In the training cohort, we found that NMLR scores > 1.2 correlated with elevated ALT (P = 0.017), tumor multiplicity (P = 0.015), large tumor size (P = 0.001), and advanced BCLC stage (P < 0.001) (Table S3). Here, GPT is linked to neoplasm.