigment

Nano-TiO2 Nano-ZnO

Zn

Nano-Ag

Ag

Measured

TiO2 TiO2 Pigment

Nano-TiO2 Nano-ZnO

Zn

Nano-Ag

Ag

Measured TiO2

TiO2 Pigment

Nano-TiO2

Nano-ZnO

Zn

Nano-Ag

Ag

Measured TiO2

0

10-3

10-6

10-9

103

10-3

10-6

10-9

0

10-12

TiO2 Pigment

Nano-TiO2 Nano-ZnO

Zn

Nano-Ag

Ag

Measured TiO2

Sun et al., (2014) Environ. Pollut. 185: 69-76

Page 35: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Needs for fate modeling

Pristine ENM Product-incorporated ENM

Released ENM

diss

olve

d

Inco

rpor

ated

in

mat

rix

Manufacturing Release

Needed in environmental fate models

Page 36: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Risk Characterization of ENM

Modeled Environmental Concentrations

Exposure Assessment

Hazard Characterization

Risk Characterization

Material flow modeling

Evaluation of ecotox data

Page 37: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Hazard characterization (freshwater)

• Species sensitivity distributions (SSD) • State: 2014 • Available for water, soil, (sediment) • Used to derive PNEC from HC5

Coll et al., Nanotoxicology, revised version submitted

Nano-Ag CNT Nano-TiO2

Nano-ZnO

Gottschalk et al. (2013) Environmental Toxicology and Chemistry 32: 1278–1287

Page 38: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Risk characterization (freshwater)

• Predicted environmental concentration (PEC) from Sun (2014)

• Predicted no effect concentrations (PNEC) from SSD

Nano-Ag CNT Nano-TiO2

Nano-ZnO

Coll et al., Nanotoxicology, revised version submitted

Page 39: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Risk characterization

Risk Characterization Ratio (RCR) = PEC/PNEC

Freshwater Soil

Coll et al., Nanotoxicology, revised version submitted

Page 40: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Conclusions

Life-cycle-based modeling can provide predictions of flows to the environment

Knowledge about use and release of ENM is scarce Release is the link between products and exposure Flow data can be converted to environmental

concentrations Coupling of flow and fate modeling is possible, but size

distribution input data are not available Validation of modeled data by measurements is not yet

possible Comparison of exposure concentrations with effect data

can be performed

Page 41: Ecological Exposure Review of State of Science · Conclusions Life-cycle-based modeling can provide predictions of flows to the environment Knowledge about use and release of ENM

Thank you for your attention!

contact: [email protected]