Additionally, key genes (CYFIP1, EMILIN1) associated with disulfidptosis in NB were identified, exhibiting functional roles in cell proliferation, migration, and invasion, leading to notable alterations in the cellular cytoskeleton. Here, EMILIN1 is linked to neuroblastoma.