Patients will be assigned an eribulin dose level at the time of enrollment using a 3+3 Phase I design, and there will be no intrapatient dose escalation. Once the RP2D has been established, there will be up to 10 patients enrolled in a dose expansion cohort. In absence of disease progression or toxicity, subjects may receive up to 17 cycles of therapy.