While ctDNA is useful for identifying mutations and guiding targeted therapies, CTCs offer a more comprehensive analysis by representing whole cells, making them a more reliable indicator of tumor behavior, especially when combined with PD-L1+ EV analysis. Here, CD274 is linked to neoplasm.