The invention provides a pharmaceutical composition for mild 
photothermal therapy of tumors as well as a preparation method and application of the pharmaceutical composition. The pharmaceutical composition is composed of a dual-targeting amphiphilic 
glucan derivative carrier, a material (PTA) with photo-thermal conversion performance and an 
autophagy inhibitor. The dual-targeting amphiphilic 
glucan derivative carrier can be self-assembled in water to form nano-micelles, and is physically loaded with PTA and an 
autophagy inhibitor for tumor 
photothermal therapy. The preparation is mainly characterized in that: 1) the preparation has active dual-targeting capability of 
tumor cells and tumor-related fibroblasts, and can efficiently enter the cells through the action of 
receptor ligands, so that the 
transfer efficiency of the preparation is improved; 2) under the 
irradiation of 808nm 
laser, PTA absorbs 
light energy and efficiently converts the 
light energy into heat, and the 
autophagy inhibitor inhibits the autophagy behavior of 
tumor cells and sensibilizes photo-thermal, so that an excellent mild photo-
thermal treatment effect is realized, and the 
physical barrier of a tumor matrix can be weakened; tumor photothermal can further induce 
tumor cells to generate 
immunogenic cell death, generated tumor fragments can further activate an 
immune system, and the tumor photothermal 
treatment effect is greatly improved.