Springsteen has five nominations, including song of the year and best rock song for "Devils & Dust," the title track from his 2005 album.
British band Coldplay has three nominations, including best rock song ("Speed of Sound") and best rock album ("X&Y").
Best new artist nominee Sugarland will appear for a special performance, and Hezekiah Walker & Love Fellowship Choir will sing with Mariah Carey, the Recording Academy said Thursday.
Carey has eight nominations, including album of the year ("The Emancipation of Mimi").
The awards show will be held Feb. 8 at the Staples Center in Los Angeles. It will air on CBS (8 p.m. EST).