Computational enrichment of physicochemical data for the development of a ζ-potential read-across predictive model with Isalos Analytics Platform.

Engineered nanomaterials Isalos Analytics Platform Molecular descriptors Nanoinformatics Read across Zeta potential

Journal

NanoImpact
ISSN: 2452-0748
Titre abrégé: NanoImpact
Pays: Netherlands
ID NLM: 101676795

Informations de publication

Date de publication:
04 2021
Historique:
received: 30 11 2020
revised: 01 02 2021
accepted: 01 03 2021
entrez: 13 5 2022
pubmed: 14 5 2022
medline: 20 5 2022
Statut: ppublish

Résumé

The physicochemical characterisation data from a library of 69 engineered nanomaterials (ENMs) has been exploited in silico following enrichment with a set of molecular descriptors that can be easily acquired or calculated using atomic periodicity and other fundamental atomic parameters. Based on the extended set of twenty descriptors, a robust and validated nanoinformatics model has been proposed to predict the ENM ζ-potential. The five critical parameters selected as the most significant for the model development included the ENM size and coating as well as three molecular descriptors, metal ionic radius (r

Identifiants

pubmed: 35559965
pii: S2452-0748(21)00017-3
doi: 10.1016/j.impact.2021.100308
pii:
doi:

Substances chimiques

Metals 0
Oxides 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

100308

Informations de copyright

Copyright © 2021 The Author(s). Published by Elsevier B.V. All rights reserved.

Auteurs

Anastasios G Papadiamantis (AG)

NovaMechanics Ltd, 1065 Nicosia, Cyprus; School of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, United Kingdom.

Antreas Afantitis (A)

NovaMechanics Ltd, 1065 Nicosia, Cyprus.

Andreas Tsoumanis (A)

NovaMechanics Ltd, 1065 Nicosia, Cyprus.

Eugenia Valsami-Jones (E)

School of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, United Kingdom.

Iseult Lynch (I)

School of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, United Kingdom. Electronic address: i.lynch@bham.ac.uk.

Georgia Melagraki (G)

NovaMechanics Ltd, 1065 Nicosia, Cyprus. Electronic address: melagraki@novamechanics.com.

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Classifications MeSH