We report that lung cancer-targeting peptides isolated from a peptide library can be used to deliver an active chemotherapeutic in a cell-specific fashion. The peptides were removed from the context of the phage and placed on a pegylated tetrameric scaffold. The tetrameric peptides were shown to block uptake of their cognate phage. The tetrameric peptides were coupled to doxorubicin, and their cytotoxicity against a panel of different cell lines was tested. Our data demonstrate that these targeting peptides can deliver an active anticancer agent in a cell-specific fashion, resulting in an increase of the therapeutic index of the targeted drug compared to systemic delivery. The efficacy of the peptide conjugate correlates to the affinity of the targeting peptide for a particular cell line. As such, we have demonstrated that cell-specific targeted drugs can be synthesized, even when the cell surface target is unknown.