The footprints left by tumor invasion on the paratumor liver tissues, namely SAAs expression by damaged hepatocytes, macrophage infiltration, and metabolic reprogramming of tumor cells in the invasive zone, could serve as useful prognostic indicators of the extent of tumor aggressiveness and risk of recurrence. Here, PCSK1N is linked to neoplasm.