Patients receive azacitidine subcutaneously (SC) once daily (QD) on days 1-7 and vorinostat orally (PO) 2-3 times daily on days 3-5, 3-9, or 3-16. Treatment repeats every 28 days for at least 4 courses in the absence of disease progression or unacceptable toxicity.