In order to explore the space of drug-like compounds more efficiently, we have constructed a virtual compound library called DrugSpaceX, with outstanding characteristics for its structural novelty, diversity and large three-dimensional chemical space coverage, based on expert-defined transformation of the approved drug molecules.