For breast cancer patients, known oncogenes and tumor suppressor genes such as ESR1, KRAS, PIK3CA, PIK3R1, FAT1, and MED12 were consistently identified in both ctDNA and tumor WES across patients (Fig 4A). This evidence concerns the gene ESR1 and neoplasm.