A therapeutic formulation is described for a drug delivery balloon comprising a therapeutic formulation which includes a therapeutic agent and an adhesion additive. The adhesion additive promotes adhesion of the therapeutic formulation to a vessel wall of a subject. A system and a method of manufacturing a system including an expandable member having a working length with the therapeutic formulation disposed along at least a portion of the working length is also provided.