The prediction of chronic toxicity is a major challenge in nanotoxicity studies. Here, the authors present an in silico framework for predicting ENM-induced lung fibrosis, displaying 85% accuracy in experimental validation and leading to identification of key events at nano-bio interfaces that allows mechanism interpretation of ENM-induced lung fibrosis.
- Yang Huang
- Jiayu Cao
- Ruibin Li