If you are found to be eligible to take part in this study, you will receive the study drug in "cycles." Cycles will generally be 4 weeks long but may be longer, depending on any side effects you experience from the azacitidine. During each cycle, you will receive azacitidine under the skin once each day for the first 10 days (Day 1 to Day 10). You will then have an 18-day break during which you will not receive azacitidine injections for the rest of the cycle. Additionally, you will take valproic acid pills by mouth, every day, starting the first day of the first cycle (Day 1 to Day 28). You will take valproic acid every day while on study without interruption.