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New Relevant Descriptor of Linear QNAR Models for Toxicity Assessment of Silver Nanoparticles

The use of silver nanoparticles (NPs) in medical, industrial and agricultural fields is becoming more widespread every year. This leads to an increasing number of experimental toxicological and microbiological studies of silver NPs aimed at establishing the risk–benefit ratio for their application....

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Autores principales: Kudrinskiy, Alexey, Zherebin, Pavel, Gusev, Alexander, Shapoval, Olga, Pyee, Jaeho, Lisichkin, Georgy, Krutyakov, Yurii
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7466614/
https://www.ncbi.nlm.nih.gov/pubmed/32722446
http://dx.doi.org/10.3390/nano10081459
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author Kudrinskiy, Alexey
Zherebin, Pavel
Gusev, Alexander
Shapoval, Olga
Pyee, Jaeho
Lisichkin, Georgy
Krutyakov, Yurii
author_facet Kudrinskiy, Alexey
Zherebin, Pavel
Gusev, Alexander
Shapoval, Olga
Pyee, Jaeho
Lisichkin, Georgy
Krutyakov, Yurii
author_sort Kudrinskiy, Alexey
collection PubMed
description The use of silver nanoparticles (NPs) in medical, industrial and agricultural fields is becoming more widespread every year. This leads to an increasing number of experimental toxicological and microbiological studies of silver NPs aimed at establishing the risk–benefit ratio for their application. The following key parameters affecting the biological activity of silver dispersions are traditionally taken into consideration: mean diameter of NPs, surface potential of NPs and equilibrium concentration of Ag(+). These characteristics are mainly predetermined by the chemical nature of the capping agent used for stabilization. However, the extent to which they influence the biological activity and the toxicity of silver NPs varies greatly. In this work, dispersions of silver NPs stabilized with a wide array of substances of different chemical nature were used for quantitative evaluation of whether the various measurable properties of silver NPs fit as descriptors of linear QNAR (quantitative nanostructure–activity relationship) models for silver NP toxicity evaluation with respect to a model eukaryotic microorganism—Saccharomyces cerevisiae yeast cells. It was shown that among the factors that determine silver NP toxicity, the charge of particles, their colloidal stability and the ability to generate Ag(+) ions carry more importance than the descriptors related to the particle size. A significant synergistic effect between the ζ-potential and the colloidal stability of silver NPs on their toxicity was also discovered. Following this, a new descriptor has been proposed for the integral characterization of the silver dispersion colloidal stability. According to the obtained data, it can be considered applicable for building QNAR models of higher efficacy. The validity testing of the proposed model for theoretical prediction of silver NP toxicity using a wide range of living organisms has shown that this new descriptor correlates with toxicity much better compared to most traditionally used descriptors. Consequently, it seems promising in terms of being used not only in situations involving the rather narrow array of the objects tested, but also for the construction of silver NP toxicity models with respect to other living organisms.
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spelling pubmed-74666142020-09-14 New Relevant Descriptor of Linear QNAR Models for Toxicity Assessment of Silver Nanoparticles Kudrinskiy, Alexey Zherebin, Pavel Gusev, Alexander Shapoval, Olga Pyee, Jaeho Lisichkin, Georgy Krutyakov, Yurii Nanomaterials (Basel) Article The use of silver nanoparticles (NPs) in medical, industrial and agricultural fields is becoming more widespread every year. This leads to an increasing number of experimental toxicological and microbiological studies of silver NPs aimed at establishing the risk–benefit ratio for their application. The following key parameters affecting the biological activity of silver dispersions are traditionally taken into consideration: mean diameter of NPs, surface potential of NPs and equilibrium concentration of Ag(+). These characteristics are mainly predetermined by the chemical nature of the capping agent used for stabilization. However, the extent to which they influence the biological activity and the toxicity of silver NPs varies greatly. In this work, dispersions of silver NPs stabilized with a wide array of substances of different chemical nature were used for quantitative evaluation of whether the various measurable properties of silver NPs fit as descriptors of linear QNAR (quantitative nanostructure–activity relationship) models for silver NP toxicity evaluation with respect to a model eukaryotic microorganism—Saccharomyces cerevisiae yeast cells. It was shown that among the factors that determine silver NP toxicity, the charge of particles, their colloidal stability and the ability to generate Ag(+) ions carry more importance than the descriptors related to the particle size. A significant synergistic effect between the ζ-potential and the colloidal stability of silver NPs on their toxicity was also discovered. Following this, a new descriptor has been proposed for the integral characterization of the silver dispersion colloidal stability. According to the obtained data, it can be considered applicable for building QNAR models of higher efficacy. The validity testing of the proposed model for theoretical prediction of silver NP toxicity using a wide range of living organisms has shown that this new descriptor correlates with toxicity much better compared to most traditionally used descriptors. Consequently, it seems promising in terms of being used not only in situations involving the rather narrow array of the objects tested, but also for the construction of silver NP toxicity models with respect to other living organisms. MDPI 2020-07-25 /pmc/articles/PMC7466614/ /pubmed/32722446 http://dx.doi.org/10.3390/nano10081459 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kudrinskiy, Alexey
Zherebin, Pavel
Gusev, Alexander
Shapoval, Olga
Pyee, Jaeho
Lisichkin, Georgy
Krutyakov, Yurii
New Relevant Descriptor of Linear QNAR Models for Toxicity Assessment of Silver Nanoparticles
title New Relevant Descriptor of Linear QNAR Models for Toxicity Assessment of Silver Nanoparticles
title_full New Relevant Descriptor of Linear QNAR Models for Toxicity Assessment of Silver Nanoparticles
title_fullStr New Relevant Descriptor of Linear QNAR Models for Toxicity Assessment of Silver Nanoparticles
title_full_unstemmed New Relevant Descriptor of Linear QNAR Models for Toxicity Assessment of Silver Nanoparticles
title_short New Relevant Descriptor of Linear QNAR Models for Toxicity Assessment of Silver Nanoparticles
title_sort new relevant descriptor of linear qnar models for toxicity assessment of silver nanoparticles
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7466614/
https://www.ncbi.nlm.nih.gov/pubmed/32722446
http://dx.doi.org/10.3390/nano10081459
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