Due to the fast development and availability of computers, predictive approaches are increasingly used in the evaluation process of hazardous substances complementary to experimental approaches or in a first step of screening of these hazardous properties. Their use was in particular recommended as alternative to experimental testing by the REACH regulation to complete the lack of knowledge on properties for existing substances that have to be registered before 2018 (upon quantities). Among the proposed predictive approaches, Quantitative Structure Property Relationships (QSPR) are powerful methods that allow for the prediction of macroscopic properties from the knowledge of the only molecular structure of substances. In this context, INERI...