The main purpose of this study is to determine the short and long term side effects of a very intensive treatment, which includes combinations of chemotherapy drugs followed by radiation therapy and two transplants supported by peripheral blood progenitor cells (stem cells), for children with advanced stage neuroblastoma and sarcomas.