Ontology mapping for semantically enabled applications

•Ontology mapping enables data analytics through interoperability and integration.•Mapping between ontologies expands coverage across large domains such as disease.•Ontology alignment evaluation is a mature and open annual challenge.•Dynamic ontologies evolve so their mappings need to be maintained as a service.•Ontology mapping supports machine learning and AI for drug discovery.