Patients receive lenalidomide orally (PO) once daily (QD) on days 1-21, dinutuximab IV over 10 hours on days 8-11, and isotretinoin PO twice daily (BID) on days 15-28. Treatment repeats every 28 days for up to 12 courses in the absence of disease progression or unacceptable toxicity.