Various nanomaterials are employed in biomarker identification, including gold nanoparticles, quantum dots, carbon nanotubes, and magnetic nanoparticles. Each type of nanomaterial offers distinct advantages, such as enhanced optical properties, superparamagnetism, and ease of functionalization, facilitating the detection of low-abundance biomarkers.