The time required to develop a new drug ranges between 10 and 17 years - if it ever makes it. There are also rising costs that make this increasingly unaffordable for both companies and patients. The testing of candidate drug molecules can be greatly accelerated by using High Performance Computing (HPC). HPC can also help to reposition existing drugs for new diseases. This will benefit the treatment of the patients while strongly reducing the costs of the process.