By integrating bulk and single-cell transcriptomic data, we revealed that BMP4 is enriched in cancer cells and CSCs, correlates with poor prognosis, and shows a distinctive role in regulating metabolism rather than canonical BMP signaling. Here, BMP4 is linked to cancer.