SDC1 and neoplasm: This study not only elucidates the molecular mechanism by which SDC1 promotes tumor progression through multifaceted regulation of the TNBC microenvironment, providing a theoretical foundation and potential therapeutic targets for precision treatment strategies, but more significantly, leverages SDC1-focused bioinformatic analyses to construct gold nanocluster-based SDC1-shRNA delivery systems.