Design of a testing strategy using non-animal based test methods: Lessons learnt from the ACuteTox project

► Design of a testing strategy involves biological and statistical considerations. ► Select compounds to span a wide range of outcomes of interest. ► Perform all assays with all compounds to avoid missing data. ► Design experiments carefully to guarantee reliable and meaningful estimates. ► Avoid overfitting, use cross-validation and bootstrapping to estimate error rates.