The present invention provides a conjugate containing a therapeutic agent linked to a homing molecule that selectively homes to tumor vasculature and selectively binds collagen such as non-helical collagen or collagen IV. In one embodiment, the conjugate contains a homing peptide or peptidomimetic that includes the amino acid sequence CREKA (SEQ ID NO: 1) or a conservative variant or peptidomimetic thereof.