Besides CCNE1, more genetic alterations were detected in CSF samples when compared with primary tumor and plasma samples (Fig. 5A), and the allele frequency dynamics of CSF ctDNA were consistent with the patient's clinical assessment (Fig. 5B), implying the potential clinical utility of CSF ctDNA for GCLM diagnosis and disease monitoring. This evidence concerns the gene CCNE1 and neoplasm.