Author

Hong-Wu Zhang

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Review Open access Sep 2026

Bridging Nano-Interface Interactions and Organ-Specific Toxicity: A Review of Machine Learning for Nanomaterials Risk Assessment

This review presents a cross-scale framework integrating nano–bio/nano–environmental interfaces, organ-specific toxicity, in vitro-to-in vivo extrapolation (IVIVE), interpretable ML, and regulatory translation that bridges in vitro and in vivo nanotoxicity.

Wei Li, Yan-Fang Liu, Tian-Qin Wang et al. · Molecules · 0 citations

Jul 2026

Machine learning models for prediction of emerging pollutants' risk in Daphnia magna.

A Daphnia magna acute toxicity (EC50) database for 170 compounds across several classes of emerging pollutants, including per- and polyfluoroalkyl substances (PFASs) and organophosphate esters (OPEs), is curated using public databases and literature.

Tian-Qin Wang, Yu Liu, Xiaoqing Wang et al. · Aquatic Toxicology · 0 citations