Figure 5.

In silico approaches offer the possibility of bringing forward decisions on the viability of compounds for further development. In silico models can identify potentially unsafe compounds earlier in the pipeline, when alternative chemical leads still exist, and before expensive and time-consuming safety testing has occurred. The resulting chemical leads are more likely to succeed in later safety tests. This will reduce costs and improve the chances of developing a successful compound.