QSAR without borders

EN Muratov, J Bajorath, RP Sheridan… - Chemical Society …, 2020 - pubs.rsc.org
Prediction of chemical bioactivity and physical properties has been one of the most
important applications of statistical and more recently, machine learning and artificial …

A framework for establishing scientific confidence in new approach methodologies

AJ Van Der Zalm, J Barroso, P Browne, W Casey… - Archives of …, 2022 - Springer
Robust and efficient processes are needed to establish scientific confidence in new
approach methodologies (NAMs) if they are to be considered for regulatory applications …

Machine learning: new ideas and tools in environmental science and engineering

S Zhong, K Zhang, M Bagheri, JG Burken… - … science & technology, 2021 - ACS Publications
The rapid increase in both the quantity and complexity of data that are being generated daily
in the field of environmental science and engineering (ESE) demands accompanied …

The Tox21 10K compound library: collaborative chemistry advancing toxicology

AM Richard, R Huang, S Waidyanatha… - Chemical Research …, 2020 - ACS Publications
Since 2009, the Tox21 project has screened∼ 8500 chemicals in more than 70 high-
throughput assays, generating upward of 100 million data points, with all data publicly …

Toxicity testing in the 21st century: progress in the past decade and future perspectives

D Krewski, ME Andersen, MG Tyshenko… - Archives of …, 2020 - Springer
Advances in the biological sciences have led to an ongoing paradigm shift in toxicity testing
based on expanded application of high-throughput in vitro screening and in silico methods …

OPERA models for predicting physicochemical properties and environmental fate endpoints

K Mansouri, CM Grulke, RS Judson… - Journal of …, 2018 - Springer
The collection of chemical structure information and associated experimental data for
quantitative structure–activity/property relationship (QSAR/QSPR) modeling is facilitated by …

ToxCast chemical landscape: paving the road to 21st century toxicology

AM Richard, RS Judson, KA Houck… - Chemical research in …, 2016 - ACS Publications
The US Environmental Protection Agency's (EPA) ToxCast program is testing a large library
of Agency-relevant chemicals using in vitro high-throughput screening (HTS) approaches to …

The next generation blueprint of computational toxicology at the US Environmental Protection Agency

RS Thomas, T Bahadori, TJ Buckley… - Toxicological …, 2019 - academic.oup.com
Abstract The US Environmental Protection Agency (EPA) is faced with the challenge of
efficiently and credibly evaluating chemical safety often with limited or no available toxicity …

CATMoS: collaborative acute toxicity modeling suite

K Mansouri, AL Karmaus, J Fitzpatrick… - Environmental …, 2021 - ehp.niehs.nih.gov
Background: Humans are exposed to tens of thousands of chemical substances that need to
be assessed for their potential toxicity. Acute systemic toxicity testing serves as the basis for …

Trust, but verify II: a practical guide to chemogenomics data curation

D Fourches, E Muratov, A Tropsha - Journal of chemical …, 2016 - ACS Publications
There is a growing public concern about the lack of reproducibility of experimental data
published in peer-reviewed scientific literature. Herein, we review the most recent alerts …