Early diagnosis and precise identification of breast cancer subtypes are vital. However, current detection methods are often hindered by high costs and complexity. This study aims to develop an efficient and noninvasive method to realize efficient breast cancer detection. First, hexoctahedral gold nanoparticles (Au HNPs) are constructed, which detect molecules with concentrations as low as 10