http://www.nlm.nih.gov/research/umls/

It presents the Unified Medical Language System (UMLS) project, which develops and distributes multi-purpose, electronic controlled vocabularies called Knowledge Sources and associated lexical tools for system developers. These knowledge sources are available to download.