Most chemicals children are exposed to have never been tested for developmental neurotoxicity (DNT), and guideline studies are slow, costly, and animal-intensive. We put together a short deck on a mechanism-anchored toolchain that predicts DNT hazard from a molecule's structure alone — folding the neurodevelopmental target proteins, docking the chemical to find the molecular initiating event, running endpoint QSAR models and a multi-endpoint transformer, and letting a reasoning agent integrate the evidence against real data.
Predicting Developmental Neurotoxicity from Chemical Structure
A four-slide deck on a mechanism-anchored ReAct + tools toolchain for developmental-neurotoxicity (DNT) prediction: the method, validation against 122 reference chemicals, an interactive screen of 23 untested chemicals calibrated against known positives and negatives, and a selectable weight-of-evidence case study.