Machine Learning in Prediction of Nanotoxicology

L Mu, F Yu, Y Jia, S Sun, X Li, X Zhang, X Hu - Machine Learning and …, 2023 - Springer
The applications of nanomaterials in various fields have led to an urgent need for rapid
assessment of the biosafety of nanomaterials. The time-consuming, laborious, and …

Predictive nanotoxicology: nanoinformatics approach to toxicity analysis of nanomaterials

BM Khan, Y Cohen - Machine Learning in Chemical Safety and …, 2022 - Wiley Online Library
Engineered nanomaterials have found use in a variety of industrial applications such as
cosmetics, therapeutics, electronics, manufacturing, and healthcare. The compositions of …

Machine learning models for predicting cytotoxicity of nanomaterials

Z Ji, W Guo, EL Wood, J Liu, S Sakkiah… - Chemical Research …, 2022 - ACS Publications
The wide application of nanomaterials in consumer and medical products has raised
concerns about their potential adverse effects on human health. Thus, more and more …

Artificial intelligence and machine learning disciplines with the potential to improve the nanotoxicology and nanomedicine fields: a comprehensive review

AV Singh, M Varma, P Laux, S Choudhary… - Archives of …, 2023 - Springer
The use of nanomaterials in medicine depends largely on nanotoxicological evaluation in
order to ensure safe application on living organisms. Artificial intelligence (AI) and machine …

Artificial Intelligence Powered Insights into Nanotoxicology

T Sriram, T Chakraborty, PM Prasanna - International Journal of …, 2024 - ijalsr.org
The application of nanomaterials in medicine necessitates a thorough assessment of their
toxicity to ensure their safe use in living organisms. Advanced technologies like artificial …

Practices and trends of machine learning application in nanotoxicology

I Furxhi, F Murphy, M Mullins, A Arvanitis, CA Poland - Nanomaterials, 2020 - mdpi.com
Machine Learning (ML) techniques have been applied in the field of nanotoxicology with
very encouraging results. Adverse effects of nanoforms are affected by multiple features …

Machine learning for nanomaterial toxicity risk assessment

JM Gernand, EA Casman - IEEE intelligent systems, 2014 - ieeexplore.ieee.org
Many questions about the mechanisms of nanomaterial toxicity are unanswered and an
applicable general theory of nanomaterial toxicity doesn't seem to be on the horizon. To help …

Artificial intelligence and machine learning empower advanced biomedical material design to toxicity prediction

AV Singh, D Rosenkranz, MHD Ansari… - Advanced Intelligent …, 2020 - Wiley Online Library
Materials at the nanoscale exhibit specific physicochemical interactions with their
environment. Therefore, evaluating their toxic potential is a primary requirement for …

Predicting the toxicity of nanoparticles using artificial intelligence tools: a systematic review

A Banaye Yazdipour, H Masoorian, M Ahmadi… - …, 2023 - Taylor & Francis
Nanoparticles have been used extensively in different scientific fields. Due to the possible
destructive effects of nanoparticles on the environment or the biological systems, their …

Predictive toxicological paradigm and high throughput approach for toxicity screening of engineered nanomaterials

B Sun, R Li, X Wang, T Xia - International Journal of …, 2013 - inderscienceonline.com
Nanotechnology is developing rapidly and numerous engineered nanomaterials (ENMs)
with various design strategies have been produced and used in commercial products that …