Notably, patients with fatal outcomes and more aggressive tumor characteristics—including higher histological grade, markedly elevated AFP levels, presence of vascular invasion, and more advanced TNM staging—demonstrated significantly elevated LRRPS values in the TCGA cohort (Fig. 4A-E). Here, AFP is linked to neoplasm.