In recent years, nanomaterials have gained tremendous attention due to their wide variety of industrial applications including food packaging, consumer products, nanomedicines, etc. The fascinating properties of nanoparticles which are responsible for creating several exciting opportunities, however, are also accountable for growing concerns of their toxic effects on humans as well as the environment. Thus, in the present study, the authors have developed generalized models for predicting the cytotoxicity and genotoxicity of seven metal oxide nanoparticles. The models not only take into account the structural features, but also the diverse experimental conditions under which the toxicity of nanoparticles was determined. The diverse experimental conditions were captured in the generalized models using the Box-Jenkins moving average approach. Here, two machine learning techniques, namely, linear discriminant analysis and random forest were utilized to build the final models. Importantly, the validation metrics showed that the developed models have significant discriminatory power.
The depletion of fossil resources and the growing demand for plastic waste reduction has put industries and academic researchers under pressure to develop increasingly sustainable packaging solutions that are both functional and circularly designed. In this review, we provide an overview of the fundamentals and recent advances in biobased packaging materials, including new materials and techniques for their modification as well as their end-of-life scenarios. We also discuss the composition and modification of biobased films and multilayer structures, with particular attention to readily available drop-in solutions, as well as coating techniques. Moreover, we discuss end-of-life factors, including sorting systems, detection methods, composting options, and recycling and upcycling possibilities. Finally, regulatory aspects are pointed out for each application scenario and end-of-life option. Moreover, we discuss the human factor in terms of consumer perception and acceptance of upcycling.
<p>Particle research in harbour areas typically focuses on ship (stack) or vehicular exhaust emissions, while high particle emissions may also occur from other harbour operations such as vessel refurbishment activities. The literature regarding these activities is scarce, especially in terms of particle chemical composition and toxicity.</p><p>The aim of this work was to characterize the chemical composition and toxicity of particles released during vessel refit operations. Airborne particle samples were collected inside the tents where abrasion of primer and top-coat paints with mechanical abraders took place in the Mallorca shipyard (Spain), during two experimental campaigns. On-line and offline aerosol instruments were placed at different monitoring locations to measure particle mass concentration and number concentrations, particle size distribution, chemical composition, morphology and cytotoxicity. Aerosol chemical composition of PM0.25, PM2.5, PM4 and PM10 was characterized using impaction cyclones. ELPI was used to obtain a more detailed composition from 0.006 &#956;m to 10 &#956;m. PM2 aerosols were sampled with a Biosampler, and in vitro analysis was performed with A549 lung cells. Particle morphology was determined by TEM. The dustiness index of the powders generated was determined using the rotating drum method (EN15051-).</p><p>Release of coarse, fine and ultrafine particles, including engineered nanoparticles, was evidenced during both campaigns. Aerosol composition was linked to the primer&#8217;s composition, with main tracers Ti (270 &#956;g/m<sup>3 </sup>as mean during the daily shift), Mg (177 &#956;g/m<sup>3</sup>) and Al (54 &#956;g/m<sup>3</sup>) in PM10 aerosols. Different particle morphologies and tracers were observed by TEM which related to the main chemical components analyzed. On the TEM grids, particle sizes ranged between <50nm and >2000nm in diameter. In addition to the coarse, fine and ultrafine particles formed incidentally and emitted during abrasion of the primer and top-coats, the presence of markedly regular nanoparticles was also detected, which seemed to be engineered (ENPs) and probably used as nano-additives in the coatings (Miller et al., 2020). The ENP detected in the shipyard samples showed characteristic triangular and hexagonal shapes, as well as other polygonal shapes, and were detected as single nanoparticles with diameters <50 nm as well as embedded in larger aggregates formed by the major components of the coatings. In vitro assessments (MTT assay) indicated only moderate particle cytotoxicity. However, the results indicated potentially high oxidative stress, which showed differences across the different sampling days but which could not be directly linked to any specific activity (e.g., mechanical or manual abrasion sanding, spray-painting, &#8230;) due to the large mix of aerosols inside the tent. Overall, it was concluded that particles release during refit operations in shipyards have the potential to impact human health and that of the aquatic environment, and should thus be carefully monitored and regulated.</p><p>Acknowledgement: This work was carried out in the framework of project IDAEALPORT (RTI2018-098095-BC21).</p><p><em>Reference: </em><em>Miller, R. J., Adeleye, A. S., Page, H. M., Kui, L., Lenihan, H. S., & Keller, A. A. (2020). Nano and traditional copper and zinc antifouling coatings: metal release and impact on marine sessile invertebrate communities. </em><em>Journal of Nanoparticle Research</em><em>, 22(5). https://doi.org/10.1007/s11051-020-04875-x</em></p>
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