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. This evidence concerns the gene E2F1 and neuroblastoma.