Exploring QSTR analysis of the toxicity of phenols and thiophenols using machine learning methods

► CART-LS-SVR has been demonstrated to have predictive ability. ► pEC50 can be estimated from molecular structure and some optimization. ► Obtained models can be used as instruments for risk assessment of chemicals. ► Toxicity mainly depends on octanol/water partition coefficient and polarity of molecule.