As anticipated, we observed significant cytotoxicity toward both normal and tumor cell lines with a number of the drugs, but also identified microtubule-targeting agents and epidermal growth factor receptor (EGFR) inhibitors as major classes of compounds that exhibited preferential cytotoxicity against tumor cells over normal cells when cultured in 3D. The gene discussed is EGFR; the disease is neoplasm.