Wanderers chairman Phil Gartside said: “Sammy Lee is looking to build a squad for next season.”
New Bolton boss Sammy Lee wants to bring in the French international, who cost Liverpool £14m from Auxerre in July 2004, on loan for the whole season.
Cisse spent last season on loan at Marseille.
