“…The substrate’s geometry, particularly the surface localization of nanostructures, is crucial for sustaining strong surface plasmon resonance (SPR), and the surface chemistry of these nanostructures significantly influences the intensity of SPR peaks [ 11 , 12 , 13 , 14 , 15 ]. At present, combining semiconductor nanostructures with noble metal nanoparticles, known as metal–semiconductor heterostructures, offers a promising approach to creating three-dimensional (3D) LSPR structures to enhance SERS substrates’ detection sensitivity and uniformity [ 16 , 17 , 18 , 19 , 20 , 21 ]. These heterostructures can serve as recyclable SERS substrates through the photocatalytic degradation of target molecules under UV light irradiation and facilitate charge transfer pathways for Raman scattering enhancement [ 22 , 23 , 24 ].…”