Hedge fund advisory firm Deerfield Management Company has agreed to pay more than $4.6 million to settle charges bright by the Securities and Exchange Commission that it failed to establish, maintain, and enforce policies and procedures reasonably designed to prevent the misuse of inside information, including information about confidential government decisions.