It's hoped that the 54-year-old, famous for dating rocker Mick Jagger, will add "glamour" to this year's list of celebrities.
A source told the Daily Star newspaper earlier today: “Everyone will want to know if, like the song, she moves like Jagger.”
The tabloid also reveals that former This Morning host Fern Britton is also wanted by BBC chiefs for the new show.
Amongst the other stars rumoured to be appearing in the new series are British Olympic champion Victoria Pendleton, The One Show host Chris Evans and former BBC Breakfast presenter Sian Williams.
The new series is set to start on September 15 on BBC One.