Here, we utilized a machine learning model and identified 11 key prognostic biomarkers for NB, including AURKA, BLM, BRCA1, BRCA2, CCNA2, CHEK1, E2F1, MAD2L1, PLK1, RAD51, and RFC3. The gene discussed is RFC3; the disease is neuroblastoma.