The Second Annual In Silico Drug Discovery & Predictive Toxicology 2016 Conference aims to bring multi-disciplinary research that leverages computer simulations and algorithms and address key questions in computational drug discovery as well as predictive toxicology performed in vitro.  Both in silico and wet biology approaches will be presented and discussed at this conference enabling a complete and up-to-date picture of this evolving space to be presented.