The present invention relates to compositions and methods for characterizing, regulating, diagnosing, and treating cancer. For example, the present invention provides compositions and methods for inhibiting tumorigenesis of certain classes of cancer cells, including breast cancer cells and preventing metastasis. The present invention also provides systems and methods for identifying compounds that regulate tumorigenesis.