The potential mechanism underlying this result is as follows: imaging features (such as tumor size, boundary clarity, and presence of capsule) can predict tumor invasiveness, while serum marker levels (such as alpha-fetoprotein-L3 subtype, abnormal prothrombin) can reflect tumor biological activity (20–22). Here, F2 is linked to neoplasm.