APP and neoplasm: In this study, we designed and constructed a size variable nanodrug delivery system with high photothermal conversion efficiency and good anti-tumour effect based on AuNRs and UCST polymers: AuNRs-DOX/mPEG10K-peptide/P(AAm-co-AN) (APP-DOX).