The purpose of this study is to compare Overall Survival (OS), Progression Free Survival (PFS), objective tumor response rate, duration of response, and safety in patients treated with E7389 versus the Treatment of Physician's Choice (TPC) in patients with locally recurrent or metastatic breast cancer.