The invention relates to methods for producing papilloma-derived nanosphere particles that contain therapeutic, diagnostic, or other agents. The invention also provides nanosphere particle preparations that are useful for selectively delivering therapeutic, diagnostic, and/or other agents to cancer cells of subjects without eliciting a serotype-specific immunogenic response in the subjects.