Machine learning methods in drug discovery

L Patel, T Shukla, X Huang, DW Ussery, S Wang - Molecules, 2020 - mdpi.com
The advancements of information technology and related processing techniques have
created a fertile base for progress in many scientific fields and industries. In the fields of drug …

Review of machine learning and deep learning models for toxicity prediction

W Guo, J Liu, F Dong, M Song, Z Li… - Experimental …, 2023 - journals.sagepub.com
The ever-increasing number of chemicals has raised public concerns due to their adverse
effects on human health and the environment. To protect public health and the environment …

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 …

Bisphenol A Analogs Induce Cellular Dysfunction in Human Trophoblast Cells in a Thyroid Hormone Receptor-Dependent Manner: In Silico and In Vitro Analyses

X Wu, X Yang, X Geng, X Ji, X Zhang… - Environmental …, 2022 - ACS Publications
Bisphenol A (BPA) and its analogs are frequently detected in human daily necessities and
environmental media. Placental thyroid hormone plays an important role in fetal …

Deep learning models for predicting gas adsorption capacity of nanomaterials

W Guo, J Liu, F Dong, R Chen, J Das, W Ge, X Xu… - Nanomaterials, 2022 - mdpi.com
Metal–organic frameworks (MOFs), a class of porous nanomaterials, have been widely used
in gas adsorption-based applications due to their high porosities and chemical tunability. To …

First report on occurrence of bisphenol A isomers in human serum and whole blood

Z Li, W Mao, L Yao, N Zhao, Y Zhang, M Zhao… - Journal of Hazardous …, 2022 - Elsevier
Studies have demonstrated the worldwide presence of bisphenol A (BPA) and its toxic
effects on human health. BPA may exist as several structural isomers, which are byproducts …

Development of decision forest models for prediction of drug-induced liver injury in humans using a large set of FDA-approved drugs

H Hong, S Thakkar, M Chen, W Tong - Scientific reports, 2017 - nature.com
Drug-induced liver injury (DILI) presents a significant challenge to drug development and
regulatory science. The FDA's Liver Toxicity Knowledge Base (LTKB) evaluated> 1000 …

Molecular dynamics simulations and applications in computational toxicology and nanotoxicology

C Selvaraj, S Sakkiah, W Tong, H Hong - Food and Chemical Toxicology, 2018 - Elsevier
Nanotoxicology studies toxicity of nanomaterials and has been widely applied in biomedical
researches to explore toxicity of various biological systems. Investigating biological systems …

BPA replacement compounds: current status and perspectives

Z Ji, J Liu, S Sakkiah, W Guo… - … Sustainable Chemistry & …, 2021 - ACS Publications
Since growing evidence has manifested that bisphenol A (BPA) may adversely affect human
health, numerous BPA replacement compounds have been gradually introduced into the …

Endocrine disruption: Molecular interactions of environmental bisphenol contaminants with thyroid hormone receptor and thyroxine-binding globulin

MA Beg, IA Sheikh - Toxicology and Industrial Health, 2020 - journals.sagepub.com
Many bisphenol A (BPA) analogs have been commercially used recently, such as 2, 2-bis (4-
hydroxyphenyl) butane (BPB), 4, 4′-ethylidenebisphenol, 4, 4′-methylenediphenol (BPF) …