This study will test the safety of giving standard induction treatment for high-risk neuroblastoma without one of the drugs commonly used to prevent side effects. Current treatment for high-risk neuroblastoma includes anti-cancer drugs (chemotherapy), surgery, radiation therapy and high-dose chemotherapy with hematopoietic stem cell rescue. Treatment takes about one year to complete and occurs in 3 phases: induction, consolidation, and maintenance. This study is limited to the induction phase of treatment.