Eight genes, including ACAT1, CRYL1, SLC2A2, PCK1, ABAT, ACADSB, ST3GAL6 and EPHX2 were validated to be negatively correlated with tumor stage and nodal metastasis status based on TCGA database (Fig. 3a to p). Here, ST3GAL6 is linked to neoplasm.