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