limitations in the treatment process. Most of current clinical chemotherapeutic drugs have poor water solubility, lack of targeting, which can cause indiscriminate damage to normal tissues and organs. [2,3] Nano drug delivery system (NDDS) can overcome shortcomings of clinical chemotherapy to some extent, such as improve the solubility and stability of hydrophobic drugs, realize controlled release of drugs, and carry various drugs for combination therapy. [4] Therefore, NDDS has become the research hotspots in the biological medicine field. [5] In particular, fluorescent nanomaterials have attracted extensive attention of researchers. [6] Fluorescent nanomaterials based on inorganic semiconductor quantum dots (QDs) and organic fluorescent dyes have been widely used for intracellular imaging due to their intense fluorescence. [7,8] However, the poor photostability and water-solubility of organic fluorescent dyes and high toxicity of QDs limit their applications in the nanomedical field. [9] Fluorescent gold nanoclusters (Au NCs) with ultrasmall size, good photostability, low toxicity, and facile synthesis own extraordinary advantages over QDs and conventional fluorescent dyes, [10] and have recently been recognized as promising candidates for cell labeling and biosensing in biomedicine field. More importantly, ultrasmall size of Au NCs enables them to enjoy a longer blood circulation time, [11,12] and effectively enrich in the tumor areas through enhanced permeability and retention effect (EPR), [13] and extensive research has been carried out on their bioapplication. [14] Before wide bioapplication, the stability of Au NCs shall be resolved. The stability of Au NCs depends on the chemical nature of surface ligands and the interface between the inorganic cores and the organic ligands. [15,16] In order to improve the stability of Au NCs, strong chemical bonds to the surface of Au core should be formed. Reduced lipoic acid (LA) as stabilizer can form strong ligand bonds with Au core had been studied by Nienhaus et al. [17] Regrettably, that the end of LA has only a carboxyl endows Au NCs limited surface modification and further A targeting and specific fluorescent gold nanoparticle is prepared for tracing of drug and effective treatment of cancers. First, 4-carboxybenzeneboronic acid (CBPA) and D-α-tocopheryl polyethylene glycol 1000 succinate (TPGS) are used to modify cyclodextrins (CDs), then modified cyclodextrins and polyethylene glycol (PEG) are used to stabilize gold nanoclusters to prepare fluorescent gold nanoparticles (AuNCs@CD-TPGS-CBPA/PEG). CBPA has targeting and TPGS can induce apoptosis, therefore, AuNCs@CD-TPGS-CBPA/PEG has targeting and certain anti-tumor activity. The structure and morphology of the nanomaterial are characterized by using nuclear magnetic resonance (NMR) spectroscopy and transmission electron microscope (TEM). Paclitaxel (PTX) is loaded into the hydrophobic cavity of CDs to form targeting specific drugloaded fluorescent gold nanoparticles (