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Probabilistic approach for the risk assessment of nanomaterials: A case study for graphene nanoplatelets
Authors:Andrea Spinazzè  Andrea Cattaneo  Francesca Borghi  Luca Del Buono  Davide Campagnolo  Sabrina Rovelli  Domenico M. Cavallo
Affiliation:Dipartimento di Scienza e Alta Tecnologia, Università degli Studi dell’Insubria, Via Valleggio 11 - 22100, Como (CO), Italy
Abstract:An experimental probabilistic approach for health risk assessment was applied for graphene nanoplatelets (GNPs). The hazard assessment indicated a low level of toxicity for the GNPs. The benchmark dose method, based on sub-chronic and chronic inhalation exposure studies, was used to quantify a guidance value (BMCh) for occupational inhalation exposure to GNPs, expressed as a lognormal distribution with a geometric mean?±?geometric standard deviation of 0.212?±?7.79?mg/m3 and 9.37?×?104?±?7.6 particle/cm3. Exposure scenarios (ES) were defined based on the scientific literature for large-scale production (ES1) and manufacturing (ES2) of GNPs; a third ES, concerning in-lab handling of GNPs (ES3) was based on results of experiments performed for this study. A probability distribution function was then assumed for each ES. The risk magnitude was calculated using a risk characterization ratio (RCR), defined as the ratio of the exposure distributions and the BMCh distribution. All three ES resulted in RCR distributions ≥1 (i.e. risk present); however, none of the ES had a statistically significant level of risk at a 95% confidence interval. A sensitivity analysis indicated that ~75% of the variation in the RCR distributions was due to uncertainties in the BMCh calculation.
Keywords:Occupational exposure  Engineered nanomaterials  Graphene  Nanotechnology  Occupational health
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