When it came to alterations of several genes such as KEAP1 and PIK3CB, the tendency of discrepancy was unanimous in MVI/NMVI to recurrence/non-recurrence comparison, not only in tumor tissue but also in ctDNA analysis. This evidence concerns the gene PIK3CB and neoplasm.