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Screening toxic transformation products of emerging pollutants in advanced oxidation processes with 3D deep learning and in vitro assays | Synapse
March 3, 2026
Screening toxic transformation products of emerging pollutants in advanced oxidation processes with 3D deep learning and in vitro assays
FS
Fulin Shao
Tongji University
WL
Weiying Li
Tongji University
ZL
Zhiwei Liang
Tongji University
See all
Key Points
Toxic transformation products were identified through advanced oxidation processes, leading to important insights.
Key findings indicate that 3D deep learning effectively screens for pollutants, revealing significant transformation products.
The approach included in vitro assays to verify the toxicity of the transformation products detected in the screening.
This highlights the potential for innovative screening methods in assessing environmental safety and pollutions.
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Shao et al. (Tue,) studied this question.
synapsesocial.com/papers/69a7607fc6e9836116a2d4be
https://doi.org/https://doi.org/10.1016/j.watres.2026.125499