Here we show that ectopic plasma membrane ATP5B, a subunit of F1Fo-ATP synthase, denotes a high metastasis-risk phenotype in breast and prostate cancer, and a vulnerability of cancer cells in vivo. The gene discussed is ATP5F1B; the disease is prostate cancer.