Multimodal approach to nanoparticle toxicity assessment (conceptual framework for in vitro to in vivo extrapolation)

This study proposes a novel multimodal framework for assessing the time-dependent toxicity of iron oxide nanoparticles (SPIONs), aiming to improve in vitro to in vivo extrapolation (IVIVE). The framework integrates experimental data from Caco-2 cells and C. elegans with sequential mathematical modeling and neural network analysis. By accounting for complex, time-dependent processes such as cellular uptake, intracellular transport, and SPION degradation, this approach addresses the unique toxicological profile of nanoparticles. In vitro experiments evaluated cytotoxicity, reactive oxygen species (ROS) production, and antioxidant enzyme expression over 96 hours, revealing strong correlations between nanoparticle uptake, iron levels, oxidative stress, and cell viability. Mathematical models, validated against experimental data, enable the calculation of IC50 values and facilitate interspecies extrapolation. This integrated methodology, achieving an R<sup>2</sup> > 0.85 for predictive correlations, holds significant promise for reducing reliance on animal testing in future nanotoxicity evaluations.

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Publication Details

Journal
Nanotoxicology
Published
2025-11-07
DOI
https://doi.org/10.1080/17435390.2025.2582825
Primary Topic
Nanoparticles: synthesis and applications
Type
article
Field-Weighted Citation Impact
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article

Multimodal approach to nanoparticle toxicity assessment (conceptual framework for in vitro to in vivo extrapolation)

V. Dediu, L. Olga, Vitaly Goranov, Alexander A. Makhaniok et al.
Nanotoxicology
Nanoparticles: synthesis and applications
article

Multimodal approach to nanoparticle toxicity assessment (conceptual framework for in vitro to in vivo extrapolation)

V. Dediu, L. Olga, Vitaly Goranov, Alexander A. Makhaniok, Ivan Siutsou, Marianna Barballinardo, Yaroslav Košťal
article en

Abstract

This study proposes a novel multimodal framework for assessing the time-dependent toxicity of iron oxide nanoparticles (SPIONs), aiming to improve in vitro to in vivo extrapolation (IVIVE). The framework integrates experimental data from Caco-2 cells and C. elegans with sequential mathematical modeling and neural network analysis. By accounting for complex, time-dependent processes such as cellular uptake, intracellular transport, and SPION degradation, this approach addresses the unique toxicological profile of nanoparticles. In vitro experiments evaluated cytotoxicity, reactive oxygen species (ROS) production, and antioxidant enzyme expression over 96 hours, revealing strong correlations between nanoparticle uptake, iron levels, oxidative stress, and cell viability. Mathematical models, validated against experimental data, enable the calculation of IC50 values and facilitate interspecies extrapolation. This integrated methodology, achieving an R<sup>2</sup> > 0.85 for predictive correlations, holds significant promise for reducing reliance on animal testing in future nanotoxicity evaluations.

NanotoxicologyVol. 19(7-8)
Institute of Materials for Electronics and Magnetism (IT), TeVido BioDevices (United States) (US)
Openalex Percentile: Top 74%
Nanoparticles: synthesis and applications
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Multimodal approach to nanoparticle toxicity assessment (conceptual framework for in vitro to in vivo extrapolation) — V. Dediu, L. Olga, et al. · Nanotoxicology (2025) | TGRS Research Map | TGRS