The singer, who recently split from husband Kevin Federline, was due to co-host the ceremony with Paris Hilton.
A source at Fox television network, which sponsors the event, confirmed: "She pulled out, she didn't give a reason. We really don't know the reason. But we're disappointed she backed out."
At this late notice, it is likely Hilton will present the Las Vegas event on her own next week.