Artificial intelligence and machine learning in computational nanotoxicology: unlocking and empowering nanomedicine

AV Singh, MHD Ansari, D Rosenkranz… - Advanced …, 2020 - Wiley Online Library
Advances in nanomedicine, coupled with novel methods of creating advanced materials at
the nanoscale, have opened new perspectives for the development of healthcare and …

Converting nanotoxicity data to information using artificial intelligence and simulation

X Yan, T Yue, DA Winkler, Y Yin, H Zhu… - Chemical …, 2023 - ACS Publications
Decades of nanotoxicology research have generated extensive and diverse data sets.
However, data is not equal to information. The question is how to extract critical information …

A novel quantitative read-across tool designed purposefully to fill the existing gaps in nanosafety data

M Chatterjee, A Banerjee, P De… - Environmental …, 2022 - pubs.rsc.org
In the current time, the number of various engineered nanomaterials (NMs) and
nanoparticles (NPs) is increasing at a steady pace due to the new developments in the field …

Role of artificial intelligence and machine learning in nanosafety

DA Winkler - Small, 2020 - Wiley Online Library
Robotics and automation provide potentially paradigm shifting improvements in the way
materials are synthesized and characterized, generating large, complex data sets that are …

Interaction of nanoparticles with biological macromolecules: A review of molecular docking studies

AS Abdelsattar, A Dawoud, MA Helal - Nanotoxicology, 2021 - Taylor & Francis
The high frequency of using engineered nanoparticles in various medical applications
entails a deep understanding of their interaction with biological macromolecules. Molecular …

Understanding nanoparticle toxicity to direct a safe-by-design approach in cancer nanomedicine

JA Damasco, S Ravi, JD Perez, DE Hagaman… - Nanomaterials, 2020 - mdpi.com
Nanomedicine is a rapidly growing field that uses nanomaterials for the diagnosis, treatment
and prevention of various diseases, including cancer. Various biocompatible nanoplatforms …

Nanoparticle-protein corona complex: understanding multiple interactions between environmental factors, corona formation, and biological activity

A Tomak, S Cesmeli, BD Hanoglu, D Winkler… - …, 2021 - Taylor & Francis
The surfaces of pristine nanoparticles become rapidly coated by proteins in biological fluids,
forming the so-called protein corona. The corona modifies key physicochemical …

[HTML][HTML] Using Machine Learning to make nanomaterials sustainable

JJ Scott-Fordsmand, MJB Amorim - Science of The Total Environment, 2023 - Elsevier
Sustainable development is a key challenge for contemporary human societies; failure to
achieve sustainability could threaten human survival. In this review article, we illustrate how …

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-integrated omics for the risk and safety assessment of nanomaterials

F Ahmad, A Mahmood, T Muhmood - Biomaterials science, 2021 - pubs.rsc.org
With the advancement in nanotechnology, we are experiencing transformation in world
order with deep insemination of nanoproducts from basic necessities to advanced …