According to Itoh et al., HCC patients exhibiting a low preoperative LMR are associated with a more aggressive tumor behavior, characterized by larger tumor size and a higher serum AFP concentration, compared to patients with a high preoperative LMR [51]. This evidence concerns the gene AFP and neoplasm.