A method of characterizing a glioblastoma multiforme (GBM) stem cell (GSC), comprising culturing the GSC to provide a culture, contacting a first set of aliquots of the culture with individual compounds selected from a panel of compounds, identifying two or more of the selected compounds that cause more than a threshold level of cell death in the first set of aliquots, and characterizing the GSC as suitable for treatment with one or more combinations comprising the two or more identified compounds. A panel of anti-GBM chemotherapeutic compounds, the compounds selected by a method comprising surgically resecting the tumor, culturing a GSC derived from GBM tissue derived from a GBM tumor, contacting aliquots thereof with individual compounds selected from a panel of compounds, and identifying two or more of the selected compounds that cause more than a threshold level of cell death in the aliquots, thereby identifying the compounds.