This work is dedicated to my mentor, Prof. Sishen Xie, an esteemed academician of Chinese Academy of Sciences. His pioneering work in the field of nanoscience and nanotechnology, along with his significant contributions to promoting the development of nanomedicine in China, have left a lasting impact on the scientific community. Professor Xie's dedication and scientific spirit have served as an inspiration for many young scientists, motivating them to pursue their research with passion and excellence. By honoring his legacy, we will continue to advance the frontiers of nanoscience in the medical field and strive to make remarkable contributions that will ultimately benefit human health.