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Timing, hosts and locations of (grouped) events of NanoImpactNet

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NanoSafetyCluster - Compendium 2012<br />

properties <strong>of</strong> nanomaterials (NMs) <strong>and</strong> their potentially<br />

unpredictable behaviour, <strong>and</strong> thus models need to acquire a level<br />

<strong>of</strong> sophistication to accommodate that. Both statistical <strong>and</strong><br />

mechanistic models are needed. Statistical models are necessary<br />

when mechanistic underst<strong>and</strong>ing is lacking <strong>and</strong> to capture<br />

uncertainties in relationships between nanoparticle properties <strong>and</strong><br />

their behaviour. However, mechanistic models are more<br />

appropriate for extrapolating beyond existing data sets <strong>and</strong><br />

exploring different scenarios.<br />

3 What is ModNanoTox<br />

ModNanoTox is a small project, designed to develop a number <strong>of</strong><br />

well-documented integrated <strong>and</strong> technically advanced models<br />

describing the behaviour <strong>of</strong> engineered nanoparticles in an<br />

environmental or biological context to comprehensively address<br />

the following key hypotheses:<br />

1. Toxicity <strong>of</strong> nanoparticles is the result <strong>of</strong> physicochemical<br />

properties <strong>and</strong> this has been documented reliably in<br />

completed/ongoing studies. Properties found to be relevant<br />

include size, surface area, structure <strong>and</strong> composition (WP1, 2)<br />

2. Nanoparticle reactivity can be modelled computationally <strong>and</strong> can<br />

be linked to toxicity (WP1).<br />

3. Toxic responses from cell culture studies <strong>and</strong> whole organisms<br />

can be correlated <strong>and</strong> rationalised <strong>and</strong> can be translated into tools<br />

useful for model development (WP2).<br />

4. Bioaccumulation into cells or whole organisms can be<br />

characterized <strong>and</strong> modelled using biodynamic principles (i.e. by<br />

characterizing uptake rate constants from food <strong>and</strong> water as well<br />

as loss rate constants) (WP3).<br />

5. Toxic responses from cell culture studies <strong>and</strong> whole organisms<br />

can be modelled reliably by QSAR type approaches (WP4).<br />

6. Exposure concentrations can be assessed reliably <strong>and</strong><br />

incorporated in appropriate models (WP5).<br />

7. Mechanistic effect models can be developed by extrapolation<br />

from ecological <strong>and</strong> (eco)toxicological observations <strong>and</strong> can be<br />

built into risk assessment models (WP6).<br />

4 Organisation <strong>of</strong> ModNanoTox<br />

ModNanoTox consists <strong>of</strong> six RTD <strong>and</strong> one management<br />

workpackage. The workpackages <strong>and</strong> their interdependence are<br />

shown schematically in Figure 1. The specific objectives <strong>of</strong> each<br />

workpackage are as follows:<br />

WP1: Physicochemical properties assessment<br />

1) To identify <strong>and</strong> select suitable physicochemical properties (size,<br />

shape, phase, concentration, composition, surface modification,<br />

method <strong>of</strong> synthesis) so that groups <strong>of</strong> structurally similar particles<br />

can be identified for toxicity models.<br />

2) To carry out atomistic simulations <strong>of</strong> surface reactivity <strong>of</strong> a<br />

reference set <strong>of</strong> particles (Ag NPs) to support this selection.<br />

3) To develop mechanistic underst<strong>and</strong>ing <strong>of</strong> nanoparticle reactivity<br />

based on molecular models.<br />

Public outreach Scientific<br />

Legislators, industry publications<br />

Figure 1. Workpackage structure <strong>of</strong> ModNanoTox.<br />

WP2: Data evaluation<br />

1) To characterise <strong>and</strong> classify existing toxicity data (data mining),<br />

including evaluation <strong>of</strong> datasets from completed <strong>and</strong> on-going<br />

projects, in order to prioritise data for modelling in other<br />

workpackages.<br />

2) To evaluate differences in parameters due to contributing<br />

factors such as synthesis, storage, <strong>and</strong> through to testing.<br />

3) To recognise data quality limitations.<br />

4) To evaluate characterisation <strong>and</strong> classification techniques.<br />

WP3: Bioaccumulation models<br />

1) To model toxicity at the individual organism level using<br />

bioaccumulation based toxicokinetic- toxicodynamic models.<br />

2) To generate models, based on individual organisms, capable <strong>of</strong><br />

incorporating experimental nanoparticle uptake <strong>and</strong> toxicity data<br />

<strong>and</strong> identify links to the mechanism <strong>of</strong> toxic action.<br />

WP4: QSAR models<br />

ModNanoTox: graphical presentation <strong>of</strong> work packages<br />

Physicochemical property assessment<br />

WP1<br />

Bioaccummulation models<br />

WP3<br />

1) To model toxicity at individual organism level using QSAR<br />

models, based on data mining <strong>and</strong> machine learning algorithms.<br />

2) To adapt existing models <strong>and</strong> generate new models capable <strong>of</strong><br />

linking toxicity to nanoparticle properties.<br />

WP5: Exposure concentration models<br />

QSAR models<br />

WP4<br />

Exposure concentration models<br />

WP5<br />

Data<br />

evaluation<br />

WP2<br />

1) To evaluate models to estimate environmental exposure,<br />

including the REACH procedures.<br />

2) To parameterize existing models for nanoparticles by extracting<br />

data from the literature <strong>and</strong> by collecting results from ongoing FP7<br />

projects.<br />

76 Compendium <strong>of</strong> Projects in the European NanoSafety Cluster<br />

Consortium Management<br />

WP7<br />

Population models <strong>and</strong> risk assessment<br />

WP6<br />

US EPA projects

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