Bayesian network as a support tool for rapid query of the environmental multimedia distribution of nanomaterials

Setting guidelines for co-occurring nanoparticles in water medium

This study developed a framework termed as "mixNanohealthrisk" hereafter, for the first time as per literature review, to provide exposure limit or reference dose for co-occurring nanoparticles (NPs) in water for different regions of the world. The effect of interaction of NPs on (i) NP occurrence in environment and (ii) toxic effects were incorporated for estimating NP exposure dose and associated risks (in terms of risk quotient (RQ) and hazard index (HI). Reference dose (RfD) values for SiO₂, CeO₂, TiO₂, Al₂O₃, Fe₂O₃, CNT, C₆₀, ZnO and CuO NPs were calculated for the first time in this study based on toxicity studies. RfD values for top three risk-posing nanoparticles when co-occurring together were found to be 0.1 mg/kg/d (CuO), 0.12 mg/kg/d (ZnO) and 0.19 mg/kg/d (TiO₂). Calculated maximum allowable concentration values for these nanoparticles were found to be 70.8, 84.4 and 136 mg/L for CuO, ZnO and TiO₂ NPs. Exposures to nanoparticles aggregate (ZnO NP + CuO NP) in mixture suspension was found to have allowable ZnO and CuO concentration values of 24.7 mg/L and 175.2 mg/L respectively when present as aggregate. Top three regions identified with highest risk quotient were found to be USA followed by Switzerland and whole of Europe. During use of NP-interaction data for estimating risks, Ag, TiO₂ and CuO NPs were found to have lowest maximum allowable concentration values. The identified top three risk-posing NPs can be used for conducting toxicity studies for mixture of NPs and long-term monitoring so that it can be used for setting up guideline concentration values for NPs in mixture for water environment.

Finding Nano: Challenges Involved in Monitoring the Presence and Fate of Engineered Titanium Dioxide Nanoparticles in Aquatic Environments

In recent years, titanium dioxide (TiO2) has increasingly been used as an inorganic ultraviolet (UV) filter for sun protection. However, nano-TiO2 may also pose risks to the health of humans and the environment. Thus, to adequately assess its potential adverse effects, a comprehensive understanding of the behaviour and fate of TiO2 in different environments is crucial. Advances in analytical and modelling methods continue to improve researchers’ ability to quantify and determine the state of nano-TiO2 in various environments. However, due to the complexity of environmental and nanoparticle factors and their interplay, this remains a challenging and poorly resolved feat. This paper aims to provide a focused summary of key particle and environmental characteristics that influence the behaviour and fate of sunscreen-derived TiO2 in swimming pool water and natural aquatic environments and to review the current state-of-the-art of single particle inductively coupled plasma mass spectrometry (SP-ICP-MS) approaches to detect and characterise TiO2 nanoparticles in aqueous media. Furthermore, it critically analyses the capability of existing fate and transport models to predict environmental TiO2 levels. Four particle and environmental key factors that govern the fate and behaviour of TiO2 in aqueous environments are identified. A comparison of SP-ICP-MS studies reveals that it remains challenging to detect and characterise engineered TiO2 nanoparticles in various matrices and highlights the need for the development of new SP-ICP-MS pre-treatment and analysis approaches. This review shows that modelling studies are an essential addition to experimental studies, but they still lack in spatial and temporal resolution and mostly exclude surface transformation processes. Finally, this study identifies the use of Bayesian Network-based models as an underexplored but promising modelling tool to overcome data uncertainties and incorporates interconnected variables.