A recent discovery of death-from-cancer signature genes identifies potential markers predicting the high likelihood of treatment failure in cancer patients. This knowledge provides the opportunity to analyze in functional terms the therapy-resistant and metastasis-enabling phenotypes of cancer cells. Here we summarize the current data regarding the biological functions of genes comprising a death-from-cancer signature. This analysis predicts that cancer cells manifesting a stem cell-like expression profile of a death-from-cancer signature would exhibit the following features: a concomitantly increased expression of certain members of inhibitor of apoptosis protein (IAP) family (Survivin and XIAP); activation of mitotic spindle check point proteins (BUB1, BUB3, KNTC2, Mad2, PLK1, PLK4, STK6/Aurora A); and elevated levels of certain cell cycle control/marker proteins (CCNB1, CCNB2, CCND1, CCNA2, CDC2, CDC25, Ki67, USP22). Consequently, these cancer cells would acquire metastasis-enabling anoikis-resistance aneuploid phenotype with aberrant cell cycle control. A functionally complementary role of multiple cooperating oncogenic pathways and the essential role of Polycomb Group (PcG) protein chromatin silencing pathway in emergence of the stem cell cancer phenotype is highlighted.