Artificial intelligence-based toxicity prediction of environmental chemicals: future directions for chemical management applications

J Jeong, J Choi - Environmental Science & Technology, 2022 - ACS Publications
Recently, research on the development of artificial intelligence (AI)-based computational
toxicology models that predict toxicity without the use of animal testing has emerged …

[HTML][HTML] Using chemical and biological data to predict drug toxicity

A Liu, S Seal, H Yang, A Bender - SLAS Discovery, 2023 - Elsevier
Various sources of information can be used to better understand and predict compound
activity and safety-related endpoints, including biological data such as gene expression and …

Wilds: A benchmark of in-the-wild distribution shifts

PW Koh, S Sagawa, H Marklund… - International …, 2021 - proceedings.mlr.press
Distribution shifts—where the training distribution differs from the test distribution—can
substantially degrade the accuracy of machine learning (ML) systems deployed in the wild …

[图书][B] Bioanalytical tools in water quality assessment

P Neale, F Leusch, B Escher - 2021 - library.oapen.org
The first edition of Bioanalytical Tools in Water Quality Assessment was released in 2012.
The field has exploded since and the second edition updates and reviews the application of …

High-throughput transcriptomics platform for screening environmental chemicals

JA Harrill, LJ Everett, DE Haggard… - Toxicological …, 2021 - academic.oup.com
New approach methodologies (NAMs) that efficiently provide information about chemical
hazard without using whole animals are needed to accelerate the pace of chemical risk …

Are non-animal systemic safety assessments protective? A toolbox and workflow

AM Middleton, J Reynolds, S Cable… - Toxicological …, 2022 - academic.oup.com
An important question in toxicological risk assessment is whether non-animal new approach
methodologies (NAMs) can be used to make safety decisions that are protective of human …

Bioactivity screening of environmental chemicals using imaging-based high-throughput phenotypic profiling

J Nyffeler, C Willis, R Lougee, A Richard… - Toxicology and applied …, 2020 - Elsevier
The present study adapted an existing high content imaging-based high-throughput
phenotypic profiling (HTPP) assay known as “Cell Painting” for bioactivity screening of …

[HTML][HTML] Sourcing data on chemical properties and hazard data from the US-EPA CompTox Chemicals Dashboard: A practical guide for human risk assessment

AJ Williams, JC Lambert, K Thayer… - Environment international, 2021 - Elsevier
For the past six decades, human health risk assessment of chemicals has relied on in vivo
data from human epidemiological and experimental animal toxicological studies to inform …

[HTML][HTML] Mixture risk assessment of complex real-life mixtures—the PANORAMIX project

BI Escher, M Lamoree, JP Antignac, M Scholze… - International journal of …, 2022 - mdpi.com
Humans are involuntarily exposed to hundreds of chemicals that either contaminate our
environment and food or are added intentionally to our daily products. These complex …

Ready for regulatory use: NAMs and NGRA for chemical safety assurance

PL Carmichael, MT Baltazar, S Cable… - ALTEX-Alternatives to …, 2022 - altex.org
New approach methodologies (NAMs) that do not use experimental animals are, in certain
settings, entirely appropriate for assuring the safety of chemical ingredients, although …