An elevated level of the methionine metabolism gene expression signature is present in EGFR-dependent cells, such as rhabdoid (kidney and other soft tissues malignant tumor), gastric, neuroblastoma, breast, ovarian, and thyroid cancer cells. Here, EGFR is linked to neuroblastoma.