compound is identified, lead optimization represents the process of making structural changes that improves activity and selectivity while reducing toxicity and other unwanted side effects. The analogy to catalyst discovery is clear and while current state-of-the-art computationally driven catalyst discovery has been focused on catalyst optimization (i.e. lead optimization), this work represents a step forward in filling in the gap for lead identification.