[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 …

[HTML][HTML] A computational view on nanomaterial intrinsic and extrinsic features for nanosafety and sustainability

G Mancardi, A Mikolajczyk, VK Annapoorani, A Bahl… - Materials Today, 2023 - Elsevier
In recent years, an increasing number of diverse Engineered Nano-Materials (ENMs), such
as nanoparticles and nanotubes, have been included in many technological applications …

An ancestral molecular response to nanomaterial particulates

G Del Giudice, A Serra, LA Saarimäki, K Kotsis… - Nature …, 2023 - nature.com
The varied transcriptomic response to nanoparticles has hampered the understanding of the
mechanism of action. Here, by performing a meta-analysis of a large collection of …

Toxicogenomics Data for Chemical Safety Assessment and Development of New Approach Methodologies: An Adverse Outcome Pathway‐Based Approach

LA Saarimäki, J Morikka, A Pavel… - Advanced …, 2023 - Wiley Online Library
Mechanistic toxicology provides a powerful approach to inform on the safety of chemicals
and the development of safe‐by‐design compounds. Although toxicogenomics supports …

[HTML][HTML] Systems toxicology to advance human and environmental hazard assessment: A roadmap for advanced materials

MJB Amorim, W Peijnenburg, D Greco, LA Saarimäki… - Nano Today, 2023 - Elsevier
Abstract Ideally, a Systems Toxicology (ST) approach is aimed at by (eco) toxicologists, ie a
multidisciplinary area incorporating classical toxicological concepts with omics technologies …

[HTML][HTML] Health and environmental safety of nanomaterials: O Data, Where Art Thou?

I Furxhi - NanoImpact, 2022 - Elsevier
Nanotechnology keeps drawing attention due to the great tunable properties of
nanomaterials in comparison to their bulk conventional materials. The growth of …

Bioinformatics and machine learning to support nanomaterial grou**

A Bahl, S Halappanavar, W Wohlleben, P Nymark… - …, 2024 - Taylor & Francis
Nanomaterials (NMs) offer plenty of novel functionalities. Moreover, their physicochemical
properties can be fine-tuned to meet the needs of specific applications, leading to virtually …

PROTEOMAS: a workflow enabling harmonized proteomic meta-analysis and proteomic signature map**

A Bahl, C Ibrahim, K Plate, A Haase, J Dengjel… - Journal of …, 2023 - Springer
Toxicological evaluation of substances in regulation still often relies on animal experiments.
Understanding the substances' mode-of-action is crucial to develop alternative test …

Harmonising knowledge for safer materials via the “NanoCommons” Knowledge Base

D Maier, TE Exner, AG Papadiamantis, A Ammar… - Frontiers in …, 2023 - frontiersin.org
In mediaeval Europe, the term “commons” described the way that communities managed
land that was held “in common” and provided a clear set of rules for how this “common land” …

Performance modulation and analysis for catalytic biomedical nanomaterials in biological systems

R Qiao, Y Cong, M Ovais, R Cai, C Chen… - Cell Reports Physical …, 2023 - cell.com
With the increasing development and applications of catalytic biomedical nanomaterials
(CBNMs), fundamental questions, including how biological microenvironment influences …